sentence-transformers How to use mohitdeharkar/warp_fine_tuned_bge_m3 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("mohitdeharkar/warp_fine_tuned_bge_m3")
sentences = [
"Marketing with TikTok",
"In this Specialization, we show you techniques to increase price realization and maximize profits. Learn from Boston Consulting Group's global pricing experts and University of Virginia Darden School of Business faculty, who share the frameworks, tips and tools we use in our business and research environments. We will look at pricing through BCG's proprietary and time-tested three “lenses”—cost and economics, customer value, and competition—to build your understanding of the strategic power of pricing. You’ll leave the Specialization with a portfolio-building presentation that demonstrates your ability to price strategically.\nApplied Learning Project\nUtilizing the concepts, tools and techniques taught in each course—from basic techniques of economics to knowledge of customer segments, willingness to pay, and customer decision making to analysis of market prices, share, and industry dynamics—you will practice setting profit maximizing prices to improve price realization in a variety of real-world scenarios. \n Beginner",
"This program is for anyone asking, “Is TikTok right for my business?” In the first course, Understanding TikTok and Its Users, you’ll be introduced to the TikTok platform, including who’s on it and what they’re creating. Then in the second course, Marketing on TikTok, you'll learn how businesses use TikTok, how they tailor content to the platform, and how they find an audience. In the final course, Advertising and E-commerce on TikTok, you’ll learn how to create a marketing strategy for TikTok, how to create advertising campaigns, how to promote and sell products via organic and e-commerce channels like Shopify, and how to use analytics to inform future marketing strategies. Throughout the program, you will have the chance to create your own videos, as well as engage with what other businesses are doing by studying various TikTok accounts in order to get inspiration and insight for your own future interactions with TikTok.\nBy the end of this program, you will be able to: \nCreate fun and engaging TikTok videos\nUnderstand how TikTok fits into your business’s marketing strategy\nArticulate how a number of different businesses use TikTok\nCreate original content using hashtags, trends, filters, and more\nBuild and maintain a brand presence on TikTok\nCreate a content calendar\nUtilize TikTok Ads Manager to create and execute a campaign\nSet up e-commerce integration into your TikTok account\nAnalyze data from your efforts to inform your future content strategy\n\nApplied Learning Project\nLearners will practice creating advertisements on TikTok through guided simulations. These simulations recreate the TikTok advertising platform and allow learners to engage with the platform in a practice environment before creating ads with their own accounts.\n Beginner",
"In this course, you will explore the foundations upon which modern-day ESG was built, how market forces react to ESG, and ways to create and maintain value using ESG investment strategies. You will also learn about the five pathways of materiality, and how those interplay with or against ESG performance.\nYou will examine the many challenges that corporations face when it comes to leveraging ESG investing into their portfolios, and how the changing landscape of ESG is making this an area of untapped potential when it comes to the financial workings of businesses today. You'll also learn from real-life case studies how you can assess risk, create better risk management policy, and build a map to identify valuable areas of opportunity and create better decision-making approaches. Lastly, you will look at portfolio optimization and the utilization of ESG factors to maximize returns in addition to examining different funds, their fee structures, and how investors can blend ESG into their investment portfolio.\n\nBy the end of this course, you will know the best practices for creating a solid risk management plan and how to create a culture that is sensitive to ESG. You will better understand the history and framework behind ESG, and how to create a path forward using smarter methods to identify risk, navigate ESG issues, and reach ESG investing goals.\n Intermediate"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
