metadata
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:6241
- loss:CosineSimilarityLoss
base_model: BAAI/bge-base-en-v1.5
widget:
- source_sentence: >-
SummaryLeadership-oriented certified technology professional entering a
career in Computer Management. Critical thinker who can demonstrate the
ability to succeed in a high paced environment and who consistently
exceeds performance standards. I am level-headed and calm in stressful
situations with well-developed people skills. Also can provide analysis
data support in a company as a Data Analyst with experience using many
forms of technology for data analysis. I have an attention to detail and
am able to work in a deadline-oriented position with effective problem
solving skills. I am looking for a company where I can expand on my skills
and experiences in order to reach company's goals.
HighlightsScripting and DatabaseNetwork Operations System - WindowsNetwork
Operations System - UnixVoice/VoIP AdministrationData Communications and
NetworkingCommunications SystemsWired, Optical, and Wireless
CommunicationsWireless TechnologyEnterprise Network DesignEnterprise
Network ManagementNetwork FundamentalsData and Signal ProcessingPC
MaintenanceSQLMicrosoft Server 2012Network System Administration
FundamentalsWindows Active DirectoryComputer System MaintenanceInstalling
and Uninstalling Various SoftwareReplace, Adding and Removing Various
Hardware ComponentsOperating systems Windows Java
ProgrammingJavaScriptMicrosoft Word, Excel, AccessAnalytical and
Statistics programs: MinitabAS400Query LanguageUNIXPresentation: Microsoft
PowerPointWiresharkFile Management
EducationDeVry UniversityOrlando,FLExpected in2014––Bachelor of
Science:Network and Communications Management-GPA:GPA: 3.87/4.0 Dean's
ListNetwork and Communications Management, Magna Cum LaudeDeVry
UniversityMiramar,FLExpected in2012––Associate of Science:Network System
Administration-GPA:Graduated with Honors, top 10 Percent of my class.Lake
Weir High SchoolOcala,FLExpected in1996––High School Diploma:General
Education-GPA:
ExperienceAaron's, Inc-Data Analyst Integrity
SpecialistCovington,LA,12/2014-02/2016Work on an AS400 servers Manipulate
files using Windows Server Platform Using Unix/Microsoft to check data
quality Using Query Tab programs to ensure the data is correct Maintain
several databases and using SQL updates to perform various duties
Analyzing Data to ensure correctness Use of SalesForce platform.Research
disputes and other queries from clients and consumers Respond to telephone
and email queries, receive disputes and input for tracking Follow defined
dispute and/or research procedures, and produce required metrics according
to defined procedures Travel to different offices to train other staff
members to create redundancy across the company Assist in creation of new
programs as well as test and deploy them.Host seminars in different
offices to teach updated procedures and programs.Belleview PC
Doctor-Computer TechnicianCity,STATE,03/2010-01/2012Handle and resolve
customer complaints Configured and installed new Microsoft systems
Troubleshoot and resolve desktop support issues Repairing and upgrading
hardware in desktops and notebooks Installing, uninstalling, or
reinstalling various software packages Test systems to make sure that they
are properly working Record and Log work done specifically to each
customer.Logan's Roadhouse-Cook/WaiterCity,STATE,06/2007-01/2015Prepare
stations and provide excellent guest services.Cook during lunch shifts.Use
excellent communication skills and work in a timely manner.
SkillsActive Directory, AS400, excellent communication, Hardware, resolve
customer complaints, clients, Data Communications, databases, Database,
desktops, email, File Management, Java Programming, JavaScript, notebooks,
Access, Excel, Microsoft PowerPoint, Windows, Microsoft Word, Minitab,
Enterprise, Network Management, Network Design, Network, Networking,
Operating systems, PC Maintenance, Project Management, quality, Repairing,
Research, seminars, servers, Scripting, SQL, Statistics, System
Administration, desktop support, telephone, Troubleshoot, UNIX, upgrading,
VoIP, Windows Server
sentences:
- >-
Who we are?For the past 20 years, we have powered many Digital
Experiences for the Fortune 500. Since 1999, we have grown from a few
people to more than 4000 team members across the globe that are engaged
in various Digital Modernization. For a brief 1 minute video about us,
you can check https:youtu.beuJWBWQZEA6o.Responsibilities:Evaluating
business processes, anticipating requirements, uncovering areas for
improvement, and developing and implementing solutions.Leading ongoing
reviews of business processes and developing optimization
strategies.Staying up-to-date on the latest process and IT advancements
to automate and modernize systems.Conducting meetings and presentations
to share ideas and findings.Performing requirements analysis.Documenting
and communicating the results of your efforts.Effectively communicating
your insights and plans to cross-functional team members and
management.Gathering critical information from meetings with various
stakeholders and producing useful reports.Working closely with clients,
technicians, and managerial staff.Providing leadership, training,
coaching, and guidance to junior staff.Allocating resources and
maintaining cost efficiency.Ensuring solutions meet business needs and
requirements.Performing user acceptance testing.Managing projects,
developing project plans, and monitoring performance.Updating,
implementing, and maintaining procedures.Prioritizing initiatives based
on business needs and requirements.Serving as a liaison between
stakeholders and users.Managing competing resources and
priorities.Monitoring deliverables and ensuring timely completion of
projects.Requirements:A bachelors degree in ITComputer Science or
related field or an MBA.10+ years of experience in business analysis or
a related field.Exceptional analytical and conceptual thinking
skills.The ability to influence stakeholders and work closely with them
to determine acceptable solutions.Advanced technical skills.Excellent
documentation skills.Fundamental analytical and conceptual thinking
skills.Experience creating detailed reports and giving
presentations.Competency in Microsoft applications including Word,
Excel, and Outlook.A track record of following through on
commitments.Excellent planning, organizational, and time management
skills.Experience leading and developing top-performing teams.A history
of leading and supporting successful projects.
- >-
Who we are?For the past 20 years, we have powered many Digital
Experiences for the Fortune 500. Since 1999, we have grown from a few
people to more than 4000 team members across the globe that are engaged
in various Digital Modernization. For a brief 1 minute video about us,
you can check https:youtu.beuJWBWQZEA6o.Responsibilities:Evaluating
business processes, anticipating requirements, uncovering areas for
improvement, and developing and implementing solutions.Leading ongoing
reviews of business processes and developing optimization
strategies.Staying up-to-date on the latest process and IT advancements
to automate and modernize systems.Conducting meetings and presentations
to share ideas and findings.Performing requirements analysis.Documenting
and communicating the results of your efforts.Effectively communicating
your insights and plans to cross-functional team members and
management.Gathering critical information from meetings with various
stakeholders and producing useful reports.Working closely with clients,
technicians, and managerial staff.Providing leadership, training,
coaching, and guidance to junior staff.Allocating resources and
maintaining cost efficiency.Ensuring solutions meet business needs and
requirements.Performing user acceptance testing.Managing projects,
developing project plans, and monitoring performance.Updating,
implementing, and maintaining procedures.Prioritizing initiatives based
on business needs and requirements.Serving as a liaison between
stakeholders and users.Managing competing resources and
priorities.Monitoring deliverables and ensuring timely completion of
projects.Requirements:A bachelors degree in ITComputer Science or
related field or an MBA.10+ years of experience in business analysis or
a related field.Exceptional analytical and conceptual thinking
skills.The ability to influence stakeholders and work closely with them
to determine acceptable solutions.Advanced technical skills.Excellent
documentation skills.Fundamental analytical and conceptual thinking
skills.Experience creating detailed reports and giving
presentations.Competency in Microsoft applications including Word,
Excel, and Outlook.A track record of following through on
commitments.Excellent planning, organizational, and time management
skills.Experience leading and developing top-performing teams.A history
of leading and supporting successful projects.
- >-
Role: Java Developer Duration: 12 months Required Skills Developed web
application using Java, J2EE, HTML, CSS, JavaScript, jQuery, JSON, XML,
JavaScript Framework, Bootstrap 3 or 4, Angular, JSP (Java Server
Pages)Angular Framework, AJAX
- source_sentence: "Summary12+ years of professional experience in Information Technology, this includes Design, Development and Testing of Application software.\n*Experienced in designing Business logic and User Interfaces\n*Experienced in developing cross-platform applications using Windows and Linux.\n*Experienced in developing software through Agile, Scrum and Water fall methodology.\nHighlightsC#.Net VB.NET, ADO.Net, WinForms, WPF, C++, VC++, and C programming C#.Net, VB.Net, ASP.Net, C++, VC++, ATL-COM, C, HTML,CSS, XML, SOAP, Java Script, Perl script, and VB ScriptMicrosoft Technologies: VB.NET, C#.NET, ADO.NET, WPF, WinForms, WCF, MVC,MVVM Pattern, ADO.NETOperating systems:\t Windows, Linux and UNIXDatabase:\t\t\t SQL Server 2008, and InformixIDEs:\t\t\t\t Visual Studio 2008, VS 2010, VS 2013 and EclipseCode Manager Tools\t IBM Rational ClearCase, StarTeam, and SVNDebugging Tools\t: \tWinDbg, Application Verifier, Pure coverage,LeakDiag and Runtime Checker, GDB and DDDDefect Tracking Tools\t ClearQuest, and, BugzillaConcepts\t UML, OOAD, Design patterns, IPC, Threading, SECSGEM,Semi Standards and TCP/IPDesign Tools\t\t\t MS VisioDevelopment Processes\t Agile, Scrum and Water fall MethodologiesOthers\t Install Shield, Wireshark, Code Collaborator, VersionOne C#, C++, and STAR TeamTeradyne Inc., North Reading, MA\t\t\t\t\tJul' C++, MATLAB, and Medical Image Processing\nExperience01/1toCurrentSoftware Development ConsultantAkamai Technologies Inc|Westford,MA,Collecting requirements for next generation of test system in the semi-conduction sector.Preparation of Software Requirements Specifications and Design Specifications.Design and develop the software for various modules in multi-platform environments both in Windows and Linux (C++) and participate in design and code reviews.Integration of .Net framework host application and C++ embedded applications.Responsible for creating and execution of Component Integration Test Plan (CITP).Responsible for create and execution of Unit testing and also performing the integration testing between Host (Windows) and Embedded applications.Skills Used: C#.Net, VB.Net, ADO.Net, .Net 4.0, WPF, WinForms, Design Patterns, C++, LINUX, Remoting, VS2013, Clear Case, Clear Quest, Pure Coverage, Wireshark, Install Shield.01/1to01/1Sr. Software EngineerIheartmedia, Inc.|Dayton,OH,Analyzing the requirements and interacting with customer for any requirements clarifications.Design and develop the logic for newly added components functionalities.Implementing the GUI changes with .NET and control side changes in C++.Developed Nexus Recipe Editor GUI using WPF.Involved in designing and developing the middle tier using ADO.Net to perform and\nimplement business logic, updating/retrieving the data to/from SQL Server Database.Involved in the process of understanding, estimating, simulating, analyzing, fixing and testing the bugs.Being onsite coordinator, coordinating the task with offshore team and testing offshore implementation on the tool.Skills Used: C#.Net, VB.Net, ADO.Net, WPF, WinForms, C++, Remoting, SecsGem, Design Patterns, SQL Server 2008, SVN, VersionOne, Scrum, Runtime Checker, Code Collaborator, Bugzilla.01/1to01/1Software EngineerRudolph Technologies|City,STATE,Designed and developed several features in UI module.Analyzing the requirements and interacting with customer for any requirements clarifications.Involved in the process of understanding, estimating, simulating, analyzing, fixing and testing the bugs.Design and develop the logic for newly added components functionalities.Done the code migration from C++ to C#.Net.Being onsite coordinator, coordinating the task with offshore team and testing offshore implementation on the tool.Delivering the activities using SVN source management.\nEducationExpected in2004totoBachelor of Technology|Electronics and CommunicationsJNT University,Hyderabad,GPA:Electronics and Communications\nSkills.Net 4.0, .NET, ASP.Net, VB.NET, C#.NET, ADO, Agile, ATL, C, C programming, C++, ClearCase, COM, hardware, Consultant, CSS, client, Database, Debugging, designing, DSP, Eclipse, Editor, Electronics, estimating, XML, features, GUI, HTML, IBM, Image Processing, Image, Informix, Java Script, LINUX, logic, MA, MATLAB, memory, access, C#, Microsoft Technologies, Windows, migration, MVC, next, OOAD, Operating systems, Perl, Processes, Programming, quality, Quest, Reading, read, Scrum, script, SOAP, Software Development, Software Engineer, SQL Server, tables, TCP/IP, UML, UNIX, VB Script, Visio, VC++, Visual Studio"
sentences:
- >-
Backed by a leading growth equity firm, an LA based CPGFood & Bev
company is looking for a strong accounting professional who is motivated
to join a dynamic, high-growth company. You will be a key contributor to
a small Finance & Accounting team and will report directly to the
Controller. As they continue to grow, there will be opportunities for
learning and exposure to various key accounting areas.
Responsibilities: Assist with annual audit and SOX compliance activities
Collaborate with Finance Team on month close AP Assist with AR Prepare
weekly bank reconciliation Inventory accounting activities Reconcile
intercompany balances and review transactions Prepare Unrealized and
Realized FX gain and loss analysis Create journal entries for month-end
close and year-end close Prepare consolidated financial statements
Prepare Monthly Flux Analysis Review, investigate, and correct errors in
financial entries, documents, and reports Balance Sheet Reconciliations
Develop and maintain internal controls and accounting policies and
procedures.
Requirements: Bachelors degree in accounting 5 years of accounting
experience (CPG industry with inventory preferred) OR 2+ years of audit
experience (with inventory) Experience in creating policies and
procedures is a plus Experience in a high growth and fast-paced
environment Intermediate to advanced Excel
Compensation: Base + bonus + equity 95% of the employee health care cost
401k Dog friendly office
Due to the high volume of applications we receive, we are unable to
respond to every submission.
- >-
The ideal candidate will be responsible for developing high-quality
applications. They will also be responsible for designing and
implementing testable and scalable code. ResponsibilitiesDevelop
quality software and web applications Analyze and maintain existing
software applications Design highly scalable, testable code Discover and
fix programming bugs
QualificationsBachelor's degree or equivalent experience in Computer
Science or related field Development experience with programming
languages SQL database or relational database skills
- >-
Our client is looking for experienced professional with a strong
background in healthcare, including Pharmacy Benefit Manager (PBM)
expertise. Proficient in SQL for data management and analysis. Skilled
in working with messaging and event-based systems, facilitating seamless
communication. Knowledgeable in optimizing prescription drug programs
and navigating the complexities of healthcare dynamics for enhanced
patient outcomes.
QualificationsBachelor's degree or equivalent experience10+ years of
progressive experience in requirements gathering and management using
both Waterfall and Agile SDLC methodologies.Extensive Healthcare
experience is mandatoryPBM (Pharmacy Benefit Management) experience is
mandatory Process development and implementation experience.Proficient
in using SQL, Visio and Office Suite, including Word, Excel, and
PowerPoint.Experience working with messaging or event-based systems
ResponsibilitiesAssists andor leads in requirements management practices
and principles.Participates andor provides product ownership.Creates
business requirement documents, user stories, use cases, and supporting
diagrams including sequence diagrams as needed.Contributes to the
planning process with the Scrum Master andor project manager to plan
activities including requirements gatheringrefinement, design reviews,
SOPwork instruction development, training, and go-live.
- source_sentence: >-
Professional SummaryEnergetic Data Engineer in developing robust code for
high-volume businesses. Strong decision-maker with 6 years of experience
in Data engineering and help firms in designing and executing solutions
for complex business problems involving large scale data warehousing,
real-time analytics and reporting solutions. Ability to translate business
questions and concerns into specific quantitative questions that can be
answered with available data using sound methodologies.
SkillsPython 3.x, R, SQLHadoop, Apache SparkHive, Pig, Kafka, Sqoop,
OozieTeradata, SnowflakeAmazon S3,EMR,LambdaGit, Jenkins, SplunkMS
OfficeMicrosoft Visual C#.NET
EducationThe University Of Texas At DallasRichardson,TXExpected in4
2020––Master of Science:Business Analytics-GPA:
Work HistoryAvanade-Data EngineerBangor,ME,04/2020-CurrentCombining data
from multiple source systems (Profile, Systematics, etc..) and multiple
platforms (Snowflake, OneLake, Hubs) and computing canonical gold-star
metrics “once and for all” to cut operational costs.Develop Spark jobs to
transform data and apply business transformation rules to load/process
data across enterprise and application specific layers.Experience in
building/operating/maintaining fault tolerant and scalable data processing
integrations using AWS.Configured S3 buckets with various life cycle
policies to archive the infrequently accessed data based on
requirement.Good working experience on submitting the Spark jobs which
shows the metrics of the data which is used for Data Quality
Checking.Working on building efficient data pipelines that transform high
volume data into a format used for analytical, fraud prevention and ML use
cases.Extensively used Splunk Search Processing Language (SPL) queries,
Reports, Alerts and Dashboards.Excellent knowledge of source control
management concepts such as Branching, Merging, Labeling/Tagging and
Integration, with tool like Git.Performing Data Quality checks like row
count, schema validation, Hash key validation for all data movement
between applications.Avanade-Data
EngineerBurlington,NC,08/2019-04/2020Responsible for designing and
developing various analytical solutions for gaining analytical insights
into large data sets by ingesting and transforming these datasets in the
Big Data environment using technologies like Spark, Sqoop, Oozie,
HIVE.Scheduling jobs to automate the process for regular executing jobs
worked on using Oozie.Developed Oozie workflow schedulers to run multiple
Hive and Pig jobs that run independently with time and data
availability.Familiar with data architecture including data ingestion
pipeline design, Hadoop information architecture, data modeling and data
mining,machine learning and advanced data processing.All the projects
which I have worked for are Open Source Projects and has been tracked
using JIRA.Parallel copying of files between various clusters using
Distcp, Kafka in Hadoop.Ascend Learning-Data Scientist
InternMemphis,TN,09/2018-12/2018Acquire, clean, integrate, analyze and
interpret disparate datasets using a variety of statistical data analysis
and data visualization methodologies, reporting and authoring findings
where appropriate.Developed Linear Mixed Effects Models for Boston Ed-fi
dataset to estimate the teacher contribution to the student test
scores.Random intercept model which utilized a pre-post-test design and
included fixed effects for student demographics and a growth model where
students were nested by time (random slope and intercept) and teacher was
tested.Generated various Clustering models for entire West Virginia
department of education and evaluated cluster’s performance.Verizon-Big
Data Engineer,,01/2014-07/2017Identify customer's digital analytical needs
and engage with customer and principal architects daily, understand the
business requirements for big data analytical solutions and break down
large scale requirements into detailed system specifications.Moving data
to HDFS framework using SQOOP from Teradata, SQL Server.Good working
experience on Hadoop tools related to Data warehousing like Hive, Pig and
also involved in extracting the data from these tools on to the cluster
using Sqoop.Solved performance issues in Hive with understanding of joins,
groups, bucketing, partitions and working on them using HiveQL.Deployed
programs written in PySpark to run Spark MLlib, for analytics and reduced
customers churn rate by 25%.
SkillsPython 3.x, R, SQLHadoop, Apache SparkHive, Pig, Kafka, Sqoop,
OozieTeradata, SnowflakeAmazon S3,EMR,LambdaGit, Jenkins, SplunkMS
OfficeMicrosoft Visual C#.NET
sentences:
- >-
One of our clients is looking for someone with a strong emphasis in
digital electronics microprocessor FPGA design, embedded software, and
Xilinx experience a plus.
Qualifications
Candidates may be using the following software:VivadoAltiumMATLAB
SimulinkMicro-Cap circuit simulationLTspiceDymolaCandidates must have a
Bachelors degree in Electrical Engineering and 6 or more years of
electronic circuit design experience.
- >-
Qualifications:Accounting degreeCPA license required4+ years
professional accounting experience, public accounting
preferredSupervisory experienceAbility to learn on the job quickly and
adapt to changesSelf-motivated, with the ability to work under limited
supervisionExperience in a client-facing role leading multiple
engagements
What you will do:Supervise and train 1-3 fund accountantsOnboard new
clients and implement preferred system platforms and processesDirect
workflow and coordination of work amongst team members to meet
deadlinesCultivate strong working relationships with client
contactsAsist in preparation and review of capital call, distribution,
LP communications, and other client deliverablesReviewing financial
statements including balance sheet, income statement, statement of
changes, cash flows, schedule of investments, and footnote disclosures
including financial highlightsAssist with preparing and reviewing
audited financials, footnotes, and supporting schedules and liaison with
auditorsCollaborate with Senior Manager to develop and implement best
practices
- >-
Who we are?For the past 20 years, we have powered many Digital
Experiences for the Fortune 500. Since 1999, we have grown from a few
people to more than 4000 team members across the globe that are engaged
in various Digital Modernization. For a brief 1 minute video about us,
you can check https:youtu.beuJWBWQZEA6o.Responsibilities:Evaluating
business processes, anticipating requirements, uncovering areas for
improvement, and developing and implementing solutions.Leading ongoing
reviews of business processes and developing optimization
strategies.Staying up-to-date on the latest process and IT advancements
to automate and modernize systems.Conducting meetings and presentations
to share ideas and findings.Performing requirements analysis.Documenting
and communicating the results of your efforts.Effectively communicating
your insights and plans to cross-functional team members and
management.Gathering critical information from meetings with various
stakeholders and producing useful reports.Working closely with clients,
technicians, and managerial staff.Providing leadership, training,
coaching, and guidance to junior staff.Allocating resources and
maintaining cost efficiency.Ensuring solutions meet business needs and
requirements.Performing user acceptance testing.Managing projects,
developing project plans, and monitoring performance.Updating,
implementing, and maintaining procedures.Prioritizing initiatives based
on business needs and requirements.Serving as a liaison between
stakeholders and users.Managing competing resources and
priorities.Monitoring deliverables and ensuring timely completion of
projects.Requirements:A bachelors degree in ITComputer Science or
related field or an MBA.10+ years of experience in business analysis or
a related field.Exceptional analytical and conceptual thinking
skills.The ability to influence stakeholders and work closely with them
to determine acceptable solutions.Advanced technical skills.Excellent
documentation skills.Fundamental analytical and conceptual thinking
skills.Experience creating detailed reports and giving
presentations.Competency in Microsoft applications including Word,
Excel, and Outlook.A track record of following through on
commitments.Excellent planning, organizational, and time management
skills.Experience leading and developing top-performing teams.A history
of leading and supporting successful projects.
- source_sentence: "Electrical EngineerElectrical Design Engineer with 2 years experience working on 14-bit imaging systems and motion control systems. \_Emphasis on design for test using boundary scan. \_Uniquely strong project management and programming skills due to 4 years of corporate IT work and management experience. \_Project lead on Senior Capstone judged\_Best Project by unanimous vote of industry and faculty, UCSB ECE 188 Senior Capstone, 2015.\nCore QualificationsDC/DC Power Supply DesignLow Noise Mixed Analog and Digital DomainCircuit Board Design LeadJTAG Boundary Scan with CorelisLTSpiceMentor Graphics DxDesigner/PADS FlowCadence Orcad/AllegroCadsoft Eagle Schematic Capture and Layout\nExperienceElectrical Design Engineer,05/2015-CurrentRockwell Automation, Inc.–Mequon,WI,Market segments for projects worked on:high volume commercial,maritime,security,mil-aeroTechnologies worked on:Video pipeline (DAC, ADC),Gimbal stabilization (three-axis gyro, three-axis accelerometer stabilization),Digital communication busses (I2C, SPI),Boundary scan testing with JTAG (Corelis ScanExpress),Uncooled infrared cameras,Cooled infrared camerasProducts worked on:FLIR Lepton,FLIR Muon,FLIR M400,FLIR M400XR,Undisclosed Mil-Aero Cooled productThings worked with recently:Boundary Scan Test Development in Corelis,\_DAC with op-amp buffering,Diff Amp to ADC design (with LTSpice simulation),Analog and digital power supplies,Schematic capture/symbol creation in DxDesigner and OrCAD,Board layout in PADS and AllegroElectrical Engineering Intern,05/2014-05/2015Dlr Group–Phoenix,AZ,Transitioned 4 PCBs on FLIR M400 from engineering to production, refined document control process, hosted several design reviews, independently selected components on new and sustaining assemblies, main interface between engineering and contract manufacturer on M400, established relationships vendors (TI, LT), established relationships with CMs, qualified power consumption by power rail on FLIR Muon over temperature, qualified FLIR Lepton and shuttered Lepton over temperature with varying supply voltages, participated in Corelis Boundary Scan training, updated JTAG tests in production when silicon revs change, designed test fixtures and test procedures, ESD certified.Wrote PHP based application for finding DigiKey Part numbers from manufacturer part numbers, calculate quantity to buy based on number of boards being built and price breaks (e.g. round-up to next price break if it's cheaper).Systems Engineer/Electrical Engineer (Academic),07/2014-05/2015Andritz–Novi,MI,Worked on inferno, a hands-free thermal imager for Firefighters.UCSB EE Capstone Project Sponsored by FLIR and based on the FLIR Lepton and Intel Edison, the Inferno is a joint product of an Electrical and Mechanical team at UCSB, winning Best Project for Electrical and recognized as Most Outstanding for Mechanical.Defined specifications for system, orientation of PCBs, electrical components, software packages, etc.Designed Lepton mounting board and created all footprints from scratch, as well as layout in CadSoft EAGLE.Designed the power delivery/LiPo charging system for both PCBsArchitected the software loop that grabbed frames, applied custom false color maps, and streamed video using MJPG Streamer.Rate/Systems Specialist,03/2009-06/2009St. Bernards Healthcare–Jonesboro,AR,In charge of writing reports that coalesced sales team rates quoted with rates billed for Classified Ad sales using SQL reporting tools. \_Discovered bug in classified ad export that saved paper ~$3000 per month.Business Applications Manager,04/2007-08/2008Select Staffing–City,STATE,Managed programming team of four working chiefly on financial reporting software.Created Helpdesk dashboard by querying Sharepoint SQL server; used to motivate helpdesk team to close open IT tickets.Helpdesk II,08/2005-04/2007Select Staffing–City,STATE,Tech support for 1400 colleagues. \_Won award for Outstanding Information Systems (IS) Operations.\nEducationBachelor of Science:Electrical Engineering,Expected in2015-University of California, Santa Barbara-Santa Barbara,CAGPA:Status-3.2GPARelevant Courses: Power Electronics,\_Intro to Computer Vision, Intro to Digital Image and Video Processing, Signal Analysis and Processing, Digital Design with VHDL and Synthesis, Probability and Stochastic Processes,\_Senior EE Capstone (inferno - Winner of Best Project)\nSkillsCircuit Board Design,\_DxDesigner, PADS Layout, Orcad, Cadence Allegro, Embedded Systems, Linux,\_Eagle PCB, Bash,\_C++, HTML/CSS/PHP/MYSQL, PHP, SQL, LTSpice, JTAG, Matlab, Switching Power Supply Design, Verilog, Linux, SQLite, ESP8266, Arduino, Raspberry Pi"
sentences:
- >-
A mid-sized telecom company is looking for a Sr Data Engineer to join
their Business Intelligence Insights team. This team is responsible for
all of the data migration, data clean up, data integration, and
warehousing for the company.
In this role, you will primarily be responsible for data migration and
clean up in existing platforms as well as newly or soon to be integrated
systems. It is necessary to be well versed in MS SQL, with the ability
to import data, manipulate data and put it back in, querying, and
building indexes. It is also crucial to be versed with SSIS to load and
validate dimensions and measures. Lastly, it will be important for this
person to have exposure and understanding of Salesforce - ability to
import data, query data, get data out of Salesforce, and use SOQL.
This position is currently slated as a 12-month contract, with
possibility to extend or convert to an FTE. This role is offering a pay
rate of $58-68hr. During the contract period, health benefits and a 401k
are offered by Insight Global. Priority is given to candidates sitting
in Boston, Colorado, or Long Island, however the role is fully remote.
If you're interested, please apply today!
Must-Haves*7 years of Data Engineering experience*5+ years of experience
with MS SQL or SOQL*Experience with ETL tools, specifically
SSIS*Familiarity and understanding of Salesforce if not SOQL
PlusesOracle or PostgreSQL experienceTalend, Matillion, or similar tool
- >-
Backed by a leading growth equity firm, an LA based CPGFood & Bev
company is looking for a strong accounting professional who is motivated
to join a dynamic, high-growth company. You will be a key contributor to
a small Finance & Accounting team and will report directly to the
Controller. As they continue to grow, there will be opportunities for
learning and exposure to various key accounting areas.
Responsibilities: Assist with annual audit and SOX compliance activities
Collaborate with Finance Team on month close AP Assist with AR Prepare
weekly bank reconciliation Inventory accounting activities Reconcile
intercompany balances and review transactions Prepare Unrealized and
Realized FX gain and loss analysis Create journal entries for month-end
close and year-end close Prepare consolidated financial statements
Prepare Monthly Flux Analysis Review, investigate, and correct errors in
financial entries, documents, and reports Balance Sheet Reconciliations
Develop and maintain internal controls and accounting policies and
procedures.
Requirements: Bachelors degree in accounting 5 years of accounting
experience (CPG industry with inventory preferred) OR 2+ years of audit
experience (with inventory) Experience in creating policies and
procedures is a plus Experience in a high growth and fast-paced
environment Intermediate to advanced Excel
Compensation: Base + bonus + equity 95% of the employee health care cost
401k Dog friendly office
Due to the high volume of applications we receive, we are unable to
respond to every submission.
- >
Company Overview
DocuSign helps organizations connect and automate how they agree. Our
flagship product, eSignature, is the worlds #1 way to sign
electronically on practically any device, from virtually anywhere, at
any time. Today, more than a million customers and a billion users in
over 180 countries use DocuSign to accelerate the process of doing
business and simplify peoples lives.
What you'll do
Our Engineering and Tech Operations team builds and operates complex
solutions for global business challenges that cross cultures, legal
jurisdictions, and impacts millions of people and businesses every day.
We hire people with a broad set of skills and people who want to work on
creating never-been-done-before solutions at scale while ensuring
world-class reliability and security. Our Agreement Cloud is a
revolutionary solution that changes the way people live, work, and come
to agreement.
DocuSign is looking for Senior Software Engineers to join the reporting
team. This team is currently working on transitioning customer-facing
reports to a modern highly-scalable cloud data platform. This position
will demand critical thinking skills, ability to quickly understand
existing systems and the ability to work in agile environments. The
ability to take smart and educated risks is essential to the success of
this position. If you have all that and a passion for building quality
experiences to make it easier for customers to manage their users of
DocuSign, then we want to talk to you
This position is an individual contributor role reporting to the Senior
Manager of Engineering.
Responsibility
Think about how to solve problems at scale and build fault tolerant
systems using micro service architectureDevelop testable, high-quality,
and ship-ready code with ample test coverageWork with Product Management
and other developers to understand and translate engineering
requirements into design requirements and provide estimatesWork as part
of a cross-site development team to drive design implementation, testing
and release of products
Job Designation
Hybrid: Employee divides their time between in-office and remote work.
Access to an office location is required. (Frequency: Minimum 2 days per
week; may vary by team but will be weekly in-office expectation)
Positions at DocuSign are assigned a job designation of either In
Office, Hybrid or Remote and are specific to the rolejob. Preferred job
designations are not guaranteed when changing positions within DocuSign.
DocuSign reserves the right to change a position's job designation
depending on business needs and as permitted by local law.
What you bring
Basic
8+ years software development experience in one or more object oriented
programming languages, such as C#, Java, C++3+ years of experience with
large scale data systems, such as Cassandra, Elasticsearch and Presto or
equivalent3+ years of experience with large scale distributed data
processing frameworks such as Apache Spark2+ years of experience with
cloud environments (Azure, AWS)BS degree in Computer Science or relevant
field of studyMust be located in Chicago, Seattle or the Bay area or
willing to relocate
Preferred
Knowledge and experience in high scale, highly available (99.99+)
systemsExperience with Microsoft technology stack (.NET, C#, SQL Server,
etc.)Experience with SaaSExperience with large scale data processing in
cloud environmentsExperience with agile and test-driven development
methodologiesA passion to learn new software technologiesMS in Computer
Science or relevant field of study
Wage Transparency
Based on applicable legislation, the below details pay ranges in the
following locations:
California: $146,800 - $235,025 base salary
Illinois and Colorado: $139,800 - $197,400 base salary
Washington and New York (including NYC metro area): $139,800 - $207,325
base salary
This role is also eligible for bonus, equity and benefits.
Life at DocuSign
Working here
DocuSign is committed to building trust and making the world more
agreeable for our employees, customers and the communities in which we
live and work. You can count on us to listen, be honest, and try our
best to do whats right, every day. At DocuSign, everything is equal.
We each have a responsibility to ensure every team member has an equal
opportunity to succeed, to be heard, to exchange ideas openly, to build
lasting relationships, and to do the work of their life. Best of all,
you will be able to feel deep pride in the work you do, because your
contribution helps us make the world better than we found it. And for
that, youll be loved by us, our customers, and the world in which we
live.
Accommodation
DocuSign provides reasonable accommodations for qualified individuals
with disabilities in job application procedures. If you need such an
accommodation, including if you need accommodation to properly utilize
our online system, you may contact us at accommodations@docusign.com.
If you experience any technical difficulties or issues during the
application process, or with our interview tools, please reach out to us
at taops@docusign.com for assistance.
Applicant and Candidate Privacy Notice
States Not Eligible for Employment
This position is not eligible for employment in the following states:
Alaska, Hawaii, Maine, Mississippi, North Dakota, South Dakota, Vermont,
West Virginia and Wyoming.
- source_sentence: >-
Professional SummaryArdent and intelligent software engineer capable of
providing sterling service using my technical prowess, hard working nature
and interpersonal skills.
SkillsJava, C, C++, XML, HTML, CSS, JavaScript, Spring MVC, RESTful Web
Services, J2EE-JSP, Servlet, JDBC, SQL - MySQL, Oracle, SQL Server,
Hadoop-MapReduce, Hive. · MATLAB-programming and Modeling, Neural Network
Regression Tool, Genetic Programming GPTIPS Tool.Proficient in developing
Machine Learning Algorithms viz. Neural Network, Genetic Algorithms,
Genetic Programming, Swarm intelligence based algorithms. · Microsoft
Excel Functions, Regression Tool Box and VBA for Data cleansing,
normalizing and scaling . · VLSI Chip Designing using CADENCE Tool. ·
Windows, Linux, Unix. · Eclipse, MS Office, Latex, Visual Studio
Work History12/2015toPresentSoftware DeveloperRapid Global Business
Solutions, Inc–,,Client: State Teachers Retirement System,
Ohio.Technologies Used: Java, Spring and Hibernate Frameworks, GWT
Framework, RESTful Web Services, XML, JSON, JDBC, JSP, HTML, CSS, Oracle,
PL/SQL.08/2013to08/2014Graduate Teaching AssistantPurdue University–,,for
the courses: Objected Oriented Programming and Data Structures, Network
Security, Data Driven Websites, Engineering Calculus, Unix and C.Grader
for the.
EducationExpected inAugust, 2015totoM.S:Computer Science and
EngineeringUniversity of Toledo-,GPA:Computer Science and Engineering GPA:
3.83 / 4.0Expected in2013totoB. E:Electrical and Electronics
EngineeringAnna University-,GPA:Electrical and Electronics Engineering
GPA: 8.32 / 10.0
SkillsC++, Calculus, Eclipse, XML, Java, JSP, JavaScript, JDBC, JSON,
Linux, Machine Learning, Math, MATLAB, MySQL, Network Security, Oracle,
PL/SQL, scaling, SQL, SQL Server, Unix and C, Unix, VBA, Visual Studio
sentences:
- >
Novi Labs delivers world-class Oil & Gas forecasts via an end-to-end
platform that leverages machine learning and data science. Join our
talented technical team to help us improve and expand our products and
further solidify our market-leading position.
Benefits of Working at Novi Labs
Small, talented teamHighly collaborative work environment High autonomy
with true project ownershipSmall company with visibility into company
decisions and prioritiesEasy line-of-sight to how your contributions
directly benefit customers
Role
We are looking for a seasoned data engineer that has a passion for sound
design and engineering practices and is adept at making reasoned
short-term vs long-term trade-offs. In this role you will be leading the
buildout of our next generation data and machine learning platform,
while helping to support and transition from our current systems. This
is a key role on a small team. To be successful, It will be important
that you feel comfortable driving projects on your own, but also enjoy
brainstorming and collaboration.
What youll do here
After joining Novi, you'll collaborate hand in hand with our team of
data scientists and ETL specialists. Together, we're charting a course
towards establishing an innovative greenfield platform that will unlock
the power of machine-learning powered analytics products.
As a key member of our team, you'll play a pivotal role in cultivating a
culture of engineering excellence. Your responsibilities will encompass
the establishment of standards and the integration of emerging
technologies to uphold the zenith of software engineering practices in
Python. Your expertise will contribute to the improvement of our
existing analytics platform, encompassing the implementation of novel
functionalities and the enhancement of both the scalability and
reliability of our data transformation and storage. This will be
achieved through precise profiling and optimization techniques, coupled
with the strategic design of cloud computing solutions.
If you're driven by the prospect of making a profound impact within a
collaborative and forward-thinking environment, we invite you to join us
at Novi. Together, we'll continue to elevate the benchmark of
data-driven solutions while nurturing your professional growth and
development.
Required Skills & Experience
Minimum of 5 years of experience building robust and scalable data
pipelinesStrong foundation in software engineering principles in
PythonKnowledge of the PyData stack (e.g. pandas) that goes deeper than
the APIsExperience handling, storing and linking multi-modal data
typesExperience with the full software development lifecycle (git, CI,
Docker, test, etc.)Strong database knowledge (SQL & NoSQL)Strong cloud
architecture skills - AWS preferred
Desired Skills & Experience
Interest in data science or previous experience working on a data
science teamExperience working with GIS dataPrevious work on an agile
teamExperience working for a start-up or small company
Cultural Fit
At Novi, the culture fit is as important as the technical fit. Our team
will be a great fit for you if you:
Have a positive attitude and a growth mindsetEnjoy working on small,
highly collaborative teamsAre self-motivated to improve your technical
capacitiesInfluence without authority via well-reasoned ideas and clear
communicationAre comfortable working cross-functionally to deliver
customer impactEnjoy team and company successes as much as your ownTake
ownership of deliverables with strong attention to detailAre happy to
task switch when necessary to help teams succeedEnjoy knowing whats
happening across the entire company
More About Novi
Professional work environment with a clear understanding of worklife
balanceFlexible Leave PolicyHeathDentalVision Insurance401K
- >-
Allergan Data Labs is on a mission to transform the Allergan Aesthetics
beauty business at AbbVie, one of the largest pharmaceutical companies
in the world. Our iconic brands include BOTOX Cosmetic, CoolSculpting,
JUVDERM and more.
Allergan Data Labs is on a mission to transform the Allergan Aesthetics
beauty business at Abbvie, one of the largest pharmaceutical companies
in the world. Allergan Aesthetics brands include Botox, CoolSculpting,
Juvderm and many more. The medical aesthetics business is ripe for
disruption and we're building a high performing Data Science and
Engineering team to do just that.
Our team has successfully launched a new and innovative technology
platform, All, which serves millions of consumers, tens of thousands of
aesthetics providers, and thousands of colleagues throughout the US.
Since its launch in November 2020, All has delivered curated promotions,
personalized experiences, and millions of consumers use it as part of
their beauty journey.
We're looking for a Senior Data Engineer interested in working within a
startup-oriented environment while having the backing of a very large
company. If that's you, please read on.
You Will
Work with cross functional partners - Data Scientists, Engineers,
Product Managers to understand and deliver data needs.Champion code
quality, reusability, scalability, security and help make strategic
architecture decisions with the lead engineerDesign, build and launch
extremely efficient and reliable data pipelines to move data across a
number of platforms including Data Warehouse, online caches and
real-time systems.Build product-focused datasets and scalable,
fault-tolerant pipelines.Build data quality checks, data anomaly
detection, and optimize pipelines for ideal compute and storage.Develop
APIs and Microservices to expose and integrate data products with
software systems
Required Experience & Skills
5+ years of experience as a Data Engineer writing code to extract,
ingest, process and store data within SQL, NoSQL and MPP databases like
SnowflakeStrong development experience with Python (or
ScalaJava)Experience with complex SQL, batch and streaming pipelines
with Apache Spark framework.Knowledge of relational and dimensional data
modelingExperience with data quality checks, data validation and data
anomaly detection.Experience with workflow management engines like
AirflowExperience with Git, CICD pipelines, Docker, KubernetesExperience
with architecting solutions on AWS or similar public clouds.Experience
with Microservices and Event Driven Architecture
Additional Desired Competencies
Experience with offline and online feature engineering solutions for
Machine LearningPrevious domain knowledge in the digital
marketingExperience with API development to expose data
productsExperience with building Data and ML platforminfrastructure
Perks
Competitive salary.Competitive annual bonus targets.401k with
dollar-for-dollar match, up to 6% of eligible earnings (base, bonus).
Plus, additional company contribution.RSU grants (Long Term Incentives)
for approved roles.Comprehensive medical, dental, vision and life
insurance.17 paid holidays per year, including 3 floating
holidays.Annual Paid Time Off (PTO), with separate sick daysGenerous
discounts on SkinMedica skin care products.Discounted aesthetic
treatment days multiple times a year.$600 worth of Alle benefits each
year to use towards aesthetic treatments and products.Eligible for
donation matching to over 1.5 million nonprofit organizations.
Applicable only to applicants applying to a position in any location
with pay disclosure requirements under state or local law:
The compensation range described below is the range of possible base pay
compensation that the Company believes in good faith it will pay for
this role at the time of this posting based on the job grade for this
position. Individual compensation paid within this range will depend on
many factors including geographic location, and we may ultimately pay
more or less than the posted range. This range may be modified in the
future.We offer a comprehensive package of benefits including paid time
off. (vacation, holidays, sick), medicaldentalvision insurance and
401(k) to eligible employees.This job is eligible to participate in our
short-term incentive programs.This job is eligible to participate in our
long-term incentive programs.
Note: No amount of pay is considered to be wages or compensation until
such amount is earned, vested and determinable. The amount and
availability of any bonus, commission, incentive, benefits, or any other
form of compensation and benefits that are allocable to a particular
employee remains in the Company's sole and absolute discretion unless
and until paid and may be modified at the Company's sole and absolute
discretion, consistent with applicable law.
Compensation Range (Minimum - Maximum)
$109,500$208,000 USD
Core Values
Be Humble: You're smart yet always interested in learning from
others.Work Transparently: You always deal in an honest, direct and
transparent way.Take Ownership: You embrace responsibility and find joy
in having the answers.Learn More: Through blog posts, newsletters,
podcasts, video tutorials and meetups you regularly self educate and
improve your skill set.Show Gratitude: You show appreciation and return
kindness to those you work with.
Perks For Our Full Time Employees
Competitive salary.Competitive annual bonus targets.401k with dollar for
dollar match, up to 6% of eligible earnings (base, bonus). Plus
additional company contribution.RSU grants (Long Term Incentives) for
approved roles.Comprehensive medical, dental, vision and life
insurance.17 paid holidays per year, including 3 floating
holidays.Annual Paid Time Off (PTO), with separate sick days12 weeks
paid Parental LeaveCaregiver LeaveAdoption and Surrogacy Assistance
PlanFlexible workplace accommodations.We celebrate our wins with
opportunities to attend Lakers, Knicks, Anaheim Ducks, Anaheim Angels
and NY Rangers games.Opportunities to attend concerts, festivals and
other live entertainment events in recognition of delivering great
work.Tuition reimbursement.Attend a tech or marketing conference of your
choice each year.A MacBook Pro and accompanying hardware to do great
work.A modern productivity toolset to get work done: Slack, Miro, Loom,
Lucid, Google Docs, Atlassian and more.Generous discounts on SkinMedica
skin care products.Discounted aesthetic treatment days multiple times a
year.$600 worth of Alle benefits each year to use towards aesthetic
treatments and products.Eligible for donation matching to over 1.5
million nonprofit organizations.Attend AWS Re:Invent in person (Las
Vegas) or virtually each year (for certain roles)
- >-
Who we are:Founded in 2017, Gatik is the leader in autonomous middle
mile logistics. We deliver goods safely and efficiently using medium
duty trucks with a focus on short-haul, B2B logistics for Fortune 500
customers such as Walmart and Loblaw. Gatik enables our customers to
optimize their hub-and-spoke operations, enhance service levels and
product flow across multiple locations while reducing labor costs and
meeting an unprecedented expectation for faster deliveries.
About the role:We are seeking passionate Staff Software Engineers, who
have strong fundamentals in software development practices and are
experts in C++ language in production-oriented environment. The ideal
candidate is a highly experienced C++ developer with a passion for
enabling the world's first safe, reliable & efficient network of
autonomous vehicles. You will partner with the research and software
engineers to design, develop, test and validate AV features for our
autonomous fleet.
This role will be onsite 4 days a week at our Mountain View office!
What you'll do:Design, implement, integrate, and support real-time
mission-critical software for the Gatiks autonomy stackWork with the
research engineers to develop maintainable, testable and robust software
designsArchitect and implement solutions to complex issues between
components partitioned across the large software stackBe at the
forefront of guiding & ensuring best SDLC practices while contributing
to improving the safety in the core autonomy stackCollaborate with the
Infrastructure and DevOps teams for efficient, secure and scalable
software delivery to a network of Gatiks autonomous fleetGuide and
mentor autonomy researchers and algorithm developers to make sure their
components are running efficiently and with optimal compute and memory
usageReview and refine technical requirements and translate them into
high-level design & plans to support the development of safe AV
technologyConduct code and design reviews and advise on technical
mattersWhat we're looking for:Bachelor's Degree in Computer Science,
Robotics or in a related degreeMaster's or PhD degree preferred7+ years
relevant industry work experience in a production environmentExpert
software developer in C++ and build systems (Conan, Cmake,
Bazel)Experience using software project management software (Jira,
Confluence, etc.)Proven system integration and software architecture
skillsStrong background in linernon-liner optimization, linear algebra
or statisticsExperience with building frameworkssoftware infrastructure
for large scale projects
More about Gatik:With headquarters in Mountain View, CA and offices in
Canada, Texas, Louisiana and Arkansas, Gatik is establishing new
standards of success for the autonomous trucking industry every day.
Visit us at Gatik for more company information and Jobs @ Gatik for more
open roles.
Gatik News:The 10 most innovative companies in transportation of
2023Americas Best Startup Employers of 2023 by ForbesAmericas Best
Startup Employers of 2022 by ForbesGatik been named as a 2023
FreightTech 25 winner!Gatik named a TIME Best Invention of 2022Apeksha
Kumavat recognized on the Inc. 2022 Female Founders 100 ListGatiks
Gautam Narang on the importance of knowing your customerGatik CEO Gautam
Narang was Named Among the Most Exceptional Entrepreneurs of 2022 by
Goldman Sachs
Taking care of our team:At Gatik, we connect people of extraordinary
talent and experience to an opportunity to create a more resilient
supply chain and contribute to our environments sustainability. We are
diverse in our backgrounds and perspectives yet united by a bold vision
and shared commitment to our values. Our culture emphasizes the
importance of collaboration, respect and agility. We at Gatik strive to
create a diverse and inclusive environment where everyone feels they
have opportunities to succeed and grow because we know that together we
can do great things. We are committed to an inclusive and diverse team.
We do not discriminate based on race, color, ethnicity, ancestry,
national origin, religion, sex, gender, gender identity, gender
expression, sexual orientation, age, disability, veteran status, genetic
information, marital status or any legally protected status.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
- pearson_cosine
- spearman_cosine
- cosine_accuracy
- cosine_accuracy_threshold
- cosine_f1
- cosine_f1_threshold
- cosine_precision
- cosine_recall
- cosine_ap
- cosine_mcc
model-index:
- name: SentenceTransformer based on BAAI/bge-base-en-v1.5
results:
- task:
type: semantic-similarity
name: Semantic Similarity
dataset:
name: resume job valid
type: resume-job-valid
metrics:
- type: pearson_cosine
value: 0.45716459082321054
name: Pearson Cosine
- type: spearman_cosine
value: 0.46238495571283567
name: Spearman Cosine
- task:
type: binary-classification
name: Binary Classification
dataset:
name: resume job valid
type: resume-job-valid
metrics:
- type: cosine_accuracy
value: 0.7110352673492605
name: Cosine Accuracy
- type: cosine_accuracy_threshold
value: 0.1468973457813263
name: Cosine Accuracy Threshold
- type: cosine_f1
value: 0.7669724770642202
name: Cosine F1
- type: cosine_f1_threshold
value: 0.1085827499628067
name: Cosine F1 Threshold
- type: cosine_precision
value: 0.6541471048513302
name: Cosine Precision
- type: cosine_recall
value: 0.926829268292683
name: Cosine Recall
- type: cosine_ap
value: 0.7401225117472812
name: Cosine Ap
- type: cosine_mcc
value: 0.46051087924414835
name: Cosine Mcc
SentenceTransformer based on BAAI/bge-base-en-v1.5
This is a sentence-transformers model finetuned from BAAI/bge-base-en-v1.5. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for retrieval.
Model Details
Model Description
- Model Type: Sentence Transformer
- Base model: BAAI/bge-base-en-v1.5
- Maximum Sequence Length: 512 tokens
- Output Dimensionality: 768 dimensions
- Similarity Function: Cosine Similarity
- Supported Modality: Text
Model Sources
- Documentation: Sentence Transformers Documentation
- Repository: Sentence Transformers on GitHub
- Hugging Face: Sentence Transformers on Hugging Face
Full Model Architecture
SentenceTransformer(
(0): Transformer({'transformer_task': 'feature-extraction', 'modality_config': {'text': {'method': 'forward', 'method_output_name': 'last_hidden_state'}}, 'module_output_name': 'token_embeddings', 'architecture': 'BertModel'})
(1): Pooling({'embedding_dimension': 768, 'pooling_mode': 'cls', 'include_prompt': True})
(2): Normalize({})
)
Usage
Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
pip install -U sentence-transformers
Then you can load this model and run inference.
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
'Professional SummaryArdent and intelligent software engineer capable of providing sterling service using my technical prowess, hard working nature and interpersonal skills.\nSkillsJava, C, C++, XML, HTML, CSS, JavaScript, Spring MVC, RESTful Web Services, J2EE-JSP, Servlet, JDBC, SQL - MySQL, Oracle, SQL Server, Hadoop-MapReduce, Hive. · MATLAB-programming and Modeling, Neural Network Regression Tool, Genetic Programming GPTIPS Tool.Proficient in developing Machine Learning Algorithms viz. Neural Network, Genetic Algorithms, Genetic Programming, Swarm intelligence based algorithms. · Microsoft Excel Functions, Regression Tool Box and VBA for Data cleansing, normalizing and scaling . · VLSI Chip Designing using CADENCE Tool. · Windows, Linux, Unix. · Eclipse, MS Office, Latex, Visual Studio\nWork History12/2015toPresentSoftware DeveloperRapid Global Business Solutions, Inc–,,Client: State Teachers Retirement System, Ohio.Technologies Used: Java, Spring and Hibernate Frameworks, GWT Framework, RESTful Web Services, XML, JSON, JDBC, JSP, HTML, CSS, Oracle, PL/SQL.08/2013to08/2014Graduate Teaching AssistantPurdue University–,,for the courses: Objected Oriented Programming and Data Structures, Network Security, Data Driven Websites, Engineering Calculus, Unix and C.Grader for the.\nEducationExpected inAugust, 2015totoM.S:Computer Science and EngineeringUniversity of Toledo-,GPA:Computer Science and Engineering GPA: 3.83 / 4.0Expected in2013totoB. E:Electrical and Electronics EngineeringAnna University-,GPA:Electrical and Electronics Engineering GPA: 8.32 / 10.0\nSkillsC++, Calculus, Eclipse, XML, Java, JSP, JavaScript, JDBC, JSON, Linux, Machine Learning, Math, MATLAB, MySQL, Network Security, Oracle, PL/SQL, scaling, SQL, SQL Server, Unix and C, Unix, VBA, Visual Studio',
"Who we are:Founded in 2017, Gatik is the leader in autonomous middle mile logistics. We deliver goods safely and efficiently using medium duty trucks with a focus on short-haul, B2B logistics for Fortune 500 customers such as Walmart and Loblaw. Gatik enables our customers to optimize their hub-and-spoke operations, enhance service levels and product flow across multiple locations while reducing labor costs and meeting an unprecedented expectation for faster deliveries.\nAbout the role:We are seeking passionate Staff Software Engineers, who have strong fundamentals in software development practices and are experts in C++ language in production-oriented environment. The ideal candidate is a highly experienced C++ developer with a passion for enabling the world's first safe, reliable & efficient network of autonomous vehicles. You will partner with the research and software engineers to design, develop, test and validate AV features for our autonomous fleet.\nThis role will be onsite 4 days a week at our Mountain View office!\nWhat you'll do:Design, implement, integrate, and support real-time mission-critical software for the Gatiks autonomy stackWork with the research engineers to develop maintainable, testable and robust software designsArchitect and implement solutions to complex issues between components partitioned across the large software stackBe at the forefront of guiding & ensuring best SDLC practices while contributing to improving the safety in the core autonomy stackCollaborate with the Infrastructure and DevOps teams for efficient, secure and scalable software delivery to a network of Gatiks autonomous fleetGuide and mentor autonomy researchers and algorithm developers to make sure their components are running efficiently and with optimal compute and memory usageReview and refine technical requirements and translate them into high-level design & plans to support the development of safe AV technologyConduct code and design reviews and advise on technical mattersWhat we're looking for:Bachelor's Degree in Computer Science, Robotics or in a related degreeMaster's or PhD degree preferred7+ years relevant industry work experience in a production environmentExpert software developer in C++ and build systems (Conan, Cmake, Bazel)Experience using software project management software (Jira, Confluence, etc.)Proven system integration and software architecture skillsStrong background in linernon-liner optimization, linear algebra or statisticsExperience with building frameworkssoftware infrastructure for large scale projects\nMore about Gatik:With headquarters in Mountain View, CA and offices in Canada, Texas, Louisiana and Arkansas, Gatik is establishing new standards of success for the autonomous trucking industry every day. Visit us at Gatik for more company information and Jobs @ Gatik for more open roles.\nGatik News:The 10 most innovative companies in transportation of 2023Americas Best Startup Employers of 2023 by ForbesAmericas Best Startup Employers of 2022 by ForbesGatik been named as a 2023 FreightTech 25 winner!Gatik named a TIME Best Invention of 2022Apeksha Kumavat recognized on the Inc. 2022 Female Founders 100 ListGatiks Gautam Narang on the importance of knowing your customerGatik CEO Gautam Narang was Named Among the Most Exceptional Entrepreneurs of 2022 by Goldman Sachs\nTaking care of our team:At Gatik, we connect people of extraordinary talent and experience to an opportunity to create a more resilient supply chain and contribute to our environments sustainability. We are diverse in our backgrounds and perspectives yet united by a bold vision and shared commitment to our values. Our culture emphasizes the importance of collaboration, respect and agility. We at Gatik strive to create a diverse and inclusive environment where everyone feels they have opportunities to succeed and grow because we know that together we can do great things. We are committed to an inclusive and diverse team. We do not discriminate based on race, color, ethnicity, ancestry, national origin, religion, sex, gender, gender identity, gender expression, sexual orientation, age, disability, veteran status, genetic information, marital status or any legally protected status.",
"Novi Labs delivers world-class Oil & Gas forecasts via an end-to-end platform that leverages machine learning and data science. Join our talented technical team to help us improve and expand our products and further solidify our market-leading position. \n\nBenefits of Working at Novi Labs\nSmall, talented teamHighly collaborative work environment High autonomy with true project ownershipSmall company with visibility into company decisions and prioritiesEasy line-of-sight to how your contributions directly benefit customers\n\nRole\nWe are looking for a seasoned data engineer that has a passion for sound design and engineering practices and is adept at making reasoned short-term vs long-term trade-offs. In this role you will be leading the buildout of our next generation data and machine learning platform, while helping to support and transition from our current systems. This is a key role on a small team. To be successful, It will be important that you feel comfortable driving projects on your own, but also enjoy brainstorming and collaboration. \nWhat youll do here\nAfter joining Novi, you'll collaborate hand in hand with our team of data scientists and ETL specialists. Together, we're charting a course towards establishing an innovative greenfield platform that will unlock the power of machine-learning powered analytics products.\nAs a key member of our team, you'll play a pivotal role in cultivating a culture of engineering excellence. Your responsibilities will encompass the establishment of standards and the integration of emerging technologies to uphold the zenith of software engineering practices in Python. Your expertise will contribute to the improvement of our existing analytics platform, encompassing the implementation of novel functionalities and the enhancement of both the scalability and reliability of our data transformation and storage. This will be achieved through precise profiling and optimization techniques, coupled with the strategic design of cloud computing solutions.\nIf you're driven by the prospect of making a profound impact within a collaborative and forward-thinking environment, we invite you to join us at Novi. Together, we'll continue to elevate the benchmark of data-driven solutions while nurturing your professional growth and development.\nRequired Skills & Experience\nMinimum of 5 years of experience building robust and scalable data pipelinesStrong foundation in software engineering principles in PythonKnowledge of the PyData stack (e.g. pandas) that goes deeper than the APIsExperience handling, storing and linking multi-modal data typesExperience with the full software development lifecycle (git, CI, Docker, test, etc.)Strong database knowledge (SQL & NoSQL)Strong cloud architecture skills - AWS preferred\n\nDesired Skills & Experience\nInterest in data science or previous experience working on a data science teamExperience working with GIS dataPrevious work on an agile teamExperience working for a start-up or small company\n\n\n\nCultural Fit\nAt Novi, the culture fit is as important as the technical fit. Our team will be a great fit for you if you:\nHave a positive attitude and a growth mindsetEnjoy working on small, highly collaborative teamsAre self-motivated to improve your technical capacitiesInfluence without authority via well-reasoned ideas and clear communicationAre comfortable working cross-functionally to deliver customer impactEnjoy team and company successes as much as your ownTake ownership of deliverables with strong attention to detailAre happy to task switch when necessary to help teams succeedEnjoy knowing whats happening across the entire company\n\nMore About Novi\nProfessional work environment with a clear understanding of worklife balanceFlexible Leave PolicyHeathDentalVision Insurance401K\n",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.3184, 0.1082],
# [0.3184, 1.0000, 0.2123],
# [0.1082, 0.2123, 1.0000]])
Evaluation
Metrics
Semantic Similarity
- Dataset:
resume-job-valid - Evaluated with
EmbeddingSimilarityEvaluator
| Metric | Value |
|---|---|
| pearson_cosine | 0.4572 |
| spearman_cosine | 0.4624 |
Binary Classification
- Dataset:
resume-job-valid - Evaluated with
BinaryClassificationEvaluator
| Metric | Value |
|---|---|
| cosine_accuracy | 0.711 |
| cosine_accuracy_threshold | 0.1469 |
| cosine_f1 | 0.767 |
| cosine_f1_threshold | 0.1086 |
| cosine_precision | 0.6541 |
| cosine_recall | 0.9268 |
| cosine_ap | 0.7401 |
| cosine_mcc | 0.4605 |
Training Details
Training Dataset
Unnamed Dataset
- Size: 6,241 training samples
- Columns:
sentence1,sentence2, andscore - Approximate statistics based on the first 100 samples:
sentence1 sentence2 score type string string float modality text text details - min: 209 tokens
- mean: 504.92 tokens
- max: 512 tokens
- min: 55 tokens
- mean: 385.64 tokens
- max: 512 tokens
- min: 0.0
- mean: 0.0
- max: 0.0
- Samples:
sentence1 sentence2 score SummaryHighly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales, improving buying experience and elevating company profile with target market.
Highlights-Soft Skills: Public Speaking, Public Relations, Team Building, Project Management, Procedure writing, Staff Supervision and Management, Ability to interface with professionals on all levels. Accomplishments, Honors, and Activities -Board of Directors Member for the Food Bank of Corpus Christi from November 2010 to April 2013. -Held Life Insurance License -Basketball Official (Referee) High School Varsity Level.
ExperienceAccountant,08/2014-05/2015Aspirus–Owen,WI,Perform daily and routine accounting functions for two main companies and five small royalty companies. Responsibilities include but are not limited to the following: Accounts Payable, Accounts Receivable, Manage and reconcile funds for multiple banks accounts, Payroll, Perfo...Net2Source Inc. is an award-winning total workforce solutions company recognized by Staffing Industry Analysts for our accelerated growth of 300% in the last 3 years with over 5500+ employees globally, with over 30+ locations in the US and global operations in 32 countries. We believe in providing staffing solutions to address the current talent gap Right Talent Right Time Right Place Right Price and acting as a Career Coach to our consultants.
Role: Basel Business AnalystLocation: Washington, D.C.Work Mode: HybridHire Type: 6+ Month Contract (extendable)
JD: Role Specific Experience: 6+ years of relevant technical and business work experience The Candidates who have worked on Basel related projects in Credit risks or at least are aware of credit risk. Banking & Financial domain experience, along with knowledge of risk management, familiarity with concepts of finance and accounting Proficiency in MS Excel Experience in defining and implementing technology solutions for a major...0.0Professional SummaryCurrently working with Caterpillar as an contract employee Active in several NPI and CPI projects Provide technical for CAT facilities worldwide 24-hours a day Willing to travel to meet job requirements Familiar with Power Distribution Systems, NETA, NFPA 70E, and OHSA electrical standards Graduating in December 2014 with a Master's Degree in Industrial Management Excellent communication and interpersonal skills
SkillsGuest servicesInventory control proceduresMerchandising expertiseLoss preventionCash register operationsProduct promotions
Work History08/2012toCurrentFacilities Software Coordinator|City,STATE,Responsible for managing software across all products in Decatur IL, Joliet IL, and North Little Rock AR On-call 24 hours a day to provide support to field reps, assembly workers, and line supervisors around the world including India, Russia, China, and Brazil Traveled to various locations within the company including Russia, Mossville IL, East Peoria IL, and No...At Salas OBrien we tell our clients that were engineered for impact. This passion for making a difference applies just as much to our team as it does to our projects. Thats why were committed to living our values every day: inspiring, achieving, and connecting as shared owners of our success with a focus on a sustainable future.
Building for the long-term means that all of our team members can expect to work on amazing projects with a people-first approach to problem solving. It also means that each member of our team has truly limitless potential to build a unique, meaningful, and high-impact careerand theyll receive great total rewards along the way.
About Us
Founded in 1975, Salas OBrien is an employee-owned engineering and professional services firm focused on achieving impact for our clients, our team, and the world. We know that tomorrows requirements are todays opportunities, and we are here to design lasting solutions for pressing challenges.
We work across a variety of industr...0.0SummaryI started my construction career in June of 2017 in Jacksonville, Florida as an Electrical Apprentice working full time and attending the Jacksonville Electrical Training Alliance. this experience provided invaluable insight into electrical systems work and the related theory. Knowledgeable leader with record of accomplishment on diverse construction projects. Translates directives of architects, constructions managers and clients into actionable on-site directives to consistently meet project demands. Expert in tackling problems head-on and maintaining strict standards. Hardworking and reliable electrician apprentice with strong ability in electrical knowledge and mechanical. Offering leadership, reliability and accuracy. Highly organized, proactive and punctual with team-oriented mentality.
SkillsDiagnostics and troubleshootingOSHA requirementsElectrical codes familiaritySafety awarenessPower and hand tool operationSchematics and blueprintsLift up to 20,000 poundsElectrical di...Schweitzer Engineering Laboratories (SEL) Infrastructure Defense Division seeks a talented individual for a cybersecurity focused (Lead) Software Engineer position. The work we perform is some of the most fascinating, challenging, and rewarding that can be found in the power engineering community.
Lead a team, conducting white and black box testing of devices and software for security flaws and vulnerabilities. Identify areas of concern and recommendations for an improved cybersecurity stance. Will require staying up to date and training others about current security vulnerabilities and mitigation processes.
Note: United States Citizenship is required. As a Lead Software Engineer, a typical day might include the following: Lead the specification, design, implementation, and test of firmwaresoftware systems.Understand hardware and software interactions, and collaborate with Hardware Engineers.Lead the development of designs and test documentation.Mentor Engineers, Associate Engineers, a...0.0 - Loss:
CosineSimilarityLosswith these parameters:{ "loss_fct": "torch.nn.modules.loss.MSELoss", "cos_score_transformation": "torch.nn.modules.linear.Identity" }
Evaluation Dataset
Unnamed Dataset
- Size: 879 evaluation samples
- Columns:
sentence1,sentence2, andscore - Approximate statistics based on the first 100 samples:
sentence1 sentence2 score type string string float modality text text details - min: 383 tokens
- mean: 507.6 tokens
- max: 512 tokens
- min: 63 tokens
- mean: 353.1 tokens
- max: 512 tokens
- min: 0.0
- mean: 0.46
- max: 1.0
- Samples:
sentence1 sentence2 score Career OverviewHighly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales, improving buying experience and elevating company profile with target market.
QualificationsDevelopment: Using Apache Tomcat Server, Web Services, MVC pattern and OOP.
*Programming Languages: C#, Java, JavaScript, CSS3 and HTML5
Work ExperienceSoftware Development Intern,11/2016-PresentKion Group–Indianapolis,IN,Design, develop and test Android and iOS applications.Involving with all phases of mobile app development from initial concept, through design, development, testing and deployment.Work with product managers to clarify function flows and provide technical insight on optimization.Work with the entire project team to balance creative objectives with business and technical requirements.Data Center Operations Associate,01/2016-PresentBoulder County, Co–Boulder,CO,Develop internal application to process trackin...Job Title: Software DeveloperLocation: Cleveland, OHDuration: 6+ MonthsPosition Type Only W2 Role (No Corp to Corp)Job Description:
Job Description: A developer (Playbook, Ansible) that understands how DevOps functions. Understand how to check their code into Git and how Jenkins monitors it, cognizant of the automation testing, putting the new test cases into the DevOps pipeline, if it fails being able to turn it around and watch it go through the testing again. Make sure the codeplaybooks are easy to understand and work with not only by the developer but by the team. Communication, collaboration, and trust are very important to the teams success.Responsibilities: Modern and efficient ways of doing tasks than how they are done manually Doing work in an automated waySkills: AnsibleAWXTower- the stronger with Ansible the better (hard requirement; MUST HAVE) Shell scripting Oracle Database queries understanding Reverse engineer programming languages Agile methodologies REST API gitcode r...0.0Professional SummaryHighly skilled software development professional bringing more than 4 years in software design, development and integration.
Offering advanced knowledge of cloud components, data ingestion, and Java/Python/JavaScript programming languages.
SkillsPython, Java, HTML, CSS, JavaScript;Application Frameworks: GCP BigQuery, Pub/Sub, Apache Beam, k8s, Stackdriver, Grafana, Tableau, Sumo Logic, DataDog, New Relic, Apigee, Angular, Node.js, Spring, Spring MVC, Spring Boot, Spring Data, Spring Cloud, Netflix OSS,JPA, Maven, Tomcat, Hibernate, Express, Redis, PostgreSQL, MongoDB, Docker, RESTful API, Nginx, TensorFlow, NLP,React, Git, Apache Bench, PostmanApacheAPICookingCSSDatabaseDebuggingDeliveryEngineerETLFunctionalGCPHTMLJavaJavaScriptLeadershipLogicDirectorMarketMongoDBMVCNLPOSSPostgreSQLPricingProgrammingProgressPythonQualityExpressReal-timeSoftware developersTableauTablesTomcatWorkshops
Work HistorySoftware Developer,12/2018-CurrentMaxar Technologies Ltd–Reston,VA,Des...Who we are:Founded in 2017, Gatik is the leader in autonomous middle mile logistics. We deliver goods safely and efficiently using medium duty trucks with a focus on short-haul, B2B logistics for Fortune 500 customers such as Walmart and Loblaw. Gatik enables our customers to optimize their hub-and-spoke operations, enhance service levels and product flow across multiple locations while reducing labor costs and meeting an unprecedented expectation for faster deliveries.
About the role:We are looking for talented Staff Engineers with expertise in classical and modern computer vision techniques to lead or actively contribute to the architecture, design, implementation, and delivery of a multi-modal perception system. The ideal candidate will be a software expert who has overseen a process from the R&D phase through product shipment and has a passion for leading teams and developing real-world solutions.
This role is onsite 4 days a week at our Mountain View, CA office!
What you'll do:Des...0.0Career OverviewMeticulous Senior Software Test Analyst who undertakes complex assignments, meets rigid deadlines and delivers superior performance. Possess practical knowledge on analyzing Bank Payments. Applies strong technical and analytical skills to inform Senior Management, Clients and Technology of key issues in the application and help the clients by providing good recommendations. Operates with a strong sense of urgency and thrives in a fast paced setting.
QualificationsJava, SQL, PL/SQL, HTMLApplications : HP Quality Centre 10, IBM Mainframe (AS400).Visual Studio 2015, VMware 12Pro, MSOffice13, Tableau, MS Visio, E-Draw MySQL, MS Access, Oracle SQL DeveloperOperating systems : Proficient on Windows 7/ 8.1 / 10, Linux (Ubuntu, Fedora)Certification : International Software Testing Qualification Board (ISTQB), Six Sigma, MS SQL, A+academic Project: - Store Management SystemStrong analytical skillsStructured query language (SQL) expertInformation securityProje...Want to learn more about this role and Jobot? Click our Jobot logo and follow our LinkedIn page!
Job details
Join this global travel company and enjoy an opportunity to grow your accounting career while enjoying full benefits!
This Jobot Job is hosted by Dalia Juarez
Are you a fit? Easy Apply now by clicking the "Easy Apply" button and sending us your resume.
Salary $85,000 - $100,000 per year
A Bit About Us
With a team that has been established for nearly a century, we are dedicated to crafting resilient and secure luggage and accessories adorned with a our worldly designs. Guided by responsible tourism, we empower travelers to journey with confidence, promoting a sustainable world. As part of our dynamic team, you'll contribute to a legacy of fostering movement and seamless travel experiences.
Why join us?
Flexible Work Model Hybrid options, 2 days remote! Full Benefits Medical, Dental, Vision, and 401K + match. Innovative Legacy Join a brand that has been pioneering travel solut...0.0 - Loss:
CosineSimilarityLosswith these parameters:{ "loss_fct": "torch.nn.modules.loss.MSELoss", "cos_score_transformation": "torch.nn.modules.linear.Identity" }
Training Hyperparameters
Non-Default Hyperparameters
per_device_train_batch_size: 32num_train_epochs: 5learning_rate: 1e-05warmup_steps: 0.1weight_decay: 0.01fp16: Trueper_device_eval_batch_size: 32
All Hyperparameters
Click to expand
per_device_train_batch_size: 32num_train_epochs: 5max_steps: -1learning_rate: 1e-05lr_scheduler_type: linearlr_scheduler_kwargs: Nonewarmup_steps: 0.1optim: adamw_torch_fusedoptim_args: Noneweight_decay: 0.01adam_beta1: 0.9adam_beta2: 0.999adam_epsilon: 1e-08optim_target_modules: Nonegradient_accumulation_steps: 1average_tokens_across_devices: Truemax_grad_norm: 1.0label_smoothing_factor: 0.0bf16: Falsefp16: Truebf16_full_eval: Falsefp16_full_eval: Falsetf32: Nonegradient_checkpointing: Falsegradient_checkpointing_kwargs: Nonetorch_compile: Falsetorch_compile_backend: Nonetorch_compile_mode: Noneuse_liger_kernel: Falseliger_kernel_config: Noneuse_cache: Falseneftune_noise_alpha: Nonetorch_empty_cache_steps: Noneauto_find_batch_size: Falselog_on_each_node: Truelogging_nan_inf_filter: Trueinclude_num_input_tokens_seen: nolog_level: passivelog_level_replica: warningdisable_tqdm: Falseproject: huggingfacetrackio_space_id: Nonetrackio_bucket_id: Nonetrackio_static_space_id: Noneper_device_eval_batch_size: 32prediction_loss_only: Trueeval_on_start: Falseeval_do_concat_batches: Trueeval_use_gather_object: Falseeval_accumulation_steps: Noneinclude_for_metrics: []batch_eval_metrics: Falsesave_only_model: Falsesave_on_each_node: Falseenable_jit_checkpoint: Falsepush_to_hub: Falsehub_private_repo: Nonehub_model_id: Nonehub_strategy: every_savehub_always_push: Falsehub_revision: Noneload_best_model_at_end: Falseignore_data_skip: Falserestore_callback_states_from_checkpoint: Falsefull_determinism: Falseseed: 42data_seed: Noneuse_cpu: Falseaccelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}parallelism_config: Nonedataloader_drop_last: Falsedataloader_num_workers: 0dataloader_pin_memory: Truedataloader_persistent_workers: Falsedataloader_prefetch_factor: Noneremove_unused_columns: Truelabel_names: Nonetrain_sampling_strategy: randomlength_column_name: lengthddp_find_unused_parameters: Noneddp_bucket_cap_mb: Noneddp_broadcast_buffers: Falseddp_static_graph: Noneddp_backend: Noneddp_timeout: 1800fsdp: Nonefsdp_config: Nonedeepspeed: Nonedebug: []skip_memory_metrics: Truedo_predict: Falseresume_from_checkpoint: Nonewarmup_ratio: Nonelocal_rank: -1prompts: Nonebatch_sampler: batch_samplermulti_dataset_batch_sampler: proportionalrouter_mapping: {}learning_rate_mapping: {}
Training Logs
| Epoch | Step | Training Loss | Validation Loss | resume-job-valid_spearman_cosine | resume-job-valid_cosine_ap |
|---|---|---|---|---|---|
| -1 | -1 | - | - | 0.2346 | - |
| 0.2551 | 50 | 0.2462 | 0.2356 | 0.2635 | - |
| 0.5102 | 100 | 0.2215 | 0.2210 | 0.3323 | - |
| 0.7653 | 150 | 0.2065 | 0.2058 | 0.3770 | - |
| 1.0204 | 200 | 0.1939 | 0.1993 | 0.4288 | - |
| 1.2755 | 250 | 0.1761 | 0.1856 | 0.4823 | - |
| 1.5306 | 300 | 0.1653 | 0.1817 | 0.4938 | - |
| 1.7857 | 350 | 0.1620 | 0.1804 | 0.5159 | - |
| 2.0408 | 400 | 0.1509 | 0.1796 | 0.5139 | - |
| 2.2959 | 450 | 0.1393 | 0.1767 | 0.5316 | - |
| 2.5510 | 500 | 0.1388 | 0.1804 | 0.5229 | - |
| 2.8061 | 550 | 0.1330 | 0.1799 | 0.5315 | - |
| 3.0612 | 600 | 0.1244 | 0.1812 | 0.5186 | - |
| 3.3163 | 650 | 0.1016 | 0.1915 | 0.4992 | - |
| 3.5714 | 700 | 0.1113 | 0.1950 | 0.4768 | - |
| 3.8265 | 750 | 0.1078 | 0.1969 | 0.4769 | - |
| 4.0816 | 800 | 0.0966 | 0.1965 | 0.5001 | - |
| 4.3367 | 850 | 0.0935 | 0.2085 | 0.4551 | - |
| 4.5918 | 900 | 0.0943 | 0.2077 | 0.4734 | - |
| 4.8469 | 950 | 0.0804 | 0.2079 | 0.4728 | - |
| 5.1020 | 1000 | 0.0848 | 0.1997 | 0.4889 | - |
| 5.3571 | 1050 | 0.0775 | 0.2081 | 0.4683 | - |
| 5.6122 | 1100 | 0.0777 | 0.2089 | 0.4784 | - |
| 5.8673 | 1150 | 0.0822 | 0.2118 | 0.4741 | - |
| 6.1224 | 1200 | 0.0729 | 0.2008 | 0.5059 | - |
| 0.2551 | 50 | 0.0717 | 0.2044 | 0.4935 | - |
| 0.5102 | 100 | 0.0734 | 0.2040 | 0.5050 | - |
| 0.7653 | 150 | 0.0723 | 0.2058 | 0.4949 | - |
| 1.0204 | 200 | 0.0702 | 0.1974 | 0.5031 | - |
| 1.2755 | 250 | 0.0698 | 0.2060 | 0.4930 | - |
| 1.5306 | 300 | 0.0692 | 0.2120 | 0.4561 | - |
| 1.7857 | 350 | 0.0664 | 0.2077 | 0.4947 | - |
| 2.0408 | 400 | 0.0651 | 0.2044 | 0.4991 | - |
| 2.2959 | 450 | 0.0572 | 0.2128 | 0.4891 | - |
| 2.5510 | 500 | 0.0585 | 0.2156 | 0.4722 | - |
| 2.8061 | 550 | 0.0610 | 0.1930 | 0.5223 | - |
| 3.0612 | 600 | 0.0583 | 0.2066 | 0.4969 | - |
| 3.3163 | 650 | 0.0477 | 0.2108 | 0.4885 | - |
| 3.5714 | 700 | 0.0548 | 0.2263 | 0.4491 | - |
| 3.8265 | 750 | 0.0535 | 0.2146 | 0.4710 | - |
| 4.0816 | 800 | 0.0466 | 0.2139 | 0.4812 | - |
| 4.3367 | 850 | 0.0477 | 0.2239 | 0.4576 | - |
| 4.5918 | 900 | 0.0499 | 0.2206 | 0.4624 | - |
| 4.8469 | 950 | 0.0410 | - | - | - |
| 1.0 | 196 | 0.0433 | 0.2257 | - | 0.7401 |
Training Time
- Training: 5.9 minutes
Framework Versions
- Python: 3.12.13
- Sentence Transformers: 5.6.0
- Transformers: 5.12.1
- PyTorch: 2.11.0+cu128
- Accelerate: 1.14.0
- Datasets: 5.0.0
- Tokenizers: 0.22.2
Citation
BibTeX
Sentence Transformers
@inproceedings{reimers-2019-sentence-bert,
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
author = "Reimers, Nils and Gurevych, Iryna",
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
month = "11",
year = "2019",
publisher = "Association for Computational Linguistics",
url = "https://arxiv.org/abs/1908.10084",
}