README.md

Level 3: Machine Learning

This level simply consists of 150 case studies, 50 case studies on DataCamp, 90 case studies on Kaggle, 10 case studies on 8WeekSqlChallenge.

The time estimate for level case studies is between 1 day to 2 days for each case study, including reading time, thinking time, coding time, debugging time, and learning time, and you can consider that the level is done when you solved at least 30% of the phase case studies.

Prerequisite Knowledge:

* Machine Learning Algorithms

DataCamp Case Studies

(50 case studies)

#	Case Study Title	#	Case Study Title
01	Give Life Predict Blood Donations	02	Classify Song Genres from Audio Data
03	Comparing Cosmetics by Ingredients	04	Find Movie Similarity from Plot Summaries
05	ASL Recognition with Deep Learning	06	Modeling Car Insurance Claim Outcomes
07	Naïve Bees Image Loading and Processing	08	Naïve Bees Predict Species from Images
09	Predicting Credit Card Approvals	10	Predicting Temperature in London
11	Reducing Traffic Mortality in the USA	12	Predictive Modeling for Agriculture
13	Clustering Antarctic Penguin Species	14	Assessing Customer Churn Using Machine Learning
15	What Makes a Good Book?	16	Monitoring A Financial Fraud Detection Model
17	Taxi Route Optimization with Reinforcement Learning	18	Building an E-Commerce Clothing Classifier Model with Keras
19	Combating Subscriber Churn with Targeted Marketing	20	Analyzing Customer Support Calls
21	From Data to Dollars - Predicting Insurance Charges	22	Facial Recognition with Supervised Learning
23	Reveal Categories Found in Data	24	Predicting Movie Rental Durations
25	Topic Analysis of Clothing Reviews with Embeddings	26	Building RAG Chatbots for Technical Documentation
27	Analyzing Car Reviews with LLMs	28	Detect Traffic Signs with Deep Learning
29	Food Image Classification with Hugging Face	30	Stock Trading Simulation with Gymnasium
31	Detecting Cybersecurity Threats using Deep Learning	32	Classifying Emails using Llama
33	Naïve Bees Deep Learning with Images	34	Building an E-Commerce Clothing Classifier Model
35	Service Desk Ticket Classification with Deep Learning	36	Developing Multi-Input Models For OCR
37	Predicting Traffic Volume with PyTorch	38	Classifying X-Ray Images using PyTorch
39	Planning a Trip to Paris with the OpenAI API	40	Enriching Stock Market Data using the OpenAI API
41	Organizing Medical Transcriptions with the OpenAI API	42	Personalized Language Tutor
43	Build an Educational Quiz Bot with the OpenAI API	44	Cleaning Data with Generative AI
45	Building a Go-To-Market Strategy	46	AI-Assisted Restaurant Planning
47	Recommending Skincare Products	48	AI-Assisted Product Launch
49	Generate a Study Guide	50	The Hottest Topics in Machine Learning
51	Insurance Claim Processing with Pinecone

8WeekSqlChallenge Case Studies

(8 problems)

#	Problem Title	#	Problem Title
01	Case Study #1 - Danny's Diner	02	Case Study #2 - Pizza Runner
03	Case Study #3 - Foodie-Fi	04	Case Study #4 - Data Bank
05	Case Study #5 - Data Mart	06	Case Study #6 - Clique Bait
07	Case Study #7 - Balanced Tree Clothing Co.	08	Case Study #8 - Fresh Segments

Kaggle Case Studies

(90 case studies)

Supervised Learning (Classification)

#	Case Study Title	#	Case Study Title
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

Supervised Learning (Regression)

#	Case Study Title	#	Case Study Title
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

Unsupervised Learning

#	Case Study Title	#	Case Study Title
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