Vector Embeddings for RAG and LLM | Vector Embedding models | HuggingFace | Embedding Techniques #ai

Unlock the power of vector embeddings in Retrieval-Augmented Generation (RAG) and Large Language Models (LLMs) with this comprehensive guide! 🌟 In this detailed video, I cover everything you need to know about embeddings, including:

What Are Embeddings?: A clear explanation with practical examples of converting words to embeddings.

3D Visualization: Plotting embeddings in 3D space to illustrate similarities between entities.

Similarity Metrics: Solved examples using cosine similarity, Euclidean distance, Jaccard similarity, and more.

Types of Embeddings: An exploration of word, sentence, and document embeddings.

Embedding Techniques: From neural net-based and contextualized embeddings (like transformers, GPT, ELMo) to Word2Vec, FastText, and more.

Open Source Models: How to access and implement different embedding models from Hugging Face, complete with Python code examples.

Whether you're a beginner or looking to deepen your understanding, this video provides valuable insights and practical knowledge to enhance your AI projects.

__________________________________________

🔀 Sorting: https://youtube.com/playlist?list=PL9jefoqM2f-P6Ehn7ZtK9OXFZAuWHUiI1

🔍 Searching Algorithms: https://youtube.com/playlist?list=PL9jefoqM2f-PjhGvQrx3srOa5iIs4gIDY

🔢 Arrays in Python: https://youtube.com/playlist?list=PL9jefoqM2f-P0BHa_mjkNm-lvvPMqb9cE

🧮 White Box Testing Numerical: https://youtube.com/playlist?list=PL9jefoqM2f-Mhk8fhrqqIhtXSqFzFMCr7

📈 Big Data Analytics: https://youtube.com/playlist?list=PL9jefoqM2f-MUTHq5_1jYm9XOMS3VHTvb

Applied Data Science: https://www.youtube.com/playlist?list=PL9jefoqM2f-N0_007irt9JO3j0idC-khL

🤖 Deep Learning: https://www.youtube.com/playlist?list=PL9jefoqM2f-PSPzQe6DuSeUTtGAftQz7B

Generative AI: https://www.youtube.com/playlist?list=PL9jefoqM2f-PRqJhqaZ5R7WFSzsKHL80x

🔗 Blockchain and DLT: https://www.youtube.com/playlist?list=PL9jefoqM2f-NPuxHKBNilP6k8FHZ9RYLf

❤️Heart Disease Prediction using Machine Learning Project: https://www.youtube.com/playlist?list=PL9jefoqM2f-OMXLVcBVk4YxX7AyrgMDYI

100 Days of SQL: https://www.youtube.com/playlist?list=PL9jefoqM2f-PNlBPLVPeyzqGX2cRzTwbT

🐍 Python Small Projects: https://youtube.com/playlist?list=PL9jefoqM2f-PpdCKjwuWoiDctQcUKeR6S

Subscribe to At A Glance!

Buy me a coffee: https://www.buymeacoffee.com/ataglanceofficial

Join Telegram: https://t.me/ataglanceofficial

Official Website: https://ataglanceofficial.netlify.com/

Follow me on Instagram: https://www.instagram.com/at_a_glance_official/

__________________________________________