🚀 Complete AI Learning Roadmap

Your comprehensive guide to mastering GenAI and Agentic AI — from fundamentals to advanced deployment

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📋 Table of Contents

• 🔢 Math Foundations
• 🐍 Python Basics
• 🎨 Streamlit
• ⚡ FastAPI
• 🤖 Machine Learning — Core Basics
• 📊 Machine Learning — Deep Dive
• 📝 ML for NLP
• 🧠 Deep Learning Basics
• 🎯 Core Deep Learning
• 🛠️ DL Frameworks
• 🔧 MLOps
• 🔄 Transformers
• ✨ Introduction to Gen AI
• 🦾 Large Language Models (LLMs) - Advanced
• 🔗 Introduction to LangChain
• 🔍 RAG (Retrieval Augmented Generation)
• 💾 Vector Databases
• 🤝 Agentic AI
• 🧪 Harness Engineering
• 📈 LangGraph & Advanced Agents
• 🌐 Model Context Protocol (MCP)
• 🚀 Fine-tuning
• 🚀 LLMOps
• 📚 Additional Agentic Framework
• 📚 Additional Resources

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0. Math Foundations

🇮🇳 Hindi:

• CampusX Mathematics

🌍 English:

• 3Blue1Brown - Linear Algebra
• Khan Academy - Statistics

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1. Python Basics

🇮🇳 Hindi:

• CampusX Python
• Chaiaurcode Python

🌍 English:

• FreeCodeCamp Python
• Corey Schafer Python

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2. Streamlit

🇮🇳 Hindi:

• Chai aur Code Streamlit

🌍 English:

• Official Streamlit Tutorial
• Data Professor Streamlit

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3. FastAPI

🇮🇳 Hindi:

• CampusX FastAPI

🌍 English:

• Official FastAPI Docs
• FreeCodeCamp FastAPI

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4. Machine Learning — Core Basics

🇮🇳 Hindi:

• CampusX ML Course

🌍 English:

• Stanford CS229
• Andrew Ng ML Course

🇮🇳 Hindi:

• CampusX Model Evaluation

🌍 English:

• StatQuest ML Metrics
• Google ML Crash Course

🇮🇳 Hindi:

• CampusX Feature Engineering

🌍 English:

• Scikit-learn Preprocessing

🇮🇳 Hindi:

• CampusX Data Labeling

🌍 English:

• Label Studio Docs
• Roboflow Tutorial

🛠 P1: Core ML Projects

Project	Description	Datasets	Tech Stack
ML Classification App	Build a classification app using sklearn + Streamlit	Iris, Titanic, MNIST	sklearn, Streamlit, pandas
Regression Price Predictor	Housing price prediction with feature engineering	Boston Housing, California Housing	scikit-learn, seaborn, matplotlib

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📊 5. Machine Learning — Deep Dive

🇮🇳 Hindi:

• CampusX Clustering

🌍 English:

• StatQuest Clustering
• Google Developers Clustering

🇮🇳 Hindi:

• Krish Naik Ensemble
• CampusX Ensemble

🌍 English:

• StatQuest Ensemble Methods

🇮🇳 Hindi:

• CampusX Hyperparameter

🌍 English:

• Optuna Official Docs
• Hyperparameter Tuning Guide

🇮🇳 Hindi:

• CampusX ML Concepts

🌍 English:

• Andrew Ng ML Concepts

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6. ML for NLP

🇮🇳 Hindi:

• CampusX NLP

🌍 English:

• Krish Naik NLP
• Hugging Face NLP Course

🛠 P2: NLP Projects

Project	Description	Datasets	Tech Stack
Text Classifier	Spam detection or sentiment analysis using BoW/TF-IDF	SMS Spam, IMDb Reviews	sklearn, NLTK, pandas
Word2Vec Explorer	Visualize similarity between words using Word2Vec	Google News Word2Vec	Gensim, matplotlib, seaborn

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7. Deep Learning Basics

🇮🇳 Hindi:

• CampusX Deep Learning

🌍 English:

• Krish Naik DL Playlist
• 3Blue1Brown Neural Networks
• MIT 6.S191

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8. Core Deep Learning

🇮🇳 Hindi:

• CampusX ANN

🌍 English:

• Krish Naik DL Playlist
• MIT 6.S191 Deep Learning
• 3Blue1Brown Neural Networks

🇮🇳 Hindi:

• CampusX CNN

🌍 English:

• Stanford CS231n
• DeepLizard CNN

🇮🇳 Hindi:

• CampusX RNN/LSTM

🌍 English:

• MIT RNN Lecture
• Colah's LSTM Blog

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9. DL Frameworks