README.md

Getting Started - Kaggle, DataCamp, UCI 200 competitions 100 days

Table of Content

• Data Analysis 75 case studies
• Supervised Learning - Regression 30 case studies
• Supervised Learning - Classification 40 case studies
• Unsupervised Learning 20 case studies
• Computer Vision 50 case studies
• Natural Language Processing 30 case studies

Data Analysis 75 case studies

01	House Prices - Advanced Regression Techniques	02	Spaceship Titanic
03	Titanic - Machine Learning from Disaster	04	Acea Smart Water Analytics
05	Don't Get Kicked!	06	NFL Big Data Bowl 2023
07	NFL Big Data Bowl 2022	08	NFL Big Data Bowl 2021
09	NFL Big Data Bowl	10	NFL 1st and Future - Analytics
11	NFL Punt Analytics Competition	12	NFL Health & Safety - Helmet Assignment
13	2022 Kaggle Machine Learning & Data Science Survey	14	2021 Kaggle Machine Learning & Data Science Survey
15	2020 Kaggle Machine Learning & Data Science Survey	16	2019 Kaggle Machine Learning & Data Science Survey
17	Google Cloud & NCAA ML Competition 2019-Women's	18	Google Cloud & NCAA ML Competition 2019-Men's
19	Google Cloud & NCAA ML Competition 2020-NCAAM	20	Google Cloud & NCAA ML Competition 2020-NCAAW
21	Google Cloud & NCAA ML Competition 2018-Women's	22	Google Cloud & NCAA ML Competition 2018-Men's
23	March Machine Learning Mania 2022 - Men’s	24	March Machine Learning Mania 2022 - Women's
25	Big Data Derby 2022	26	Data Science London + Scikit-learn
27	DS4G - Environmental Insights Explorer	28	Give Me Some Credit
29	Amazon.com - Employee Access Challenge	30	Higgs Boson Machine Learning Challenge
31	Blue Book for Bulldozers	32	StumbleUpon Evergreen Classification Challenge
33	Otto Group Product Classification Challenge	34	Restaurant Revenue Prediction
35	West Nile Virus Prediction	36	Liberty Mutual Group: Property Inspection Prediction
37	Springleaf Marketing Response	38	Rossmann Store Sales
39	Homesite Quote Conversion	40	Prudential Life Insurance Assessment
41	Two Sigma Financial Modeling Challenge	42	Santander Product Recommendation
43	Outbrain Click Prediction	44	Bosch Production Line Performance
45	Predicting Red Hat Business Value	46	TalkingData Mobile User Demographics
47	Santa 2021 - The Merry Movie Montage	48	Santander Customer Satisfaction
49	March Machine Learning Mania 2016	50	BNP Paribas Cardif Claims Management
51	Home Depot Product Search Relevance	52	Machinery Tube Pricing
53	Corporación Favorita Grocery Sales Forecasting	54	Porto Seguro’s Safe Driver Prediction
55	Cdiscount’s Image Classification Challenge	56	Mercedes-Benz Greener Manufacturing
57	Zillow’s Home Value Prediction (Zestimate)	58	Instacart Market Basket Analysis
59	Sberbank Russian Housing Market	60	Click-Through Rate Prediction
61	Cervical Cancer Screening	62	Avito Context Ad Clicks
63	Recruit Restaurant Visitor Forecasting	64	Google Analytics Customer Revenue Prediction
65	Santander Value Prediction Challenge	66	The 2nd YouTube-8M Video Understanding Challenge
67	Home Credit Default Risk	68	Avito Demand Prediction Challenge
69	TalkingData AdTracking Fraud Detection Challenge	70	Santa Gift Matching Challenge
71	ASHRAE - Great Energy Predictor III	72	Elo Merchant Category Recommendation
73	PetFinder.my Adoption Prediction	74	OSIC Pulmonary Fibrosis Progression
75	Novozymes Enzyme Stability Prediction	76	Google AI4Code – Understand Code in Python Notebooks
77	JPX Tokyo Stock Exchange Prediction	78	American Express - Default Prediction

Supervised Learning - Regression 30 case studies

01	House Prices - Advanced Regression Techniques	02	Acea Smart Water Analytics
03	DS4G - Environmental Insights Explorer	04	Amazon.com - Employee Access Challenge
05	Restaurant Revenue Prediction	06	Blue Book for Bulldozers
07	Give Me Some Credit	08	Rossmann Store Sales
09	Two Sigma Financial Modeling Challenge	10	Santander Customer Satisfaction
11	Corporación Favorita Grocery Sales Forecasting	12	Mercedes-Benz Greener Manufacturing
13	Zillow’s Home Value Prediction (Zestimate)	14	Instacart Market Basket Analysis
15	Sberbank Russian Housing Market	16	Click-Through Rate Prediction
17	Machinery Tube Pricing	18	Recruit Restaurant Visitor Forecasting
19	Google Analytics Customer Revenue Prediction	20	Santander Value Prediction Challenge
21	The 2nd YouTube-8M Video Understanding Challenge	22	Home Credit Default Risk
23	Avito Demand Prediction Challenge	24	ASHRAE - Great Energy Predictor III
25	OSIC Pulmonary Fibrosis Progression	26	Novozymes Enzyme Stability Prediction
27	American Express - Default Prediction	28	JPX Tokyo Stock Exchange Prediction
29	Santa Gift Matching Challenge	30	Elo Merchant Category Recommendation

Supervised Learning - Classification 40 case studies

01	Titanic - Machine Learning from Disaster	02	Spaceship Titanic
03	Data Science London + Scikit-learn	04	NFL Big Data Bowl 2023
05	NFL Big Data Bowl 2022	06	NFL Big Data Bowl 2021
07	NFL Big Data Bowl	08	NFL 1st and Future - Analytics
09	NFL Punt Analytics Competition	10	NFL Health & Safety - Helmet Assignment
11	Big Data Derby 2022	12	Don't Get Kicked!
13	West Nile Virus Prediction	14	Higgs Boson Machine Learning Challenge
15	StumbleUpon Evergreen Classification Challenge	16	Otto Group Product Classification Challenge
17	Springleaf Marketing Response	18	Homesite Quote Conversion
19	Prudential Life Insurance Assessment	20	Santander Product Recommendation
21	Outbrain Click Prediction	22	Bosch Production Line Performance
23	Predicting Red Hat Business Value	24	TalkingData Mobile User Demographics
25	March Machine Learning Mania 2016	26	BNP Paribas Cardif Claims Management
27	Home Depot Product Search Relevance	28	Santa's Stolen Sleigh
29	Porto Seguro’s Safe Driver Prediction	30	Cdiscount’s Image Classification Challenge
31	Cervical Cancer Screening	32	Santa's Stolen Sleigh
33	Avito Context Ad Clicks	34	TalkingData AdTracking Fraud Detection Challenge
35	Google Cloud & NCAA ML Competition 2018-Women's	36	Google Cloud & NCAA ML Competition 2018-Men's
37	PetFinder.my Adoption Prediction	38	Google Cloud & NCAA ML Competition 2019-Women's
39	Google Cloud & NCAA ML Competition 2019-Men's	40	Google Cloud & NCAA ML Competition 2020-NCAAM
41	Google Cloud & NCAA ML Competition 2020-NCAAW	42	Santa 2021 - The Merry Movie Montage
43	March Machine Learning Mania 2022 - Men’s	44	March Machine Learning Mania 2022 - Women's

Unsupervised Learning 20 case studies

01	Google Cloud & NCAA March Madness Analytics	02	EDSA Movie Recommendation Challenge
03	EDSA Movie Recommendation Challenge	04	Personalize Expedia Hotel Searches - ICDM 2013
05	Expedia Hotel Recommendations	06	LearnPlatform COVID-19 Impact on Digital Learning
07	Google Research Football with Manchester City F.C.	08	Instant Gratification
09	M5 Forecasting - Uncertainty	10	G-Research Crypto Forecasting
11	Optiver Realized Volatility Prediction	12	MLB Player Digital Engagement Forecasting
13	Jane Street Market Prediction	14	Santa 2022 - The Christmas Card Conundrum
15	Open Problems - Multimodal Single-Cell Integration	16	H&M Personalized Fashion Recommendations
17	Ubiquant Market Prediction	18	Foursquare - Location Matching
19	Store Sales - Time Series Forecasting	20	Grupo Bimbo Inventory Demand

Computer Vision 50 case studies

01	Digit Recognizer	02	Diabetic Retinopathy Detection
03	First Steps With Julia	04	I’m Something of a Painter Myself
05	Petals to the Metal - Flower Classification on TPU	06	Facial Keypoints Detection
07	The Nature Conservancy Fisheries Monitoring	08	Ultrasound Nerve Segmentation
09	Avito Duplicate Ads Detection	10	Draper Satellite Image Chronology
11	State Farm Distracted Driver Detection	12	Second Annual Data Science Bowl
13	Statoil/C-CORE Iceberg Classifier Challenge	14	Carvana Image Masking Challenge
15	Passenger Screening Algorithm Challenge	16	Planet: Understanding the Amazon from Space
17	NOAA Fisheries Steller Sea Lion Population Count	18	Intel & MobileODT Cervical Cancer Screening
19	Google Cloud & YouTube-8M Video Understanding Challenge	20	Data Science Bowl 2017
21	Dstl Satellite Imagery Feature Detection	22	Human Protein Atlas Image Classification
23	PLAsTiCC Astronomical Classification	24	Quick, Draw! Doodle Recognition Challenge
25	RSNA Pneumonia Detection Challenge	26	Airbus Ship Detection Challenge
27	TGS Salt Identification Challenge	28	Google AI Open Images - Visual Relationship Track
29	Google AI Open Images - Object Detection Track	30	2018 Data Science Bowl
31	IEEE's Signal Processing Society - Camera Model Identification	32	Peking University/Baidu - Autonomous Driving
33	RSNA Intracranial Hemorrhage Detection	34	Lyft 3D Object Detection for Autonomous Vehicles
35	Severstal: Steel Defect Detection	36	APTOS 2019 Blindness Detection
37	SIIM-ACR Pneumothorax Segmentation	38	Humpback Whale Identification
39	VSB Power Line Fault Detection	40	NFL 1st and Future - Impact Detection
41	RSNA STR Pulmonary Embolism Detection	42	Lyft Motion Prediction for Autonomous Vehicles
43	SIIM-ISIC Melanoma Classification	44	Prostate cANcer graDe Assessment (PANDA) Challenge
45	Deepfake Detection Challenge	46	Sartorius - Cell Instance Segmentation
47	RSNA-MICCAI Brain Tumor Radiogenomic Classification	48	SIIM-FISABIO-RSNA COVID-19 Detection
49	Shopee - Price Match Guarantee	50	Human Protein Atlas - Single Cell Classification
51	VinBigData Chest X-ray Abnormalities Detection	52	RANZCR CLiP - Catheter and Line Position Challenge
53	RSNA Screening Mammography Breast Cancer Detection	54	DFL - Bundesliga Data Shootout
55	RSNA 2022 Cervical Spine Fracture Detection	56

Natural Language Processing 30 case studies

01	Bag of Words Meets Bags of Popcorn	02	Natural Language Processing with Disaster Tweets
03	Contradictory, My Dear Watson	04	Data Science for Good: City of Los Angeles
05	Data Science for Good: CareerVillage.org	06	Predict Closed Questions on Stack Overflow
07	The Hewlett Foundation: Automated Essay Scoring	08	See Click Predict Fix
09	CDP - Unlocking Climate Solutions	10	Tradeshift Text Classification
11	Crowdflower Search Results Relevance	12	Coupon Purchase Prediction
13	Flavours of Physics	14	Mercari Price Suggestion Challenge
15	TensorFlow Speech Recognition Challenge	16	Quora Question Pairs
17	Toxic Comment Classification Challenge	18	Two Sigma: Using News to Predict Stock Movements
19	Quora Insincere Questions Classification	20	Jigsaw Unintended Bias in Toxicity Classification
21	Riiid Answer Correctness Prediction	22	Tweet Sentiment Extraction
23	Jigsaw Multilingual Toxic Comment Classification	24	Google QUEST Q&A Labeling
25	TensorFlow 2.0 Question Answering	26	Feedback Prize - Evaluating Student Writing
27	Jigsaw Rate Severity of Toxic Comments	28	CommonLit Readability Prize
29	Coleridge Initiative - Show US the Data	30	Bristol-Myers Squibb – Molecular Translation
31	OTTO – Multi-Objective Recommender System	32	Feedback Prize - English Language Learning
33	Feedback Prize - Predicting Effective Arguments	34	U.S. Patent Phrase to Phrase Matching
35	NBME - Score Clinical Patient Notes	36