ML & GenAI Projects with Python

If you’re serious about building a career in Machine Learning or Generative AI, you already know one thing: skills come from projects, not just theory. So, in this article, I’ll take you through a list of 40+ ML & GenAI guided projects with Python. Each project will help you practice ML and build the kind of confidence that recruiters will love.

40+ ML & GenAI Guided Projects with Python

Below are 40+ ML & GenAI projects with Python that cover everything from regression basics to building your LLM.

Predictive Modelling & Business Analytics

1. Dynamic Pricing Strategy
2. Smart Loan Recovery System
3. House Rent Prediction
4. Loan Approval Prediction
5. Retail Price Optimization
6. Food Delivery Time Prediction
7. Music Popularity Prediction
8. Ads Click-Through Rate Prediction
9. Salary Prediction
10. Diamond Price Prediction
11. Real Estate Price Prediction

Clustering, Segmentation & Anomaly Detection

1. Geospatial Clustering
2. Credit Scoring & Segmentation
3. App User Segmentation
4. Credit Card Clustering
5. Clustering Music Genres
6. Google Search Queries Anomaly Detection

NLP, Text & Conversational AI

1. Next Word Prediction Model
2. Text Classification Pipeline with Hugging Face Transformers
3. Text Completion using Fine-tuning LLMs
4. Text Summarization Model with LLMs
5. Building a Predictive Keyboard Model
6. Document Analysis using LLMs
7. Consumer Complaint Classification
8. Text Emotions Classification
9. Topic Modelling
10. YouTube Video Chaptering
11. End-to-End Chatbot
12. Text Generation Model
13. Code Generation Model with LLMs

Computer Vision, LLMs & GenAI

1. Building Synthetic Medical Records
2. Recommendation System using TensorFlow
3. Image Classification Model
4. AI Image Caption Recommendation System
5. Building AI Agents with CrewAI
6. Building a Multimodal AI Model
7. Building an AI Agent using Agentic AI
8. Building an AI Agent using OpenAI API
9. Building an LLM from Scratch
10. Building a Rag Pipeline for LLMs
11. Data Augmentation using LLMs
12. Generative AI Model From Scratch
13. Fashion Recommendations using Image Features
14. Fine-tuning LLMs on Your Own Data

Many of these projects will require you to know the fundamentals of ML Algorithms, GenAI and LLMs. You can follow my book to learn everything step-by-step. Find it below:

1. Paperback on Amazon
2. Affordable Ebook on Google Play

Final Words

So, if you’re a beginner, start with Predictive Modelling projects like House Rent Prediction or Loan Approval Prediction. If you’re already comfortable, dive into NLP and GenAI projects like Text Summarization with LLMs or RAG Pipelines. I hope you liked this article on 40+ ML & GenAI guided projects with Python. Feel free to ask valuable questions in the comments section below. You can follow me on Instagram for many more resources.