Python with Generative AI

Learn Python + GenAI Tools like GPT, LangChain, Gemini & More!

⚑ Build Smart GenAI Apps using LLMs & APIs

πŸ“š 12-Week Learning Plan

Week 1

    πŸ€– Introduction to AI

  • 🧠 AI vs ML vs DL vs Gen AI
  • πŸ”„ AI lifecycle
  • 🐍 Python & Pandas basics
  • πŸ“Š ML Types: Supervised, Unsupervised, Reinforcement
  • ✨ What is Generative AI

Week 2

    🧬 Deep Learning

  • 🧱 Basics of ANN
  • βš™οΈ TensorFlow & Keras
  • βž•βž– Forward/Backward Propagation
  • πŸ”§ Optimizers & Regularization
  • πŸ–ΌοΈ CNN intro & implementation

Week 3

    πŸ—£οΈ Natural Language Processing (NLP)

  • πŸ”€ Word2Vec, TF-IDF, BOW
  • πŸ“ Vectorization & POS tagging
  • ❀️ Sentiment Analysis
  • πŸ” RNN / LSTM / GRU
  • πŸ§ͺ Data Augmentation

Week 4

    πŸ“š Large Language Models (LLMs)

  • πŸŒ€ Transformers & Self-Attention
  • πŸ”„ Pre-training vs Fine-tuning
  • 🧾 Types of LLMs
  • πŸ’‘ LLM Applications
  • 🧩 Encoder / Decoder

Week 5

    πŸ€— Working with Hugging Face

  • πŸ“¦ Transformers Library
  • πŸ§ͺ Pre-trained Models & Tokenizers
  • 😊 Sentiment Analysis Pipeline
  • πŸš€ Trainer API & Model Sharing
  • 🌐 Web App Integration

Week 6

    🧱 Working with LangChain

  • πŸ› οΈ Setup & Configuration
  • πŸ“² Build Simple AI Apps
  • βš™οΈ Core Components
  • πŸ” Real-world Use Cases
  • πŸ“¦ Dependency Handling

Week 7

    πŸ¦™ Meta’s LLaMA

  • πŸ” LLaMA vs GPT-3/4
  • πŸ”’ Model Sizes (8B–70B)
  • 🧠 Architecture & Features
  • πŸ–₯️ Local/Cloud Setup
  • ✍️ Text Generation Use

Week 8

    πŸ”“ OpenAI API

  • 🧠 GPT-3/4 Intro
  • 🧾 API Authentication
  • ✍️ Text Generation Tasks
  • βš™οΈ Practical Exercises
  • 🌍 Application Integration

Week 9

    ✏️ Prompt Engineering

  • 🧠 Crafting Effective Prompts
  • βš™οΈ GPT-3/4 Mechanism
  • πŸ“ Text/Code Generation
  • πŸ§ͺ Fine-tuning Techniques
  • πŸ”§ Prompt Optimization

Week 10

    🌐 Google Gemini API

  • πŸ”‘ API Key Setup
  • 🧠 Model Selection & Use
  • πŸ“Š Feature Overview
  • πŸ€– Build AI Chatbot
  • πŸ” Explore Gemini Models

Week 11

    πŸ“² Gen AI Apps with LangChain

  • πŸ” LangChain Setup (Repeated)
  • 🧱 Real-world App Examples
  • βš™οΈ Components Breakdown
  • πŸš€ Step-by-step App Dev
  • πŸ› οΈ Deployment Ready

Week 12

    πŸŽ¨πŸ”Ž Stable Diffusion & Retrieval-Augmented Generation

  • πŸ–ΌοΈ Image Generation with Prompts
  • 🌫️ Diffusion Models Basics
  • πŸ§ͺ Fine-tune on Custom Data
  • 🧠 Retrieval-Augmented Generation
  • πŸŽ›οΈ Modify Styles & Attributes

🏁 Final Project

πŸš€ Build Your Own Generative AI App

✨ Final Project Implementation

  • πŸ’‘ Real-world AI App
  • 🧩 Use APIs, LLMs, Frameworks
  • πŸ”§ Build End-to-End Solution
  • 🧠 Apply Everything Learned
  • 🏁 Showcase Innovation

πŸš€ Launch Your GenAI Career

Build AI-powered Apps with Python, APIs, and LLMs