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Data Science Projects


  • This is a compiled list of different project topics for learning purposes
  • The main purpose of this list is to get hands-on experience on different topics.
Sr. No. Project Resource link Completed
BASIC
1 Sentiment Analysis
  1. Amazon reviews dataset
  2. Amazon reviews dataset
  3. Twitter Sentiment analysis - Medium
  4. Twitter Sentiment analysis - analytics vidhya
2 Fake News detection Detecting Fake News
3 Detecting Parkinsons's Disease
  1. Disease detection using XGBoost
  2. pyimagesearch - Detecting Parkinsons's Disease
4 Color Detection OpenCV Project
5 Iris Data Set - Predict the class of the flower many - analytics vidhya
6 Loan Prediction - Predict if a loan will get approved or not. many - analytics vidhya
7 BigMart Sales Dataset - Predict the sales of a store. many - analytics vidhya
8 House Price Regression kaggle
9 Wine quality - Predict the quality of the wine. Kaggle kernel
10 Heights and Weights Dataset - Predict the height or weight of a person Study of height versus weight
11 Email Classification youtube
12 Titanic dataset
  1. Comprehensive data exploration with Python- Kaggle
  2. Titanic Data Science Solutions - Kaggle
  3. Data ScienceTutorial for Beginners - Kaggle
  4. Introduction to Ensembling/Stacking in Python - Kaggle
  5. A Data Science Framework: To Achieve 99% Accuracy - Kaggle
  6. Stacked Regressions : Top 4% on LeaderBoard - Kaggle
  7. An Interactive Data Science Tutorial - Kaggle
  8. EDA To Prediction(DieTanic) - Kaggle
  9. Titanic: Machine Learning from Disaster - Kaggle
Intermediate
1 Speech Emotion Recognition Speech Emotion Recognition with librosa
2 Gender and Age Detection
  1. pyimagesearch - Age Detection with deep learning
  2. learnopencv - Gender & Age Classification using OpenCV Deep Learning
  3. DataFlair - Gender and Age Detection with OpenCV
  4. analytics vidhya - Age Detection
3 Driver Drowsiness detection
  1. Real-time facial landmark detection
  2. Eye blink detection
  3. Drowsiness detection with OpenCV
  4. DataFlair - System with OpenCV & Keras
4 Basic Chatbot chatbot using NLTK & Keras
5 Handwritten Digit Recognition
  1. Handwritten Digit Recognition
  2. kaggle - Digit Recognition-Tutorial (CNN)
6 Black Friday Dataset - Predict purchase amount. github
7 Trip History Dataset - Predict the class of user. analytics vidhya
8 Song recommendation
  1. Medium - Simple song recommender system
  2. Medium - A Simple Song Recommender System in Python
  3. analytics vidhya - Guide to song recommendation system
  4. Youtube - Building Recommender Systems Using Python
  5. Youtube - Music Search and Recommendation from Millions of Songs
9 Handwritten Text Recognition Build a Handwritten Text Recognition System using TensorFlow
10 Sentiment analysis - IMDB movie review dataset tensorflow
11 Text generation - Shakespeare tensorflow
12 Sign language MNIST classification
  1. kaggle - Deep learning using sign langugage
  2. kaggle - CNN using Keras
Advanced
1 Image Captioning Image Captioning with visual Attention
2 Credit Card Fraud Detection
  1. geeksforgeeks - Credit Card Fraud Detection
  2. Kaggel kernels
  3. Google search results
3 Recommendation System
  1. Recommendation Systems
  2. RECOMMENDATION SYSTEM
  3. Medium - Movie recommendation
  4. kaggel - Movies Recommender System
  5. Quick Guide to Build a Recommendation Engine in Python & R
4 Customer Segmentation
  1. Customer Segmentation by RFM clustering
  2. kaggle - Customer Segmentation
  3. Customer Segmentation by KMeans
  4. KDnuggets - Beginner’s Guide to Customer Segmentation
  5. KDnuggets - Customer Segmentation Using K Means Clustering
  6. Customer Segmentation: A Technical Guide
5 Breast Cancer Classification
  1. pyimagesearch - Breast cancer classification with Keras and Deep Learning
  2. Dataflair - Breast Cancer Classification
6 Traffic Signs Recognition pyimagesearch - Traffic Sign Classification with Keras and Deep Learning
7 Urban Sound Classification Audio Data Analysis using Deep Learning
8 Human Activity Recognition
  1. MLM - Deep Learning Models for Human Activity Recognition
  2. Human Activity Recognition with OpenCV and Deep Learning
9 Covid-19
  1. pyimagesearch - Covid-19 in X-ray images
  2. pyimagesearch - Mask detection
  3. rubiks-code Detection of COVID-19 in chest X-Rays with Deep Learning
10 Video classification pyimagesearch
11 Fire and smoke detection pyimagesearch
12 Detecting Natural Disasters pyimagesearch
13 Anonymizing faces pyimagesearch
14 Text Summarization list of links
15 Deep Dream and Style Transfer list of links

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