All slides for Programming for Statistical Science. The repo contains all images and the CSS file for reproducibility.
| Week | Date | Topic | Exercises and solutions |
|---|---|---|---|
| Week 1 | Wed, Aug 19 | Fundamentals of R | ✅ |
| Fri, Aug 21 | Data types and functions | ✅ | |
| Week 2 | Wed, Aug 26 | Shell and version control | ✅ |
| Fri, Aug 28 | Data structures and subsetting | ✅ | |
| Week 3 | Wed, Sep 02 | Subsetting and S3 OO system | ✅ |
| Fri, Sep 04 | Data manipulation with dplyr and tidyr | ✅ | |
| Week 4 | Wed, Sep 09 | Functionals with purrr | ✅ |
| Fri, Sep 11 | Statistical graphics with ggplot2 | ✅ | |
| Week 5 | Wed, Sep 16 | Advanced visualizations | ✅ |
| Fri, Sep 18 | String manipulation and regexes | ✅ | |
| Week 6 | Wed, Sep 23 | Spatial data with sf | ✅ |
| Fri, Sep 25 | Web scraping part I | ✅ | |
| Week 7 | Wed, Sep 30 | Web scraping part II | ✅ |
| Fri, Oct 02 | Web APIs | ✅ | |
| Week 8 | Wed, Oct 07 | make | ✅ |
| Fri, Oct 09 | Shiny part I | ✅ | |
| Week 9 | Wed, Oct 14 | Shiny part II | ✅ |
| Fri, Oct 16 | Databases and SQL | ✅ | |
| Week 10 | Wed, Oct 21 | SQL and beyond | ✅ |
| Fri, Oct 23 | Working with big data | ✅ | |
| Week 11 | Wed, Oct 28 | Parallelization | ✅ |
| Fri, Oct 30 | More parallelization and profiling | ✅ | |
| Week 12 | Wed, Nov 04 | Spark & sparklyr part I | ✅ |
| Fri, Nov 06 | Spark & sparklyr part II | ✅ | |
| Week 13 | Wed, Nov 11 | Special topic | ✅ |
| Fri, Nov 13 | Special topic |