ApexDelight

Machine Learning Projects

• apexdelight
• April 18, 2025April 18, 2025
• 1

Here’s a categorized list of machine learning project ideas—from beginner to advanced level—across various domains. These will help you build real-world experience and enhance your resume or portfolio.

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🔹 Beginner Projects

1. Iris Flower Classification
   • Use the classic Iris dataset to predict flower species using classification algorithms like k-NN or Logistic Regression.
2. Titanic Survival Prediction
   • Use passenger data to predict who survived the Titanic disaster (Kaggle dataset).
3. House Price Prediction
   • Predict house prices using features like area, location, number of rooms, etc. (Linear Regression).
4. MNIST Digit Classification
   • Use deep learning (CNNs) to classify handwritten digits.
5. Movie Recommendation System
   • Build a collaborative filtering-based recommender using user ratings (e.g., MovieLens dataset).

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🔹 Intermediate Projects

6. Email Spam Detection
   • Build a spam classifier using Natural Language Processing (NLP) techniques like TF-IDF and Naive Bayes.
7. Credit Card Fraud Detection
   • Use anomaly detection or classification to identify fraudulent transactions.
8. Customer Churn Prediction
   • Predict whether a customer will leave a subscription service based on usage data.
9. Fake News Detection
   • Classify whether a news article is fake or real using NLP and logistic regression/SVM.
10. Loan Approval Prediction
    • Classify whether a loan should be approved based on applicant details.
11. Facial Expression Recognition
    • Use CNNs to classify facial emotions (happy, sad, angry, etc.).
12. Stock Price Prediction
    • Apply LSTM (Recurrent Neural Networks) to forecast stock prices using time-series data.

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🔹 Advanced Projects

13. Self-Driving Car Simulation
    • Use deep learning with a simulator (e.g., Carla) to create perception and control systems.
14. Chatbot with NLP & Transformers
    • Create a chatbot using Transformer models like BERT or GPT.
15. Object Detection with YOLO or SSD
    • Detect and label objects in images using real-time deep learning object detection models.
16. Machine Translation
    • Build a neural machine translation system using seq2seq architecture.
17. Music Genre Classification
    • Classify songs into genres using audio features and spectrograms (Librosa, CNNs).
18. Medical Image Diagnosis
    • Diagnose conditions like pneumonia or COVID-19 using X-ray images and CNNs.
19. GANs for Image Generation
    • Use Generative Adversarial Networks to create new images (e.g., faces, artwork).
20. Autonomous Drone Navigation
    • Use RL (Reinforcement Learning) to train drones to navigate obstacles.

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🔹 NLP-Focused Projects

21. Sentiment Analysis on Twitter Data
    • Scrape tweets and classify sentiment (positive/negative/neutral).
22. Text Summarization
    • Use extractive or abstractive methods (e.g., BART) to summarize long texts.
23. Resume Parser
    • Build a tool to extract data from resumes and categorize candidate skills.
24. Named Entity Recognition (NER)
    • Identify entities like names, places, and dates in text using SpaCy or HuggingFace models.
25. Speech-to-Text Transcription
    • Use libraries like DeepSpeech or Whisper to convert spoken language to text.

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🔹 Domain-Specific Ideas

• Healthcare: Disease prediction, drug discovery using ML, patient risk scoring.
• Finance: Loan default prediction, algorithmic trading strategies, portfolio optimization.
• Retail: Inventory demand forecasting, customer segmentation, pricing optimization.
• Cybersecurity: Intrusion detection systems, phishing email detection, malware classification.