Mathematics for Beginners



Learning how to read math equations will enable you to truly understand not just Artificial Intelligence, but every other Scientific discipline. I’m going to demonstrate a 10 step process that anyone, regardless of their background, can use to understand any math equation, either in a blog post, a textbook, or a Scientific paper, no matter how difficult it may seem. We’ll use my process to understand a language model, capable of generating text as a Twitter bot. Enjoy!

Formula Sheets as a Github repository:
https://github.com/llSourcell/Mathematics_for_Beginners

Twitter bot that uses a unigram model:
https://github.com/sudhanshusks/twitter_bot

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The 10 Step process (more details in the vid!):

1- Find an Equation that sparks joy
2- Define the Objective
3- Understand the dependencies
4- Pull up related formula sheets
5- Write it out
6- Translate it to English
7- Translate it to Code
8- Visualize it
9- Apply it to real-world problems
10- Explain it

Formula sheets:

Statistics
http://web.mit.edu/~csvoss/Public/usabo/stats_handout.pdf

Probability
https://static1.squarespace.com/static/54bf3241e4b0f0d81bf7ff36/t/55e9494fe4b011aed10e48e5/1441352015658/probability_cheatsheet.pdf

Calculus
http://tutorial.math.lamar.edu/pdf/Calculus_Cheat_Sheet_All.pdf

Differential Equations
http://furius.ca/cqfpub/doc/diffequs/diffequs.pdf

Combinatorics
http://www.baskent.edu.tr/~tkaracay/etudio/ders/math/GenelMath/Combinatorics.pdf

Linear Algebra
https://www.souravsengupta.com/cds2016/lectures/Savov_Notes.pdf

Number Theory

Geometry
http://mdk12.msde.maryland.gov/instruction/curriculum/hsa/geometry/math_reference_sheet.html

Logic
http://www.pitt.edu/~woon/courses/ps2703_logic.pdf

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WolframAlpha
https://www.wolframalpha.com/

Image to Latex converter
https://github.com/yixuanzhou/image2latex

Latex to Python converter
https://github.com/augustt198/latex2sympy

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