Capstone Projects
Build real-world ML applications across computer vision, NLP, and more
Computer Vision
Beginner
Plant Disease Detection
Build a CNN to identify plant diseases from leaf images
2 weeks
Skills you'll learn:
CNN
Transfer Learning
Image Classification
NLP
Beginner
Sentiment Analysis API
Create an NLP model to analyze customer reviews
2 weeks
Skills you'll learn:
Text Processing
Classification
API Development
Tabular
Beginner
House Price Prediction
Predict house prices using regression techniques
1 week
Skills you'll learn:
Regression
Feature Engineering
sklearn
Computer Vision
Intermediate
Real-time Object Detection
Build a YOLO-based object detection system
3 weeks
Skills you'll learn:
YOLO
Object Detection
Real-time Processing
NLP
Intermediate
Document Q&A System
Build a RAG-based question answering system
3 weeks
Skills you'll learn:
Transformers
RAG
Vector Databases
Reinforcement Learning
Advanced
Game-Playing Agent
Train an RL agent to play Atari games
4 weeks
Skills you'll learn:
DQN
Policy Gradient
OpenAI Gym