sentence-transformers How to use oumaimansir/cv-matcher-finetuned with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("oumaimansir/cv-matcher-finetuned")
sentences = [
"Name: Rohan Dubey || Email: rohan.dubey37@gmail.com | Phone: +91-7934168821 | LinkedIn: linkedin.com/in/rohan-dubey8 || Location: Kolkata, India | Open to: Remote / Hybrid || --- || PROFESSIONAL SUMMARY || Enterprise sales professional with 10 years at CRED selling Consul solutions to C-suite buyers. Built and managed pipeline of ₹20Cr+ across 8 industry verticals. || --- || SKILLS || Ansible, FluxCD, Vault, Consul, Terraform, ArgoCD, Istio || --- || WORK EXPERIENCE || Account Executive | CRED | Kolkata | 2014 – Present || • Won ₹27Cr competitive deal against Salesforce through ROI-focused proposal and exec-level relationship || • Built greenfield territory from ₹0 to ₹26Cr ARR in 17 months through Ansible and strategic prospecting || • Expanded 11 existing accounts through upselling, generating ₹5Cr incremental ARR || --- || Junior Account Executive | Capgemini | Kolkata | 2011 – 2013 || • Reduced sales cycle from 64 to 16 days by implementing Vault and improving demo-to-close ratio by 14% || • Closed ₹19Cr ARR in FY25, exceeding annual quota by 45% and ranking #8 in team of 28 || --- || EDUCATION || MBA in International Business | BITS Pilani Hyderabad | 2011 | CGPA: 9.4 || --- || CERTIFICATIONS || Google Professional Data Engineer",
"Job Title: Computer Vision Engineer || Company: PwC | Location: Kolkata / Remote | Type: Full-Time || Experience: 8+ years | Salary: ₹27–54 LPA || Team Size: ~14 | Interview Rounds: 6 || --- || ABOUT THE ROLE || We are looking for a passionate Computer Vision Engineer to join our Data Science team at PwC. You will work on high-impact problems affecting millions of users and collaborate with some of the best minds in the industry. || --- || RESPONSIBILITIES || • Design and run rigorous a/b and multi-armed bandit experiments || • Build end-to-end ml pipelines from data ingestion to model deployment and monitoring || • Develop and maintain data pipelines using a/b testing and xgboost || • Work closely with data engineering to ensure data quality and feature availability || • Translate complex model outputs into actionable business insights for non-technical stakeholders || --- || REQUIRED SKILLS: XGBoost, NLP, Computer Vision, Hive, Power BI, Hadoop, A/B Testing, MLflow || NICE TO HAVE: Kafka, TensorFlow, Tableau || --- || PERKS: Gym membership, MacBook Pro, Health & dental insurance, Maternity/paternity leave, Flexible work hours, Remote-first culture || Domain: Data Science",
"Job Title: Brand Manager || Company: Atlassian | Location: Gurgaon / Remote | Type: Full-Time || Experience: 6+ years | Salary: ₹14–41 LPA || Team Size: ~8 | Interview Rounds: 3 || --- || ABOUT THE ROLE || We are looking for a passionate Brand Manager to join our Marketing team at Atlassian. You will work on high-impact problems affecting millions of users and collaborate with some of the best minds in the industry. || --- || RESPONSIBILITIES || • Develop and execute email marketing campaigns with segmentation and personalisation || • Manage performance marketing budgets and optimise for cac, roas, and ltv || • Drive seo strategy including technical audits, content planning, and link building || • Identify and test new growth channels through rapid experimentation || • Analyse campaign performance using crm and present insights to leadership || --- || REQUIRED SKILLS: Social Media, Conversion Rate Optimisation, CRM, Community Management, Growth Hacking, SEO || NICE TO HAVE: HubSpot, Google Analytics, Affiliate Marketing || --- || PERKS: Health & dental insurance, Remote-first culture, Gym membership, ₹50K learning budget, Mental health support, Annual performance bonus || Domain: Marketing",
"Job Title: Content Strategist || Company: Groww | Location: Jaipur / Remote | Type: Full-Time || Experience: 9+ years | Salary: ₹23–55 LPA || Team Size: ~17 | Interview Rounds: 4 || --- || ABOUT THE ROLE || We are looking for a passionate Content Strategist to join our Marketing team at Groww. You will work on high-impact problems affecting millions of users and collaborate with some of the best minds in the industry. || --- || RESPONSIBILITIES || • Manage performance marketing budgets and optimise for cac, roas, and ltv || • Identify and test new growth channels through rapid experimentation || • Drive seo strategy including technical audits, content planning, and link building || • Build and manage relationships with agencies, platforms, and influencer partners || • Analyse campaign performance using hubspot and present insights to leadership || --- || REQUIRED SKILLS: Email Marketing, HubSpot, Adobe Suite, Influencer Marketing, LinkedIn Ads, Affiliate Marketing, Google Ads, PPC, Meta Ads, Content Marketing || NICE TO HAVE: Copywriting, Programmatic Advertising, PR || --- || PERKS: Maternity/paternity leave, Flexible work hours, Quarterly offsites, Free meals, Remote-first culture || Domain: Marketing"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
