text & image course
August 23, 2025
4 chapters · 13 lessons
machine learning
AI-generated course with 4 chapters and 13 lessons.
Includes theory, images, an interactive quiz and a downloadable certificate.
Course Content
1
Entropy in Machine Learning
3 lessons
- Information Theory and Entropy
- Entropy in Decision Trees
- Cross-Entropy Loss Function
2
Activation Functions in Neural Networks
4 lessons
- Sigmoid Function
- ReLU Function
- Tanh Function
- Softmax Function
3
Loss Functions
3 lessons
- Mean Squared Error (MSE)
- Mean Absolute Error (MAE)
- Hinge Loss
4
Mathematical Functions in ML Algorithms
3 lessons
- Probability Density Functions
- Gradient Descent
- Linear and Non-linear Functions
