Checkpoint - start learning 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)
15m/d Math (KhanAcademy)
- 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
- 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://goo.gl/4vvXJs), Probability (https://goo.gl/Q4KwZ6) audio|course:hard
- Calculus 1 (https://goo.gl/fcLP3l), 2 (https://goo.gl/sBpljN), 3 (https://goo.gl/8Hdwuh) audio|course: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=
