Competencies: AI & Machine Learning

AI & Machine Learning

Overview

Artificial intelligence and machine learning cover the mathematical foundations, algorithms, tools, and operational practices for building intelligent systems. This domain spans from classical ML through large language models, computer vision, NLP, and the emerging field of AI agents.

Industry Frameworks

  • Andrew Ng’s Machine Learning Specialization — foundational ML

  • fast.ai — practical deep learning

  • Anthropic/OpenAI documentation — LLM APIs and agent frameworks

  • Google Machine Learning Engineer — production ML

  • MLOps Community — operational ML practices

Subdomains

Subdomain Topics Personal Coverage Avg Level

Foundations

13

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Classical ML

14

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Large Language Models

13

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Deep Learning

13

None

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AI Agents

13

None

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NLP

13

None

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Computer Vision

13

None

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MLOps

13

None

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