17. Checkpoint

Checkpoint - learn the material offline! 45m/d ML
- Coursera (https://www.coursera.org/learn/machine-learning) `course:hard`
- Python (http://amzn.to/2mVgtJW) `book:medium`
- Deep Learning Resources (http://ocdevel.com/podcasts/machine-learning/9)
- Go deeper on shallow algos
** Elements of Statistical Learning (http://amzn.to/2tWW8He) `book:hard`
** Pattern Recognition and Machine Learning (http://amzn.to/2sDIIfb) (Free PDF? (https://goo.gl/aX038j)) `book:hard` 15m/d Math
- Either LinAlg (https://www.khanacademy.org/math/linear-algebra) `course:medium` OR Fast.ai (http://www.fast.ai/2017/07/17/num-lin-alg/) `course:medium`
- Stats (https://www.khanacademy.org/math/statistics-probability) `course:medium`
- Calc (https://www.khanacademy.org/math/calculus-home) `course:medium` Audio
- (removed CS229 - very heavy chalkboard use lends poorly to audio)
- The Master Algorithm (http://amzn.to/2kLOQjW) `audio:medium` Semi-technical overview of ML basics & main algorithms
- Mathematical Decision Making (https://goo.gl/V75I49) `audio|course:hard` course on "Operations Research", similar to ML
- Statistics (https://projects.iq.harvard.edu/stat110/youtube) `audio|course:hard`
- Calculus 1 (https://goo.gl/fcLP3l) 2 (https://goo.gl/sBpljN) 3 (https://goo.gl/8Hdwuh) `course|audio:hard`
- Convert video to audio:
** mp4 => mp3: `for f in *.mp4; do ffmpeg -i "$f" "${f%.mp4}.mp3" && rm "$f"; done`
** youtube => mp3: setup youtube-dl (https://github.com/rg3/youtube-dl) and run `youtube-dl -x youtube.com/playlist?list=` Kaggle.com (https://www.kaggle.com/)

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