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mlopsency's Introduction

mlopsency: you interest to mlops? here's your encyclopedic repo ๐Ÿ‘Š

Update or CHANGELOG are recorded here: MLOps Notebooks: Daily Learning

All the implementations are running with this current specs and Google Colab Pro. T450

Focus of Learn

Approximately 2 hours/day to learn or update some implementations. On my calender is set from 5.00 - 7.00 (maybe i will provide some sheets later), but if i still as a morning person.

The Hopes that can be implement for this repo:

  • What is 'Machine Learning' or 'Artificial Intelligence' in general and productions.
  • Operations for Implementations
  • Imitating training-data-analyst, but be more encyclopedic ways for MLOps.
  • Well, just my preferable ways to learn for the swe + ml/ops + devops in programmic way, So not just only the theoritical thigs.
  • can be maintainble as Open Source, specifically for Indonesian Developers
  • Critical Thinking > Traditional Thinking
  • Frameworks?? we will see ;)

The Progressive Dirs

  1. binding: Well, we can learn why distinguished nn framework needs to be implemented for the other OOP paradigms programming languages.
  2. device: Programmatic ways to served and used the ml/ai resources on types of applications.
  3. docs: Some interesting parts of resources will be surf on internet.
  4. examples: Not just learn the basics, but completely true that must used to real use-case examples.
  5. extra: some research implementations.
  6. paradigm: The core of ml/ai. if you don't understand paradigms, maybe kind of like 'zombie' or 'stupid'.
  7. test: we need TDD implementations for some sources so it'll clean and maintainable.

Contributions

For now, this repo only dedicated for myself. So, hopefully we can work together in more futures.

mlopsency's People

Contributors

pandohansamuel19 avatar

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