Mastering Sentiment Analysis with Large Language Models.pptx
- 1. ChatGPT Architecture- A step-by-step guide Mastering Sentiment Analysis with Large Language Models
- 2. 2 Mastering Sentiment Analysis with Large Language Models Agenda ● About Speaker ● About CloudxLab ● What are LLMs? ● ChatGPT ● Taming ChatGPT & LLMs ● Ways to use LLM: Text Response ● Ways to use LLM: Embeddings ● Sentiment Analysis- Hands On ● Q&A Instructions / Notes ● 2 Hours session with 10 minutes Break ● Except Speaker, everyone is on mute ● Please use the Q&A / Chat to Ask Questions ● The recording & slides will be shared after session ● More Info: CloudxLab.com Mastering Sentiment Analysis with Large Language Models Note: The Certificate of Participation for this webinar will be provided from CloudxLab to attendees only on successful submission of the attendance form (The Attendance form will be shared on Chat/Comment during the webinar)
- 3. 3 Mastering Sentiment Analysis with Large Language Models About Speaker - Sandeep Giri Sandeep Giri Worked On Large Scale Computing Graduated from IIT Roorkee AI Leader and Software Engineer Loves Explaining Technologies Founder
- 4. 4 Mastering Sentiment Analysis with Large Language Models Upskill engineers and IT professionals in Deep Tech - Deep Learning, Machine Learning and Big Data technologies, make them employable and future ready Vision About - CloudxLab Build Careers, Improve Lives
- 5. 5 Mastering Sentiment Analysis with Large Language Models Playground for hands-on. System evaluates the code automatically and nudges the user by giving appropriate feedback Content Playground Feedback CloudxLab - Playground with Feedback
- 6. 6 Mastering Sentiment Analysis with Large Language Models Cloud-based Lab with pre-installed tools and software for practicing AI, Machine Learning, Deep Learning, Data Science, Big Data and related technologies CloudxLab - Online Cloud Based Lab
- 7. 7 Mastering Sentiment Analysis with Large Language Models Real-world Experience Lab setup is exactly same as of setup in Enterprises. Become job ready from Day 1 Seamless Experience No endless downloading/ installations. No hardware, permissions or configuration issues Any Device Anywhere Connect from ANY browser, SSH, device or operating system Central Dataset Upload your own dataset Or use open source datasets available on lab CloudxLab - Online Cloud Based Lab
- 8. 8 Mastering Sentiment Analysis with Large Language Models We learn better with peers. Social proof and leaderboard increases engagement and motivation CloudxLab - Social
- 9. 9 Mastering Sentiment Analysis with Large Language Models Dedicated Job Portal → Upgrade career, enhance salary & move jobs by applying to jobs posted by our hiring partners CloudxLab - Hiring Partners
- 10. 10 Mastering Sentiment Analysis with Large Language Models https://cloudxlab.com/exam/ CloudxLab - Exams
- 11. 11 Mastering Sentiment Analysis with Large Language Models What are LLMs(Large Language Models)?
- 12. 12 Mastering Sentiment Analysis with Large Language Models Large Language Models ● State-of-the-art AI models designed for processing and generating text.
- 13. 13 Mastering Sentiment Analysis with Large Language Models Large Language Models ● State-of-the-art AI models designed for processing and generating text. ● Excel in language comprehension and generation.
- 14. 14 Mastering Sentiment Analysis with Large Language Models Large Language Models ● State-of-the-art AI models designed for processing and generating text. ● Excel in language comprehension and generation ● Possess Contextual awareness.
- 15. 15 Mastering Sentiment Analysis with Large Language Models Large Language Models ● State-of-the-art AI models designed for processing and generating text. ● Excel in language comprehension and generation ● Possess Contextual awareness ● Trained on large datasets granting them access to a wide range of knowledge and information across various domains.
- 16. 16 Mastering Sentiment Analysis with Large Language Models Large Language Models ● State-of-the-art AI models designed for processing and generating text. ● Excel in language comprehension and generation ● Possess Contextual awareness ● Trained on large datasets granting them access to a wide range of knowledge and information across various domains. ● Revolutionizing industries by several means such as customer service, content generation, language translation, virtual assistants and more.
- 17. 17 Mastering Sentiment Analysis with Large Language Models LLM- ChatGPT ● Natural Language Processing(NLP) model ● Generate human-like responses in chatbot applications.
- 18. 18 Mastering Sentiment Analysis with Large Language Models
- 19. 19 Mastering Sentiment Analysis with Large Language Models
- 20. 20 Mastering Sentiment Analysis with Large Language Models
- 21. 21 Mastering Sentiment Analysis with Large Language Models
- 22. 22 Mastering Sentiment Analysis with Large Language Models Taming ChatGPT & LLMs
- 23. 23 Mastering Sentiment Analysis with Large Language Models Text Two Ways to Use LLMs Large Language Models Sentence Embeddings Text Response
- 24. 24 Mastering Sentiment Analysis with Large Language Models Text Two Ways to Use LLMs: Text Response Large Language Models Text Response Use Cases ● Rephrasing ● SQL Query Generation ○ Custom Language generation ● Mapping Generation ● Translation ● Summarization ● Content Creation ● Calling API ○ Check Plugins ● Many More…
- 25. 25 Mastering Sentiment Analysis with Large Language Models Two Ways to Use LLMs: Embeddings ● Numerical representations of words.
- 26. 26 Mastering Sentiment Analysis with Large Language Models Two Ways to Use LLMs: Embeddings ● Numerical representations of words. ● Encode semantic relationships between words. ○ Similar words are represented by vectors that are close in this vector space,
- 27. 27 Mastering Sentiment Analysis with Large Language Models Two Ways to Use LLMs: Embeddings
- 28. 28 Mastering Sentiment Analysis with Large Language Models Two Ways to Use LLMs: Embeddings
- 29. 29 Mastering Sentiment Analysis with Large Language Models Embeddings
- 30. 30 Mastering Sentiment Analysis with Large Language Models Recommendations using embeddings: Suggest items based on semantic similarity. "Items similar to this item" We can obtain a user embedding by averaging over all of their reviews. Embeddings - Use Cases Embeddings Software Engg / K-nearest Neighbour Machine Learning Building ChatBot Semantic Search Knowledgebase Article Recommendation Code search using embeddings Zero-shot classification Check if it is closer to "negative" or "positive"
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- 33. 33 Mastering Sentiment Analysis with Large Language Models Go to Notebook Sentiment Analysis with LLM