text & image course
March 14, 2025
4 chapters · 17 lessons
machine learning
AI-generated course with 4 chapters and 17 lessons.
Includes theory, images, an interactive quiz and a downloadable certificate.
Course Content
1
Supervised Learning
6 lessons
- Linear Regression
- Logistic Regression
- Support Vector Machines (SVM)
- Decision Trees
- Random Forests
- K-Nearest Neighbors (KNN)
2
Unsupervised Learning
3 lessons
- Clustering (K-Means, Hierarchical)
- Dimensionality Reduction (PCA, t-SNE)
- Association Rule Mining (Apriori)
3
Reinforcement Learning
4 lessons
- Markov Decision Processes (MDPs)
- Q-Learning
- Deep Q-Networks (DQN)
- Policy Gradients
4
Model Evaluation & Selection
4 lessons
- Bias-Variance Tradeoff
- Cross-Validation (K-Fold, Stratified)
- Metrics (Accuracy, Precision, Recall, F1-Score, AUC-ROC)
- Hyperparameter Tuning (Grid Search, Random Search)
