AI Project Ideas
Build your AI portfolio with these project ideas, ranging from beginner to advanced. Hands-on projects are the best way to learn and demonstrate your skills.
Tip: Start simple, iterate, and deploy. A deployed project beats a perfect one that never ships.
Beginner Projects
Spam Email Classifier
Classify emails as spam or not spam
Tech: Scikit-learn, TF-IDF
House Price Predictor
Predict house prices from features
Tech: Linear Regression
Handwritten Digit Recognition
Classify 0-9 digits
Tech: CNN, MNIST
Sentiment Analysis
Analyze movie review sentiment
Tech: BERT, Transformers
Image Classifier
Classify cats vs dogs
Tech: Transfer Learning, ResNet
Intermediate Projects
Chatbot
Build a domain-specific chatbot
Tech: LLM API, RAG
Object Detection App
Real-time object detection from webcam
Tech: YOLO, OpenCV
Recommendation System
Movie/product recommendations
Tech: Collaborative Filtering
Text Summarizer
Summarize long articles
Tech: T5, BART
Face Recognition System
Identify people from images
Tech: FaceNet, dlib
Advanced Projects
Fine-tune LLM
Fine-tune open-source LLM on custom data
Tech: LoRA, QLoRA, Llama
AI Agent
Build autonomous agent with tool use
Tech: LangChain, Tools
Image Segmentation
Segment medical images
Tech: U-Net, Mask R-CNN
Speech Recognition
Transcribe audio to text
Tech: Whisper, Wav2Vec
Generative Art
Generate images from text
Tech: Stable Diffusion, GANs
Key Takeaway: Build projects that interest you. Start simple, deploy early, and iterate. Document your work on GitHub and write blog posts.