Releases: florian-huber/data_science_course
Releases · florian-huber/data_science_course
v0.12
Edits clustering
- restructuring of clustering chapter
- new plots and style
- larger text edits and more extensive explanations
v0.11
Expand on statistics and knowledge chapters
- Update figures and figure style (in first chapters)
- Expand on statistics: significance, t-test, permutation testing
- Add critique on DIKW model and references
v0.10
Expanded chapters on data preparation, pre-processing and basic exploration
- added missing pieces and explanations
- updated distribution figures and data
- several minor fixes and edits
v0.9
More ML Intro and Update of the Ethics chapter
- larger edit of the ethics chapter including more sources for further reading
- Expansion of the machine learning chapters (not yet fully complete though)
v0.8
Updates on book handling and start of ML chapter
- Several text edits to introduction part
- First subsection of machine learning chapter with images
v0.7
New chapter on outlier detection
- In addition to the clustering part there is now also a chapter on outlier detection (using Isolation Forests and Local Outlier Detection).
v0.6.1
- Addition of second part of dimensionality reduction chapter
- Larger text and plot edits in the same chapter
v0.6
First draft of dimensionality reduction chapter
- added a first version of the dimensionality reduction chapter
- new logo and cover illustration
- draft of outlook chapter (not yet complete)
v0.5.1
Minor text edits
- NLP/Text part 1: changed some examples from German to English, added a bit more explanation
- minor text edits + typos
v0.5
Addition of draft chapters for graph handling/network analysis
- added 3 chapters on graphs/networks
- minor text edits and corrections
- added placeholders for missing chapters (work in progress...)