All Courses
Explore our comprehensive curriculum covering all aspects of machine learning
12 courses150+ lessons30+ projects
🐍
Beginner
Python for Machine Learning
Master Python fundamentals and essential libraries for ML
3 weeks
15 lessons
2 projects
4.8
12.5K enrolled
Python Basics
NumPy
Pandas
+2
Week 1: Python Fundamentals & Environment Setup
Week 2: NumPy & Pandas for Data Science
+ 1 more weeks
📊
Beginner
Statistics for ML
Statistical foundations essential for machine learning
2 weeks
10 lessons
1 projects
4.7
9.8K enrolled
Probability
Distributions
Hypothesis Testing
+1
Week 1: Probability & Distributions
Week 2: Statistical Inference & Testing
🔢
Beginner
Linear Algebra for ML
Essential linear algebra concepts for deep learning
2 weeks
8 lessons
1 projects
4.6
8.2K enrolled
Vectors
Matrices
Eigenvalues
+2
Week 1: Vectors & Matrix Operations
Week 2: Eigendecomposition & Applications
🤖
Beginner
ML Fundamentals
Core machine learning algorithms and concepts
4 weeks
20 lessons
3 projects
4.9
15.2K enrolled
Linear Regression
Logistic Regression
Decision Trees
+2
Week 1: Supervised Learning Basics
Week 2: Classification Algorithms
+ 2 more weeks
🧠
Intermediate
Deep Learning
Neural networks from perceptrons to transformers
6 weeks
24 lessons
4 projects
4.8
11.3K enrolled
Neural Networks
CNNs
RNNs
+3
Week 1: Neural Network Foundations
Week 2: Convolutional Neural Networks
+ 4 more weeks
💬
Intermediate
Natural Language Processing
Text processing, embeddings, and language models
4 weeks
16 lessons
3 projects
4.7
8.7K enrolled
Text Preprocessing
Word Embeddings
Seq2Seq
+2
Week 1: Text Processing & Tokenization
Week 2: Word Embeddings & Word2Vec
+ 2 more weeks
👁️
Intermediate
Computer Vision
Image classification, detection, and segmentation
4 weeks
16 lessons
3 projects
4.8
9.2K enrolled
Image Processing
CNNs
Object Detection
+2
Week 1: Image Processing Fundamentals
Week 2: CNN Architectures
+ 2 more weeks
🎮
Advanced
Reinforcement Learning
Q-learning, policy gradients, and deep RL
4 weeks
16 lessons
2 projects
4.6
5.4K enrolled
MDPs
Q-Learning
Policy Gradients
+2
Week 1: RL Foundations & MDPs
Week 2: Value-Based Methods
+ 2 more weeks
🚀
Intermediate
MLOps & Deployment
Production ML systems and deployment strategies
3 weeks
12 lessons
2 projects
4.7
7.1K enrolled
Docker
Kubernetes
CI/CD
+2
Week 1: Containerization & Docker
Week 2: Model Serving & APIs
+ 1 more weeks
⚖️
Intermediate
ML Ethics & Interpretability
Responsible AI, fairness, and model explainability
2 weeks
8 lessons
1 projects
4.5
4.5K enrolled
Bias & Fairness
Interpretability
SHAP
+2
Week 1: Bias, Fairness & Privacy
Week 2: Interpretability & Explainability
📈
Intermediate
Time Series Analysis
Forecasting methods from ARIMA to LSTMs
3 weeks
12 lessons
2 projects
4.6
6.3K enrolled
ARIMA
Prophet
LSTMs
+2
Week 1: Classical Time Series Methods
Week 2: Deep Learning for Time Series
+ 1 more weeks