**1. Python Basics
**Goal: Build a strong foundation in Python
Learn:
- Python syntax, variables, data types
- Control statements (if, for, while)
- Functions, modules, error handling
- Object-Oriented Programming (OOP) basics
- Tools/Libraries: Jupyter Notebook, VS Code
- Mini Projects: Calculator, To-Do App, Number Guessing Game
2. Data Handling & Analysis
Goal: Learn to work with data (the core of AI)
Learn:
- NumPy (arrays, vectors, matrices)
- Pandas (data cleaning, manipulation)
Matplotlib & Seaborn (data visualization)
Mini Projects:Sales data analysis
COVID-19 data visualization
Weather data trends
3. Machine Learning Fundamentals
Goal: Understand ML concepts & algorithms
Learn:
- Scikit-learn (classification, regression, clustering)
- Supervised vs Unsupervised learning
- Feature scaling, model evaluation, cross-validation
Linear Regression, Logistic Regression, Decision Trees, KNN, Random Forests
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Mini Projects:**Spam email classifier
Predict house prices
Customer segmentation
4. Deep Learning & Neural Networks
Goal: Learn how neural networks power AI
Learn:
- TensorFlow & PyTorch basics
- Artificial Neural Networks (ANNs)
- Convolutional Neural Networks (CNNs) – Image recognition
- Recurrent Neural Networks (RNNs), LSTMs – Time-series & text
Mini Projects:
- Handwritten digit recognition (MNIST)
- Sentiment analysis on tweets
- Stock price prediction
5. Advanced AI Topics (12–20 weeks)
Goal: Move from ML/DL → AI systems
Learn:
- Natural Language Processing (NLP) with Hugging Face, spaCy
- Reinforcement Learning basics (OpenAI Gym)
- Generative AI (GANs, diffusion models, transformers)
- Large Language Models (LLMs) with LangChain, Hugging Face
Mini Projects:
- Chatbot using Transformers
- Text summarizer or Q&A bot
- AI image generator
**6. AI Projects & Deployment (Ongoing)
**Goal: Build real-world AI apps
Skills:
- Flask/FastAPI for AI model deployment
- Streamlit/Gradio for AI app UI
- Cloud & MLOps basics (AWS, Azure, Docker, GitHub Actions)
Projects:
- AI-powered recommendation system
- Voice assistant
- Real-time object detection app
- AI SaaS product (end-to-end project)
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