https://github.com/jushbjj/everything

Roadmap
https://github.com/jushbjj/everything

Last synced: 6 months ago
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Roadmap

• Host: GitHub
• URL: https://github.com/jushbjj/everything
• Owner: JushBJJ
• License: mit
• Created: 2019-12-26T15:02:38.000Z (almost 6 years ago)
• Default Branch: master
• Last Pushed: 2020-02-29T07:12:52.000Z (over 5 years ago)
• Last Synced: 2025-04-01T14:25:26.839Z (6 months ago)
• Language: Python
• Size: 1.64 MB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README
  • License: LICENSE

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README

          
 Roadmap 



 This roadmap is for Jush to complete, everything related to Artificial Intelligence, starting from 2020 to ending in 2025, in order. The learning will be very specific. The goal is to reinvent the way machine's learn.



Resources:

https://www.kdnuggets.com/2019/11/10-free-must-read-books-ai.html

https://gym.openai.com/docs/

https://tensorflow.org

https://keras.io

https://github.com/JeffPaine/beautiful_idiomatic_python

https://pytorch.org/docs

https://towardsdatascience.com/mathematics-for-ai-all-the-essential-math-topics-you-need-ed1d9c910baf


January-March 2020:

    Learn and master python...

        - IO (Input and Output) [DONE]

        - Loops [DONE]

        - Exceptions [DONE]

        - Functions [DONE]

        - Classes [DONE]

        - Numpy Library [DONE]

        - Panda Library [REMOVED]

        - Matplotlib library [REMOVED]

        - Random Library [REMOVED]

        - Scipy Library [REMOVED]

	- Learning the mathematics of AI's activation functions, Loss, Backpropagating, etc [DONE]

March-June 2020:

    Learn and master Pytorch...

    	-- Learning the main concept of AI and how different types of neural networks work [DONE]

		- Visualised concept of perception, feedforward, Conv2D [DONE]

        -- Simple Models [DONE]

        -- Image Processing

        -- Image Recognition

            - Number Recognition

            - Letter Recognition

            - Road Sign recognition

        -- Text Processing

        -- Keras library ????

        -- Reinforcement learning policy equations

        -- Reinforcement learning reward equations

        -- OpenAI's gym

        -- Learn how to combine OpenAI's gym with Pytorch

        -- Combine image recognition with reinforcement learning (Atari, 2D body movement)

June-September 2020:

    -- Text generation (creating interactive dialogs, stories, etc)

    -- Slight computer control (mouse interactions, keyboard interactions, screen interactions)

    -- Free computer control (internet access, terminal access)

    -- AI having large memory access

September-December 2020:

    -- AI Learning how to do tasks from requests

    -- AI learning how to code simple programs (limited to requested) [Python or C++]

    -- AI learning how to code progams (randomized to the AI's decisions) [Python or C++]

January-June 2021:

    -- AI learning AI theory, mathematics, algorithims, etc

    -- AI learning how to make its own kind of AI

more coming soon