Methodologies
- Statistical Analysis - analyze telco customers who churn vs. those who don’t.
- Regression - predict housing prices
- Classification - predict customers who will churn
- Clustering - identify physical neighborhoods, identify similar species
- Time series analysis - forecast revenue, predict store item demand
- Anomaly Detection - detect fraudulent transactions, account takeovers
- NLP - SIRI, sentiment analysis, twitter bots, customer feedback
- Distributed ML - Big Data, Google search results, network log analysis
- Graph Analysis - social networks, web analytics
- Recommender Systems - netflix, amazon shopping
- Neural Networks / Deep Learning - image recognition, iPhone X face id