Skip to content

A collection of scientific methods, processes, algorithms, and systems to build stories & models.

Notifications You must be signed in to change notification settings

hemansnation/God-Level-AI

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Open Source Love

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 :-

  • either you are working on a leadership position
  • or you are working as a professional
  • 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.

To be the authority/best in the AI field, I created a routine that includes:

  • 4 hours of deep work sessions every day
    • Deep work session rules:
      • no phone/notifications
      • no talking to anyone
      • coffee/chai allowed
  • 2 hours of shallow work sessions every day
    • Shallow work session rules:
      • phone allowed
      • talking allowed
      • include sharing your work online

You can customize the learning sessions according to your time availability.

Table of Contents

  1. Starting Point
  2. Machine‌ ‌Learning‌
  3. MLOps | AWS GCP & Azure
  4. Natural Language Processing
  5. Deep Learning
  6. Generative AI
  7. RAG, LangChain & LlamaIndex
  8. ML/GenAI System Design
  9. Machine Learning, GenAI Interview
  10. Personal Branding & Portfolio

Fundamentals

  1. Python
  2. Data Structures & Algorithms
  3. Pandas, NumPy and Matplotlib
  4. Statistics

Machine Learning

  1. Machine Learning
  2. Machine‌ ‌Learning‌ Operations

Deep Learning

  1. Natural Language Processing X Deep Learning
  2. Generative AI - GANs, VAEs, LLMs
  3. Computer Vision X Deep Learning

MLOps & Architecture Design

  1. MLOps | Machine Learning Operations
  2. Machine Learning System Design

Projects & Interview

  1. Major Capstone Projects
  2. AI Interview

Personal Branding

  1. Personal Branding & Portfolio
  2. Projects