https://github.com/hemansnation/god-level-ai

A collection of scientific methods, processes, algorithms, and systems to build stories & models.
https://github.com/hemansnation/god-level-ai

computer-vision data-engineering data-science data-structures-and-algorithms data-system-design data-visualization datastructures deep-learning machine-learning matplotlib mlops natural-language-processing numpy pandas python pytorch scikit-learn statistics tableau

Last synced: 26 days ago
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A collection of scientific methods, processes, algorithms, and systems to build stories & models.

• Host: GitHub
• URL: https://github.com/hemansnation/god-level-ai
• Owner: hemansnation
• Created: 2022-03-29T15:30:22.000Z (over 2 years ago)
• Default Branch: master
• Last Pushed: 2024-07-25T05:21:42.000Z (3 months ago)
• Last Synced: 2024-09-24T13:25:33.980Z (about 1 month ago)
• Topics: computer-vision, data-engineering, data-science, data-structures-and-algorithms, data-system-design, data-visualization, datastructures, deep-learning, machine-learning, matplotlib, mlops, natural-language-processing, numpy, pandas, python, pytorch, scikit-learn, statistics, tableau
• Language: Jupyter Notebook
• Homepage: https://www.himanshuramchandani.co/
• Size: 41.5 MB
• Stars: 3,519
• Watchers: 88
• Forks: 659
• Open Issues: 13
• Metadata Files:
  • Readme: README.md

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README

        
# god level AI

A drill of scientific methods, processes, algorithms, and systems to build stories & models. An in-depth learning resource for humans.

This is a drill for people who aim to be in the top 1% of Data and AI experts.

You can do the drill by watching video sessions or text content.

I will recommend video sessions and use text content as go-to notes.

You can be in one of the following categories

1. either you are working on a leadership position

2. or you are working as a professional

3. or you are a student

No matter what position you are working in currently, you need to put in the same amount of effort to be in the top 1%.

Spoiler alert - there are NO shortcuts in the tech field.

This is for all humans who want to get better in the field and are courageous enough to take action towards it.

You will find all the topics explained here along with whatever is needed to understand it completely.

The drill is all action-oriented.

## Table of Contents

1. [Python]()

2. [Data Structures & Algorithms]()

3. [Git & GitHub]()

#### Machine Learning

4. [Data X NumPy, Pandas, Matplotlib, Seaborn]()

5. [Mathematics for Machine Learning]()

6. [Machine‌ ‌Learning‌ Algorithms X Data Processing]()

#### Deep Learning

7. [Natural Language Processing X Deep Learning]()

8. [Generative AI - GANs, VAEs, LLMs]()

9. [Computer Vision X Deep Learning]()

#### MLOps & Architecture Design

10. [MLOps | Machine Learning Operations]()

11. [Machine Learning System Design]()

#### Projects & Interview

12. [Major Capstone Projects]()

13. [AI Interview]()

#### Personal Branding

14. [Personal Branding & Portfolio]()

15. []()