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10X roadmap to AI Fundamnetals

Dependencies: matplotlib | numpy | pandas | scikit-learn

Please refer to requirements.txt

What this repository contains

Python programs on inference/rule-based-systems, plotting and linear-regression.

Important Links

Prerequisites

Python 3.11.0 or Higher

📖 Source code

  • 01-inference.py Implementation of GOFO: Good Old-Fashioned AI , a simple rule based system
  • 02-plotting.py Plotting using matplotlib
  • 03-linear-regression.py A Simple Linear Regression program

Steps

  1. Clone the repository

    git clone https://github.com/10xroadmap/ai-fundamentals
    cd ai-fundamentals
  2. Inside repo folder create virtual environment

    python -m venv .venv
  3. Activate virtual environment

Mac/Linux

source .venv/bin/activate         

Windows

.venv\Scripts\activate   
  1. Install dependencies
pip install -r requirements.txt
  1. Run the program(s)
python3 01-inference.py

Program Description

Program Purpose
01-inference.py Simple Rule based system
02-plotting.py Plotting demonstration using matplotlib
03-linear-regression.py Linear Regression

License or Terms of Use

This project is open-source. However, no part of the source code may be republished, modified, or distributed for commercial or public purposes without giving appropriate credit to the original author.

About

Programs to illustrate Linear Regression, plotting using MatPlotLib and Good Old-Fashioned AI: Rule based system. A beginner-friendly introduction to foundational AI concepts, featuring hands-on Python programs for rule-based systems, data visualization, and linear regression.

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