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Showing posts from December, 2024

Concepts

Predictive analysis Descriptive analysis Semantic Search Not searching using exact key word matching but Understanding the intent of user search and using context to perform the search . Google uses concept of embedding. It is nothing but numerical representation of text Generate Embeddings using openai API, save in sql db When there is search query, generate embeddings for the same and compare with stored embedding using Cosine similarity. imputation Impute so that the normal distribution doesn't change. KNN is one sol instead of mean/median/mode for number columns Apps Delhivery Vector Embedding Technique to represent information in format that can be easily processed by algorithms esp deep learning programs. Word/Text Embedding Document Embedding Sentence Embedding Graph Embedding Image Embedding

Agentic AI

 https://learn.krishnaikacademy.com/web/courses Langflow Low-code tool for developers to build powerful AI Agents and workflows that can use any API, model or database Agentic ai apps vs independent agents Phidata Agents multi-modal agents Agentic workflows Autogen Swam crewai LangGraph https://learn.krishnaikacademy.com/web/courses/676cd7a6cf623353fe8298e6?chapter=67717ea1229c1da34a9e9ca4