AI & ML Mastery 24-Weeks

🎯 Suitable For: Developers, ML/AI engineers, tech leads, researchers aiming for deep GenAI expertise

📚 Course Type: Advanced, hands-on, theory-to-production

⏳ Duration: 24 Weeks

🌐 Mode: Live Online Sessions (2×2 hrs/week)

Weeks 1–2: Data & Math Foundations

EDA, preprocessing, feature engineering-Math: Linear algebra, stats, calculus Tools: NumPy, Pandas, Scikit-learn

Weeks 3–5: ML Algorithms

• SVM, Naive Bayes, Trees, Boosting, Clustering

• Tools: Scikit-learn, XGBoost, LightGBM

Week 6: Deep Learning

• NN training, architecture patterns

• Tools: PyTorch & TensorFlow

Week 7: Computer Vision

• CNNs, Transfer Learning, Object Detection

• Tools: torchvision, tf.keras

Week 8: NLP with Transformers

• Word2Vec, BERT/GPT, fine-tuning

• Tools: Hugging Face, Tokenizers

Week 9: Generative Models

• VAEs, GANs, Autoencoders

Week 10: MLOps

• Tracking, versioning, deployment

• Tools: MLflow, Docker, Cloud

Week 11: Responsible AI

• Fairness, explainability, bias mitigation

• Tools: SHAP, LIME

Weeks 12–24: Capstone + Specialization

Projects in NLP, CV, or MLOps