Level 3: Machine Learning coming soon Prerequisite Knowledge: * Machine Learning Algorithms DataCamp Case Studies (50 case studies) # Case Study Title # Case Study Title 01Give Life Predict Blood Donations 02Classify Song Genres from Audio Data 03Comparing Cosmetics by Ingredients 04Find Movie Similarity from Plot Summaries 05ASL Recognition with Deep Learning 06Modeling Car Insurance Claim Outcomes 07Naïve Bees Image Loading and Processing 08Naïve Bees Predict Species from Images 09Predicting Credit Card Approvals 10Predicting Temperature in London 11Reducing Traffic Mortality in the USA 12Predictive Modeling for Agriculture 13Clustering Antarctic Penguin Species 14Assessing Customer Churn Using Machine Learning 15What Makes a Good Book? 16Monitoring A Financial Fraud Detection Model 17Taxi Route Optimization with Reinforcement Learning 18Building an E-Commerce Clothing Classifier Model with Keras 19Combating Subscriber Churn with Targeted Marketing 20Analyzing Customer Support Calls 21From Data to Dollars - Predicting Insurance Charges 22Facial Recognition with Supervised Learning 23Reveal Categories Found in Data 24Predicting Movie Rental Durations 25Topic Analysis of Clothing Reviews with Embeddings 26Building RAG Chatbots for Technical Documentation 27Analyzing Car Reviews with LLMs 28Detect Traffic Signs with Deep Learning 29Food Image Classification with Hugging Face 30Stock Trading Simulation with Gymnasium 31Detecting Cybersecurity Threats using Deep Learning 32Classifying Emails using Llama 33Naïve Bees Deep Learning with Images 34Building an E-Commerce Clothing Classifier Model 35Service Desk Ticket Classification with Deep Learning 36Developing Multi-Input Models For OCR 37Predicting Traffic Volume with PyTorch 38Classifying X-Ray Images using PyTorch 39Planning a Trip to Paris with the OpenAI API 40Enriching Stock Market Data using the OpenAI API 41Organizing Medical Transcriptions with the OpenAI API 42Personalized Language Tutor 43Build an Educational Quiz Bot with the OpenAI API 44Cleaning Data with Generative AI 45Building a Go-To-Market Strategy 46AI-Assisted Restaurant Planning 47Recommending Skincare Products 48AI-Assisted Product Launch 49Generate a Study Guide 50The Hottest Topics in Machine Learning 51Insurance Claim Processing with Pinecone 8WeekSqlChallenge Case Studies (8 problems) # Problem Title # Problem Title 01Case Study #1 - Danny's Diner 02Case Study #2 - Pizza Runner 03Case Study #3 - Foodie-Fi 04Case Study #4 - Data Bank 05Case Study #5 - Data Mart 06Case Study #6 - Clique Bait 07Case Study #7 - Balanced Tree Clothing Co. 08Case Study #8 - Fresh Segments Kaggle Case Studies (90 case studies) Supervised Learning (Classification) # Case Study Title # Case Study Title 01Titanic - Machine Learning from Disaster 02Spaceship Titanic 03Data Science London + Scikit-learn 04NFL Big Data Bowl 2023 05NFL Big Data Bowl 2022 06NFL Big Data Bowl 2021 07NFL Big Data Bowl 08NFL 1st and Future - Analytics 09NFL Punt Analytics Competition 10NFL Health & Safety - Helmet Assignment 11Big Data Derby 2022 12Don't Get Kicked! 13West Nile Virus Prediction 14Higgs Boson Machine Learning Challenge 15StumbleUpon Evergreen Classification Challenge 16Otto Group Product Classification Challenge 17Springleaf Marketing Response 18Homesite Quote Conversion 19Prudential Life Insurance Assessment 20Santander Product Recommendation 21Outbrain Click Prediction 22Bosch Production Line Performance 23Predicting Red Hat Business Value 24TalkingData Mobile User Demographics 25March Machine Learning Mania 2016 26BNP Paribas Cardif Claims Management 27Home Depot Product Search Relevance 28Santa's Stolen Sleigh 29Porto Seguro’s Safe Driver Prediction 30Cdiscount’s Image Classification Challenge 31Cervical Cancer Screening 32Santa's Stolen Sleigh 33Avito Context Ad Clicks 34TalkingData AdTracking Fraud Detection Challenge 35Google Cloud & NCAA ML Competition 2018-Women's 36Google Cloud & NCAA ML Competition 2018-Men's 37PetFinder.my Adoption Prediction 38Google Cloud & NCAA ML Competition 2019-Women's 39Google Cloud & NCAA ML Competition 2019-Men's 40Google Cloud & NCAA ML Competition 2020-NCAAM 41Google Cloud & NCAA ML Competition 2020-NCAAW 42Santa 2021 - The Merry Movie Montage 43March Machine Learning Mania 2022 - Men’s 44March Machine Learning Mania 2022 - Women's Supervised Learning (Regression) # Case Study Title # Case Study Title 01House Prices - Advanced Regression Techniques 02Acea Smart Water Analytics 03DS4G - Environmental Insights Explorer 04Amazon.com - Employee Access Challenge 05Restaurant Revenue Prediction 06Blue Book for Bulldozers 07Give Me Some Credit 08Rossmann Store Sales 09Two Sigma Financial Modeling Challenge 10Santander Customer Satisfaction 11Corporación Favorita Grocery Sales Forecasting 12Mercedes-Benz Greener Manufacturing 13Zillow’s Home Value Prediction (Zestimate) 14Instacart Market Basket Analysis 15Sberbank Russian Housing Market 16Click-Through Rate Prediction 17Machinery Tube Pricing 18Recruit Restaurant Visitor Forecasting 19Google Analytics Customer Revenue Prediction 20Santander Value Prediction Challenge 21The 2nd YouTube-8M Video Understanding Challenge 22Home Credit Default Risk 23Avito Demand Prediction Challenge 24ASHRAE - Great Energy Predictor III 25OSIC Pulmonary Fibrosis Progression 26Novozymes Enzyme Stability Prediction 27American Express - Default Prediction 28JPX Tokyo Stock Exchange Prediction 29Santa Gift Matching Challenge 30Elo Merchant Category Recommendation Unsupervised Learning # Case Study Title # Case Study Title 01Google Cloud & NCAA March Madness Analytics 02EDSA Movie Recommendation Challenge 03EDSA Movie Recommendation Challenge 04Personalize Expedia Hotel Searches - ICDM 2013 05Expedia Hotel Recommendations 06LearnPlatform COVID-19 Impact on Digital Learning 07Google Research Football with Manchester City F.C. 08Instant Gratification 09M5 Forecasting - Uncertainty 10G-Research Crypto Forecasting 11Optiver Realized Volatility Prediction 12MLB Player Digital Engagement Forecasting 13Jane Street Market Prediction 14Santa 2022 - The Christmas Card Conundrum 15Open Problems - Multimodal Single-Cell Integration 16H&M Personalized Fashion Recommendations 17Ubiquant Market Prediction 18Foursquare - Location Matching 19Store Sales - Time Series Forecasting 20Grupo Bimbo Inventory Demand
