Mathematics for Beginners

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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