Posts

Cline

 Advanced Development Assistant which is Integrated with VS Code. It helps in Code Generation and Modification Project context understanding System Integration Tools Multi-Language Support "Just vibe with your code. Tell cline what you want to build, and watch the magic happen" MCP Servers Model Context Protocol Enables access to external tools and resources (LLMs cannot talk with external tools) Open source ecosystem
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AutoGen

AI Agents are systems that enable LLMs to perform actions by extending their capabilities thru tools and knowledge access. Tools are functions which are executed based on need Components and Use cases of AI Agents Customer service chatbots Shopping Assistant Fraud Detection Business Process Automation What is AutoGen Open Source framework to build multi-agent framework
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Intro to AI Agents: Build an Army of Digital Workers with AI

 Short falls of GenAI GenAI/LLMs allow to generate content and solve one problem at a time. Manually verify the content after generation
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Krish Gen AI

 https://learn.krishnaikacademy.com/web/login Prereqs Python NLP Playlists Generative AI Playlist LLMs Transformers models LLAMA - Open Source from meta & can be run local Chat GPT DeepSeek  -> Along with training mechanism, they added reinforcement training which helped in faster training and inferencing(response time)  BERT Google Gemini Introduction Anakonda + VS code Anakonda Operating System for AI F or data science, machine learning, and scientific computing initiatives It includes package management and deployment tools, such as Conda, and comes bundled with many popular data analysis libraries (e.g., NumPy, pandas, scikit-learn). Installation Download  Anakonda installer and run it Download VS code installer and run it Objectives NLP techniques and applns in AI systems Implement and optimize NLP models using SpaCy and Hugging Face GenAI techniques including transformers and language models, for generating and completing text tasks Develop agentic syste...
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LangChain

 https://www.youtube.com/watch?v=nAmC7SoVLd8&list=PLeo1K3hjS3uu0N_0W6giDXzZIcB07Ng_F LLM - has 2 components Knowledge upto Sep2021 Reasoning engine Agents Connects to external tools like Wikipedia, Math tools Chatgpt is appln -> call openai api -> which inturn calls LLM GPT3.5 or GPT4 Challenges Higher cost calling openai api No access to internet or realtime data(Its knowledge is limited to Sep2021) No access to private data sources LangChain It is a framework that allows you to build applns using LLMs 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 pip install langchain pip install openai import os os.environ[ 'OPENAI_API_KEY' ]= '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' from langchain.llms import OpenAI llm = OpenAI(te...
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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
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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
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