AI & ML Projects with Python

If you’re looking to master AI and Machine Learning, there’s no better way than building real-world projects. Whether you’re a beginner exploring ML or a professional looking to sharpen your portfolio, this curated list of 55+ AI & ML Projects using Python is for you. Each project is designed to help you gain hands-on experience and improve your resume, from predictive modelling and deep learning to LLMs and time series forecasting.

AI & ML Projects with Python

Below is a list of 55+ AI & ML Projects, designed to help you gain hands-on experience and improve your resume, from predictive modelling and deep learning to LLMs and time series forecasting.

Predictive Modelling Projects

These projects are perfect for learning how to predict outcomes based on historical data:

  1. Building an AI Agent using Agentic AI
  2. MLOps Pipeline using Apache Airflow
  3. End-to-End Predictive Model
  4. Compare Multiple Predictive Models
  5. Packaging ML Models
  6. Dynamic Pricing Strategy
  7. Music Popularity Prediction
  8. House Rent Prediction
  9. Loan Approval Prediction
  10. Retail Price Optimization
  11. Food Delivery Time Prediction
  12. Real Estate Price Prediction
  13. Salary Prediction
  14. Diamond Price Prediction

Classification Projects

These classification tasks are perfect for identifying categories or flags based on input features:

  1. Smart Loan Recovery System
  2. Classification on Imbalanced Data
  3. Google Search Queries Anomaly Detection
  4. Text Emotions Classification
  5. Credit Score Classification
  6. Ads Click-Through Rate Prediction
  7. Consumer Complaint Classification
  8. Anomaly Detection in Transactions
  9. Classification with Neural Networks

Segmentation and Clustering

These unsupervised learning projects are essential for identifying hidden patterns or groups in your data:

  1. Geospatial Clustering
  2. User Profiling and Segmentation
  3. Credit Scoring & Segmentation
  4. App User Segmentation
  5. Credit Card Clustering
  6. Clustering Music Genres

NLP & LLM Projects

Natural Language Processing and Large Language Models are transforming AI. These projects are your gateway to mastering them:

  1. Building a Predictive Keyboard Model
  2. End-to-End Chatbot
  3. Topic Modelling
  4. Text Generation Model
  5. Music Recommendation System
  6. YouTube Video Chaptering
  7. AI Image Caption Recommendation System
  8. Building an LLM from Scratch
  9. Data Augmentation using LLMs
  10. Building a Rag Pipeline for LLMs
  11. Text Completion using Fine-tuning LLMs
  12. Text Summarization Model with LLMs
  13. Document Analysis using LLMs
  14. Text Generation with LLMs

Generative AI & Deep Learning Projects

These projects push the creative and cognitive boundaries of AI. Ideal for those diving into deep learning and GenAI:

  1. Building an AI Agent using OpenAI API
  2. Fashion Recommendations using Image Features
  3. Image Classification Model
  4. Next Word Prediction Model
  5. Generative AI Model From Scratch
  6. Synthetic Data Generation
  7. Code Generation Model with LLMs

Time Series Forecasting Projects

Time series is core to business strategy. These projects cover univariate and multivariate time-based predictions:

  1. Analyzing & Forecasting Rainfall Trends
  2. Website Traffic Analysis & Forecasting
  3. Ads CTR Forecasting
  4. Multivariate Time Series Forecasting
  5. Demand Forecasting & Inventory Optimization
  6. Netflix Subscriptions Forecasting
  7. Currency Exchange Rate Forecasting
  8. Instagram Reach Forecasting
  9. Time Series Forecasting with ARIMA
  10. Weather Forecasting

Final Words

Each project on this list is a stepping stone toward becoming job-ready in Data Science and AI. You can use Python libraries like Scikit-learn, PyTorch, TensorFlow, Pandas, LangChain, and Hugging Face Transformers to build these projects efficiently. I hope you liked this article on 55+ AI & ML Projects using Python. Feel free to ask valuable questions in the comments section below. You can follow me on Instagram for many more resources.

Aman Kharwal
Aman Kharwal

AI/ML Engineer | Published Author. My aim is to decode data science for the real world in the most simple words.

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