Machine Learning Guide

Machine Learning Guide

Machine learning audio course, teaching the fundamentals of machine learning and artificial intelligence. It covers intuition, models (shallow and deep), math, languages, frameworks, etc. Where your other ML resources provide the trees, I provide the forest. Consider MLG your syllabus, with highly-curated resources for each episode's details at ocdevel.com. Audio is a great supplement during exercise, commute, chores, etc.

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Avsnitt(60)

MLG 034 Large Language Models 1

MLG 034 Large Language Models 1

Explains language models (LLMs) advancements. Scaling laws - the relationships among model size, data size, and compute - and how emergent abilities such as in-context learning, multi-step reasoning, ...

7 Maj 202550min

MLA 024 Agentic Software Engineering

MLA 024 Agentic Software Engineering

Agentic engineering shifts the developer role from manual coding to orchestrating AI agents that automate the full software lifecycle from ticket to deployment. Using Claude Code with MCP servers and ...

13 Apr 202545min

MLA 023 Claude Code Components

MLA 023 Claude Code Components

Claude Code distinguishes itself through a deterministic hook system and model-invoked skills that maintain project consistency better than visual-first tools like Cursor. Its multi-surface architectu...

13 Apr 20251h 8min

MLA 022 Vibe Coding

MLA 022 Vibe Coding

Andrej Karpathy coined "vibe coding" in February 2025 - a year later, 41% of all code is AI-generated, agents run multi-hour tasks autonomously, and the developer role has shifted from writing code to...

9 Feb 202517min

MLG 033 Transformers

MLG 033 Transformers

Links: Notes and resources at ocdevel.com/mlg/33 3Blue1Brown videos: https://3blue1brown.com/ Try a walking desk stay healthy & sharp while you learn & code Try Descript audio/video editing with AI...

9 Feb 202543min

MLA 021 Databricks: Cloud Analytics and MLOps

MLA 021 Databricks: Cloud Analytics and MLOps

Databricks is a cloud-based platform for data analytics and machine learning operations, integrating features such as a hosted Spark cluster, Python notebook execution, Delta Lake for data management,...

22 Juni 202226min

MLA 020 Kubeflow and ML Pipeline Orchestration on Kubernetes

MLA 020 Kubeflow and ML Pipeline Orchestration on Kubernetes

Machine learning pipeline orchestration tools, such as SageMaker and Kubeflow, streamline the end-to-end process of data ingestion, model training, deployment, and monitoring, with Kubeflow providing ...

29 Jan 20221h 8min

MLA 019 Cloud, DevOps & Architecture

MLA 019 Cloud, DevOps & Architecture

The deployment of machine learning models for real-world use involves a sequence of cloud services and architectural choices, where machine learning expertise must be complemented by DevOps and archit...

13 Jan 20221h 15min

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