thisisdevang / Data-Science-Projects

Collection of data science projects in Python

Data Science Projects

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• 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	Amazon reviews dataset Amazon reviews dataset Twitter Sentiment analysis - Medium Twitter Sentiment analysis - analytics vidhya	☐ ☐ ☐ ☐
2	Fake News detection	Detecting Fake News	☐
3	Detecting Parkinsons's Disease	Disease detection using XGBoost 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	Comprehensive data exploration with Python- Kaggle Titanic Data Science Solutions - Kaggle Data ScienceTutorial for Beginners - Kaggle Introduction to Ensembling/Stacking in Python - Kaggle A Data Science Framework: To Achieve 99% Accuracy - Kaggle Stacked Regressions : Top 4% on LeaderBoard - Kaggle An Interactive Data Science Tutorial - Kaggle EDA To Prediction(DieTanic) - Kaggle Titanic: Machine Learning from Disaster - Kaggle	☐ ☐ ☐ ☐ ☐ ☐ ☐ ☐ ☐
	Intermediate
1	Speech Emotion Recognition	Speech Emotion Recognition with librosa	☐
2	Gender and Age Detection	pyimagesearch - Age Detection with deep learning learnopencv - Gender & Age Classification using OpenCV Deep Learning DataFlair - Gender and Age Detection with OpenCV analytics vidhya - Age Detection	☐ ☐ ☐
3	Driver Drowsiness detection	Real-time facial landmark detection Eye blink detection Drowsiness detection with OpenCV DataFlair - System with OpenCV & Keras	☐ ☐ ☐ ☐
4	Basic Chatbot	chatbot using NLTK & Keras	☐
5	Handwritten Digit Recognition	Handwritten Digit Recognition 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	Medium - Simple song recommender system Medium - A Simple Song Recommender System in Python analytics vidhya - Guide to song recommendation system Youtube - Building Recommender Systems Using Python 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	kaggle - Deep learning using sign langugage kaggle - CNN using Keras	☐ ☐
	Advanced
1	Image Captioning	Image Captioning with visual Attention	☑
2	Credit Card Fraud Detection	geeksforgeeks - Credit Card Fraud Detection Kaggel kernels Google search results	☐ ☐ ☐
3	Recommendation System	Recommendation Systems RECOMMENDATION SYSTEM Medium - Movie recommendation kaggel - Movies Recommender System Quick Guide to Build a Recommendation Engine in Python & R	☐ ☐ ☐ ☐ ☐
4	Customer Segmentation	Customer Segmentation by RFM clustering kaggle - Customer Segmentation Customer Segmentation by KMeans KDnuggets - Beginner’s Guide to Customer Segmentation KDnuggets - Customer Segmentation Using K Means Clustering Customer Segmentation: A Technical Guide	☐ ☐ ☐ ☐ ☐ ☐
5	Breast Cancer Classification	pyimagesearch - Breast cancer classification with Keras and Deep Learning 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	MLM - Deep Learning Models for Human Activity Recognition Human Activity Recognition with OpenCV and Deep Learning	☐ ☐
9	Covid-19	pyimagesearch - Covid-19 in X-ray images pyimagesearch - Mask detection 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	☐

Additional resources

• A curated list of applied machine learning and data science notebooks and libraries across different industries.
• edyoda/data-science-complete-tutorial: For extensive instructor led learning
• Advanced Data Science - YouTube
• Data ScienceTutorial for Beginners | Kaggle
• donnemartin/data-science-ipython-notebooks