Machine Learning Fundamentals
Linear Regression from Scratch
Easy
Solve
Implement K-Means Clustering
Medium
Solve
Decision Tree Implementation
Medium
Solve
SVM with Custom Kernels
Hard
Solve
Deep Learning
Build a Simple Neural Network
Easy
Solve
Implement Backpropagation
Medium
Solve
CNN for Image Classification
Medium
Solve
Implement Attention Mechanism
Hard
Solve
Natural Language Processing
Text Classification with TF-IDF
Easy
Solve
Word Embeddings from Scratch
Medium
Solve
Named Entity Recognition
Medium
Solve
Build a Transformer Model
Hard
Solve
Computer Vision
Image Preprocessing Pipeline
Easy
Solve
Object Detection with YOLO
Medium
Solve
Image Segmentation
Medium
Solve
GANs for Image Generation
Hard
Solve