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: Specs, Verification, and the Review Loop

MLA 024 Agentic Software Engineering: Specs, Verification, and the Review Loop

How working engineers ship with coding agents: issues an agent can verify, plan mode before code, a verification loop with a browser in it, agent review of agent code, worktrees and CI, cost disciplin...

13 Apr 202533min

MLA 023 Inside a Coding Agent: Context, Instructions, Hooks, Skills, MCP

MLA 023 Inside a Coding Agent: Context, Instructions, Hooks, Skills, MCP

A coding agent is a loop appending to a context window, and the window is what runs out. Instruction files, permissions, hooks, skills, MCP, subagents and memory explained as one mechanism, mapped acr...

13 Apr 202534min

MLA 022 Vibe Coding: Codex vs Claude Code vs Antigravity vs Grok

MLA 022 Vibe Coding: Codex vs Claude Code vs Antigravity vs Grok

What a coding agent actually is, and how Claude Code, OpenAI Codex, Google Antigravity and xAI's Grok Build differ in philosophy rather than features. Plus open harnesses pi and OpenCode, the open-wei...

9 Feb 202528min

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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