What You'll Learn

  • Python for AI & ML development
  • Linear Algebra, Probability & Statistics
  • Machine Learning algorithms (Regression, Classification, Clustering)
  • Deep Learning with TensorFlow & PyTorch
  • Natural Language Processing (NLP)
  • Computer Vision & Image Processing
  • Model Deployment & MLOps basics
  • Data Visualization & Feature Engineering

Learning Path

Python & Math Fundamentals 4 weeks
Machine Learning Basics 5 weeks
Deep Learning (ANN, CNN, RNN) 6 weeks
Natural Language Processing 4 weeks
Computer Vision 4 weeks
Advanced AI (Transformers, LLMs) 5 weeks
Deployment & MLOps 3 weeks

Core Technologies

Python NumPy Pandas Scikit-learn TensorFlow PyTorch Keras OpenCV NLTK Hugging Face Matplotlib Docker

Project Ideas

  • AI Chatbot with NLP
  • Image Classifier (e.g. Cats vs Dogs)
  • Stock Price Prediction Model
  • Sentiment Analysis on Tweets
  • Recommendation System (Movies/Products)

Career Opportunities

  • AI Engineer
  • Machine Learning Engineer
  • Data Scientist
  • Computer Vision Engineer
  • NLP Engineer
  • MLOps Engineer