Artificial Intelligence coding problems
Explore artificial intelligence, machine learning, deep learning, and generative AI. From fundamentals to building intelligent systems.
| # | Problem | Difficulty | Topic |
|---|---|---|---|
| 67 | Types of Machine Learning | Beginner | What is ML |
| 68 | ML Pipeline Design | Easy | ML Pipeline |
| 69 | Linear Regression from Scratch | Medium | Regression |
| 70 | Logistic Regression Binary Classifier | Medium | Classification |
| 71 | Decision Tree by Hand | Medium | Decision Trees |
| 72 | K-Means Clustering Visualization | Medium | Clustering |
| 73 | PCA Dimensionality Reduction | Hard | Dimensionality Reduction |
| 74 | Neural Network with NumPy | Hard | Perceptrons |
| 75 | CNN Architecture Design | Hard | Convolutional NN |
| 76 | Transformer Attention Mechanism | Hard | Transformers |
| 77 | Prompt Engineering Challenge | Easy | Prompt Design |