The top 15 machine learning projects in Python with source code
Table of Contents
1. Loan Prediction
Predict whether a loan will be approved based on applicant information using classification algorithms
Recommended for: Beginner
Tech Stack: Python, Numpy, Pandas, Seaborn, Scikit learn
Link to source code: Loan Prediction
2. Titanic Survival Prediction
Predict whether a passenger survived the Titanic disaster based on various features such as age, gender, and class.
Recommended for: Beginners
Tech Stack: Python
Link to source code: Titanic Survival Prediction
3. Fake News Detection
Identify whether a news article is fake or real using natural language processing techniques.
Recommended for: Beginners
Tech Stack: Python, Numpy, Pandas, scikit learn
Link to source code: Fake News Detection
4. Stock Price Prediction
Predict stock prices using historical data and machine learning algorithms.
Recommended for: Beginner
Tech Stack: Python, Scikit learn, Keras, Numpy, Pandas
Link to source code: Stock Price Prediction
5. Digit Recognition
Classify handwritten digits using the MNIST dataset and neural networks.
Recommended for: Beginner
Tech Stack: Python, Computer vision, numpy, tensorflow, keras, pillow
Link to source code: Digit Recognition
6. Gender Recognition
Classify gender based on voice features using machine learning techniques.
Recommended for: Intermediate
Tech Stack: Python, librosa, scikit learn, pydub
Link to source code: Gender Recognition
7. Hate Speech Detection
Detect hate speech in tweets using natural language processing and machine learning.
Recommended for: Intermediate
Tech Stack: Python, NLTK, Pandas, NumPy
Link to source code: Hate Speech Detection
8. Credit Card Fraud Detection
Detect fraudulent credit card transactions using various machine learning algorithms.
Recommended for: Intermediate
Tech Stack: Python, numpy, pandas, scikit learn
Link to source code: Credit Card Fraud Detection
9. Customer Segmentation
Segment customers into different groups based on their purchasing behavior using clustering algorithms.
Recommended for: Intermediate
Tech Stack: Python
Link to source code: Customer Segmentation
10. Chatbot using Python
Create a chatbot that can interact with users using natural language processing and machine learning techniques.
Recommended for: Intermediate
Tech Stack: Python, Natural Language Processing
Link to source code Chatbot using Python
11. Social Media Sentiment Analysis using Python and Machine Learning
Analyze the sentiment of social media posts using natural language processing and machine learning techniques.
Recommended for: Advanced
Tech Stack: Python, numpy, pandas, nltk
Link to source code: Social Media Sentiment Analysis
12. Movie Recommendation System
Build a recommendation system to suggest movies to users based on their preferences.
Recommended for: Advanced
Tech Stack: Python, numpy, surprise
Link to source code: Movie Recommendation System
13. Image Recognition
Classify images into different categories using convolutional neural networks and deep learning techniques.
Recommended for: Advanced
Tech Stack: Python, Computer vision
Link to source code: Image Recognition
14. Language Detection
Detect the language of a given text using natural language processing and machine learning techniques.
Recommended for: Advanced
Tech Stack: Python, pandas, scikit learn
Link to source code: Language Detection
15. Speech Emotion Recognition
Classify emotions from speech signals using machine learning and deep learning techniques.
Recommended for: Advanced
Tech Stack: Python, librosa
Link to source code: Speech Emotion Recognition
These projects cover a wide range of machine learning applications and are great for honing your skills in Python and machine learning.