/Data_processing

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
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2 Fake News detection Detecting Fake News ☐
3 Detecting Parkinsons's Disease
  1. Disease detection using XGBoost
  2. pyimagesearch - Detecting Parkinsons's Disease
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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
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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
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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
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4 Basic Chatbot chatbot using NLTK & Keras ☐
5 Handwritten Digit Recognition
  1. Handwritten Digit Recognition
  2. kaggle - Digit Recognition-Tutorial (CNN)
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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
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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
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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
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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
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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
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5 Breast Cancer Classification
  1. pyimagesearch - Breast cancer classification with Keras and Deep Learning
  2. Dataflair - Breast Cancer Classification
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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
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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
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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 ☐

Additional resources