Learning Paths
Structured learning paths to master machine learning concepts and practical skills
Beginner
Preprocessing
Feature Engineering Fundamentals
Learn essential techniques for creating and selecting meaningful features for ML models
4 hours
5 modules
Certificate
Intermediate
Modeling
Model Selection & Validation
Master the art of choosing the right models and validation strategies
6 hours
8 modules
Certificate
Advanced
Optimization
Advanced Hyperparameter Tuning
Deep dive into optimization techniques for model parameters
8 hours
10 modules
Certificate
Recommended Next Steps
Interview Preparation
Practice ML coding challenges and system design problems tailored for interviews
Community Challenges
Join weekly challenges and compete with other ML practitioners