[Rambling] Note son ML: Conceptual Introduction
I stumbled through this process on my own a few years ago, trying to figure out something for a personal project. Turns out these geniuses figured it out half a century ago and I'm just late to the party (눈_눈)
00:00 Startup
00:24 The MACHINE
01:26 Definition and Economics Tangent
01:44 The Computer IS a machine
02:19 ALGORITHMS
03:08 The Inventions of Man tend to expand in applicaiton...
03:38 Laying the foundation
04:40 Payoff
05:39 What the Pros (Mitchell) Say(s)
07:11 Concluding remarks
References:
Machine Learning by Mitchell: https://www.cs.cmu.edu/~tom/mlbook.html
Deep Learning text: https://www.deeplearningbook.org/
Edward Thorp Card Counting Paper: http://www.edwardothorp.com/wp-content/uploads/2016/11/AFavorableStrategyForTwenty-one.pdf
Economics book is Rothbard's Man, Economy, and State (though it's not my first recommendation):https://mises.org/library/man-economy-and-state-power-and-market
Cancer Cell ML Detection Research:
https://www.cancer.gov/news-events/cancer-currents-blog/2022/artificial-intelligence-cancer-imaging
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9504738/
https://www.nature.com/articles/s43856-022-00199-0
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321208/
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