Level 2: Data Analysis coming soon Prerequisite Knowledge: * Data Analysis and Visualization DataCamp Case Studies (80 case studies) # Case Study Title # Case Study Title 01Introduction to Notebook Projects 02Exploring NYC Public School Test Result Scores 03Comparing Search Interest with Google Trends 04Consolidating Employee Data 05Customer Analytics Preparing Data for Modeling 06Bad Passwords and the NIST Guidelines 07Exploring the Evolution of Linux 08Exploring the History of Lego 09Generating Keywords for Google Ads 10Mobile Games AB Testing with Cookie Cats 11Recreating John Snow's Ghost Map 12Analyzing Electric Vehicle Charging Habits 13What's in an Avocado Toast A Supply Chain Analysis 14Who is Drunk and When in Ames Iowa 15Writing Functions for Product Analysis 16Analyzing Online Sports Revenue 17Investigating Netflix Movies 18Investigating Netflix Movies and Guest Stars in The Office 19Name Game Gender Prediction using Sound 20NYC Airbnb Data Analysis 21Designing a Bank Marketing Database 22Exploring the Bitcoin Cryptocurrency Market 23Dr Semmelweis and the Discovery of Handwashing 24Data Driven Product Management Conducting a Market Analysis 25Analyzing TV Data 26A New Era of Data Analysis in Baseball 27Do Left-handed People Really Die Young 28Streamlining Employee Data 29Analyzing River Thames Water Levels 30A Network Analysis of Game of Thrones 31Analyze Your Runkeeper Fitness Data 32Exploring Airbnb Market Trends 33Extract Stock Sentiment from News Headlines 34Hypothesis Testing with Men's and Women's Soccer Matches 35The Android App Market on Google Play 36Real-Time Insights from Social Media Data 37Risk and Returns The Sharpe Ratio 38A Visual History of Nobel Prize Winners 39Book Recommendations from Charles Darwin 40The GitHub History of the Scala Language 41Which Debts are Worth the Bank's Effort 42Disney Movies and Box Office Success 43Who's Tweeting Trump or Trudeau 44Word Frequency in Classic Novels 45Word Frequency in Moby Dick 46Analyzing Students' Mental Health 47Tech Talent Recruiting with Regex 48Examining the History of Lego Sets 49Finding Exchange Rates for International Sales 50Extracting TV Data Insights 51Understanding Subscription Behaviors 52NaveBeesDeepLearnings 53Creating Functions to Register App Users 54Building a Calorie Intake Calculator 55Building a Retail Inventory Management System 56Case Study: Building Software in Python 57Case Study: Net Revenue Management in Google Sheets 58Debugging Code 59Data-Driven Decision Making in SQL 60Applying SQL to Real-World Problems 61Analyzing Crime in Los Angeles 62Getting a Good Night's Sleep 63Social Networks: A Twitter Network Analysis 64Analyzing Marketing Campaigns with pandas 65Analyzing US Census Data in Python 66Analyzing Flight Delays and Cancellations 67Inspecting Electric Vehicle Charging Trends 68Compare Baseball Player Statistics using Visualizations 69Understanding Search Interest with Google Trends 70Image Processing for Object Detection Models 71Visualizing the History of Nobel Prize Winners 72Dr. Semmelweis and the Importance of Handwashing 73Hypothesis Testing in Healthcare 74Building a Retail Data Pipeline 75Debugging a Sales Data Workflow 76Assessing Customer Churn Using Machine Learning 77Generating Keywords for Search Campaigns 78Analyzing Customer Support Calls 79Case Study: Analyzing Customer Churn in Excel 80Case Study: Net Revenue Management in Excel 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 (80 case studies) # Case Study Title # Case Study Title 01House Prices - Advanced Regression Techniques 02Spaceship Titanic 03Titanic - Machine Learning from Disaster 04Acea Smart Water Analytics 05Don't Get Kicked! 06NFL Big Data Bowl 2023 07NFL Big Data Bowl 2022 08NFL Big Data Bowl 2021 09NFL Big Data Bowl 10NFL 1st and Future - Analytics 11NFL Punt Analytics Competition 12NFL Health & Safety - Helmet Assignment 132022 Kaggle Machine Learning & Data Science Survey 142021 Kaggle Machine Learning & Data Science Survey 152020 Kaggle Machine Learning & Data Science Survey 162019 Kaggle Machine Learning & Data Science Survey 17Google Cloud & NCAA ML Competition 2019-Women's 18Google Cloud & NCAA ML Competition 2019-Men's 19Google Cloud & NCAA ML Competition 2020-NCAAM 20Google Cloud & NCAA ML Competition 2020-NCAAW 21Google Cloud & NCAA ML Competition 2018-Women's 22Google Cloud & NCAA ML Competition 2018-Men's 23March Machine Learning Mania 2022 - Men’s 24March Machine Learning Mania 2022 - Women's 25Big Data Derby 2022 26Data Science London + Scikit-learn 27DS4G - Environmental Insights Explorer 28Give Me Some Credit 29Amazon.com - Employee Access Challenge 30Higgs Boson Machine Learning Challenge 31Blue Book for Bulldozers 32StumbleUpon Evergreen Classification Challenge 33Otto Group Product Classification Challenge 34Restaurant Revenue Prediction 35West Nile Virus Prediction 36Liberty Mutual Group: Property Inspection Prediction 37Springleaf Marketing Response 38Rossmann Store Sales 39Homesite Quote Conversion 40Prudential Life Insurance Assessment 41Two Sigma Financial Modeling Challenge 42Santander Product Recommendation 43Outbrain Click Prediction 44Bosch Production Line Performance 45Predicting Red Hat Business Value 46TalkingData Mobile User Demographics 47Santa 2021 - The Merry Movie Montage 48Santander Customer Satisfaction 49March Machine Learning Mania 2016 50BNP Paribas Cardif Claims Management 51Home Depot Product Search Relevance 52Machinery Tube Pricing 53Corporación Favorita Grocery Sales Forecasting 54Porto Seguro’s Safe Driver Prediction 55Cdiscount’s Image Classification Challenge 56Mercedes-Benz Greener Manufacturing 57Zillow’s Home Value Prediction (Zestimate) 58Instacart Market Basket Analysis 59Sberbank Russian Housing Market 60Click-Through Rate Prediction 61Cervical Cancer Screening 62Avito Context Ad Clicks 63Recruit Restaurant Visitor Forecasting 64Google Analytics Customer Revenue Prediction 65Santander Value Prediction Challenge 66The 2nd YouTube-8M Video Understanding Challenge 67Home Credit Default Risk 68Avito Demand Prediction Challenge 69TalkingData AdTracking Fraud Detection Challenge 70Santa Gift Matching Challenge 71ASHRAE - Great Energy Predictor III 72Elo Merchant Category Recommendation 73PetFinder.my Adoption Prediction 74OSIC Pulmonary Fibrosis Progression 75Novozymes Enzyme Stability Prediction 76Google AI4Code – Understand Code in Python Notebooks 77JPX Tokyo Stock Exchange Prediction 78American Express - Default Prediction
