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

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hemansnation/God-Level-AI

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god level AI

A collection of scientific methods, processes, algorithms, and systems to build stories & models. An in-depth learning resource for humans. Build Your Strong Machine Learning Gen AI MLOps Portfolio/Personal Brand🚀

The‌ ‌Roadmap‌

Duration:‌ ‌(11 ‌Months)‌ ‌and many more hours for practice and project building.

Phase 1

  1. Python‌ ‌Programming‌ ‌and‌ ‌Logic‌ ‌Building‌
  2. Data‌ ‌Structure‌ ‌&‌ ‌Algorithms‌
  3. Git & GitHub

Phase 2

It contains 7 Modules

  1. Mathematics of Machine Learning‌

  2. Machine‌ ‌Learning‌ Concepts

  3. Data Processing X Machine Learning

  4. Models

  5. ML Operations

  6. ML System Design

  7. ML Interview and Projects

Phase 3

  1. Data‌ ‌Visualization‌ ‌with‌ ‌Tableau‌

  2. Structure‌d ‌Query‌ ‌Language‌ ‌(SQL)‌

  3. Data Engineering

  4. Data System Design

  5. Five‌ ‌Major‌ Capstone ‌Projects‌

  6. Interview Preparations

  7. Personal Branding and portfolio

Resources

Datasets

1️⃣ Awesome Public Datasets This list of a topic-centric public data sources in high quality.

2️⃣NLP Datasets Alphabetical list of free/public domain datasets with text data for use in NLP.

3️⃣Awesome Dataset Tools A curated list of awesome dataset tools.

4️⃣Awesome time series database A curated list of time series databases.

5️⃣Awesome-Cybersecurity-Datasets A curated list of amazingly awesome Cybersecurity datasets.

6️⃣Awesome Robotics Datasets Robotics Dataset Collections.

Research Starting Point

Machine Learning

  1. Introduction to Statistical Learning