Complete Learning Path
5 comprehensive units designed for diploma and engineering students
Unit 1
Insights & Preprocessing
Data exploration, visualization, and preprocessing fundamentals. Learn to clean, transform, and prepare datasets for machine learning models.
Explore Unit
Unit 2
Supervised Learning
Regression and classification models. Master decision trees, SVMs, ensemble methods, and model evaluation techniques.
Explore Unit
Unit 3
Unsupervised & NLP
Clustering, dimensionality reduction, and NLP fundamentals. Explore pattern discovery and text processing techniques.
Explore Unit
Unit 4
Deep Learning
Neural networks, CNNs, and RNNs. Build and train deep learning models for image recognition and sequence processing.
Explore Unit
Unit 5
Advanced & Applications
Time series analysis, reinforcement learning, and real-world applications. Deploy and productionize ML systems.
Explore Unit
Microprojects
Hands-On Learning
22 comprehensive microprojects across all units. Apply learning immediately with guided, real-world problem-solving tasks.
