My recommendations to start with machine learning math:
• Statistics 110: Probability — Harvard University
• Essence of Linear Algebra — 3Blue1Brown
• Multivariate Calculus — Coursera
Links and 3 additional free resources here: https://t.co/fEmpmRKEvJ
More from Santiago
12 machine learning YouTube videos.
On libraries, algorithms, tools, and theory.
↓
1. Jupyter Notebooks: https://t.co/HqE9yt8TkB
2. Pandas: https://t.co/aOLh0dcGF5
3. Matplotlib: https://t.co/tKADpmihkh
4. Seaborn: https://t.co/s8EUxh6x1f
5. Numpy: https://t.co/pJoc0Lfjwm
6. Decision Trees: https://t.co/tKtUpO1K3l
7. Neural Networks: https://t.co/bc7emyjc9q
8. Scikit-Learn: https://t.co/LrKG7cMxRq
9. TensorFlow: https://t.co/fhO6T9sblU
10. PyTorch: https://t.co/5w9mJxijdd
11. Essense of Linear Algebra: https://t.co/o3kOnxl90i
12. Essense of Calculus: https://t.co/rfo7v0cpR4
On libraries, algorithms, tools, and theory.
↓
1. Jupyter Notebooks: https://t.co/HqE9yt8TkB
2. Pandas: https://t.co/aOLh0dcGF5
3. Matplotlib: https://t.co/tKADpmihkh
4. Seaborn: https://t.co/s8EUxh6x1f
5. Numpy: https://t.co/pJoc0Lfjwm
6. Decision Trees: https://t.co/tKtUpO1K3l
7. Neural Networks: https://t.co/bc7emyjc9q
8. Scikit-Learn: https://t.co/LrKG7cMxRq
9. TensorFlow: https://t.co/fhO6T9sblU
10. PyTorch: https://t.co/5w9mJxijdd
11. Essense of Linear Algebra: https://t.co/o3kOnxl90i
12. Essense of Calculus: https://t.co/rfo7v0cpR4
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Krugman is, of course, right about this. BUT, note that universities can do a lot to revitalize declining and rural regions.
See this thing that @lymanstoneky wrote:
And see this thing that I wrote:
And see this book that @JamesFallows wrote:
And see this other thing that I wrote:
One thing I've been noticing about responses to today's column is that many people still don't get how strong the forces behind regional divergence are, and how hard to reverse 1/ https://t.co/Ft2aH1NcQt
— Paul Krugman (@paulkrugman) November 20, 2018
See this thing that @lymanstoneky wrote:
And see this thing that I wrote:
And see this book that @JamesFallows wrote:
And see this other thing that I wrote: