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0. Intro Machine Learning Wiki
Doug Foo edited this page May 25, 2018
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I decided to convert some of the notebook content to Wiki so I can have true code/notebook/experimentation seperate from splash pages etc.
Doug's Machine Learning Notebooks
I'm new to machine learning - having gotten a bit interested in Jan or Feb 2018, and then dove in sometime after Ski Season in March/April. It has been a great journey -- the perfect mix of my love of technology, hardware, software, math, and experimentation. I started with Andrew Ng's coursera free course and have been putting up example exercises and analysis on here.
- Linear Regression
- Logistical Regression
- Feature Engineering
- Evaluating Google TensorFlow
Next planned sections:
- GPU vs CPU vs TPU evaluation
- Experience with PyTorch
- Experience with Amazon's Sage Maker
- Experience with Microsoft ML Studio
- Experience with h2o.ai
- Real world problems to solve / experiement with
Other key things I have been reading/watching:
- Lectures from folks like Ian Goodfellow and other Conference speakers
- Coursera's deeplearning.ai series (Andrew Ng's next courses)
- Various blogs on Medium and following some of the famous folks on Twitter like Jeff Dean
- Listening to Data Skeptic and ThisWeekInMachineLearningAndAI(TwimlAI) podcasts
- Random Youtube views not excluding Siraj Raval
Things I haven't done, but am considering:
- Getting on Kaggle for a competition
- Starting a Blog