- Introduction to the Workshop - 10:00am-10:15am [Emily]
- Group Introductions - 10:15am-10:30am [All]
- What is Machine Learning? - 10:30am-11:15am [Jake]
- BREAK - 11:15am-11:30am
- Computational Literacy - 11:30am-11:45am [Emily]
- Machine code vs Source code
- Binary/Ascii/Source code languages and the compiler
- Setup and Software Installation - 11:45am-12:00pm [Emily and Jake]
- Open OnDemand
- Good Data Practices - 1:30pm-2:20pm [Jake]
- BREAK - 2:20pm-2:30pm
- Terminal Lecture 1 - 2:30pm-3:00pm [Emily]
- Find explore
- Paths/history/Viewing Data
- Chmod/permissions
- External transfers Filezilla/SCP
- BREAK - 3:00pm-3:10pm
- Terminal Lecture 2 - 3:10pm-3:40pm [Emily]
- Regular Expressions
- Grep and Sed
- Discussion - 3:40pm-4:00pm [All]
- Homework-Linux!
- Open Office Hours - 10:30am-12:00pm [Emily and Jake]
- Open Office Hours - 1:30-pm-2:00pm [Emily and Jake]
- Guest Lecture - Bill Cresko "The good, the bad and the ugly of data visualization" 2:00pm-3:00pm
- Open Office Hours and Answer Key - 3:00pm-4:00pm [Emily and Jake]
- Terminal Lecture 3: Programming Power-Up - 10:00am-10:45am [Emily]
- grep (review)
- sed
- awk
- Pipes
- Screens
- BREAK - 10:45am-11:00am
- Introduction to R - 11:00am-12:00pm [Emily]
- What is an R package?
- Previewing a Data File
- Data frame manipulations in R
- Plotting your data (scatter, histogram, boxplot)
- Your first ML algorithm/ Classification - 1:30pm-3:00pm [Jake]
- Wine!
- Datasets for ML Concepts pt 1 - 3:00pm-3:30pm [Jake]
- Discussion - 3:30pm-4:00pm
- Homework-Penguins!
- Open Office Hours - 10:30am-11:00am [Emily and Jake]
- Guest Lecture - Lillian Aoiki "R Markdown: USE IT" 11:00am-12:00pm
- Guest Lecture - Lillian Aoiki "Marine disease detection and surveillance with in situ and machine learning methods" 1:00pm-2:00pm
- Open Office Hours - 2:00pm-3:30pm [Emily and Jake]
- Unsupervised Learning ML Concepts pt 2 - 10:00am-11:00am [Jake]
- BREAK - 11:00am-11:15am
- Clustering example - 11:15am-12:00pm [Jake]
- ML Algorithms - 1:30pm-2:30pm [Jake]
- BREAK - 2:30pm-2:45pm
- Genteics for ML Concepts - 2:45pm-3:00pm [Emily]
- Images for ML Concepts - 3:00pm-3:15pm [Emily]
- Discussion - 3:15pm-4:00pm