Machine Learning Guide

Audio course on machine learning fundamentals, models and mathematics AI summary

OCDevel Visit website › Technology · EN · 60 episodes · latest 2026-02-26

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What it is about

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.

Publisher’s own description, taken unchanged from the podcast feed.
OCDevel copyright 2025

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Latest episodes

  1. 2026-02-26 · 32 min · Season 1, episode 66

    AI and programming jobs in 2026: unemployment held and software postings are recovering, but entry-level hiring narrowed and the growth went senior. Why cheap code made specs, verification and domain knowledge scarce,…

  2. 2026-02-22 · 33 min · Season 1, episode 65

    OpenClaw in 2026 is safe for read-only jobs on its own machine and accounts, not as a full-access assistant logged in as you. What it's for, how to harden it and vet skills, what it costs, and the alternatives: Hermes…

  3. 2026-02-22 · 33 min · Season 1, episode 64

    An AI agent is a model running tools in a loop toward a goal, and you build one in order: one call, then tools, the loop and evals. Also: frameworks, MCP vs A2A, memory, multi-agent patterns, prompt injection and cost.…

  4. 2025-07-14 · 33 min · Season 1, episode 63

    The AI media pipeline: ElevenLabs v4 or Gemini for voice, licensed music over Suno, ComfyUI once a job repeats, and fal or Replicate queues for APIs. Also voice-cloning law, upscaling, captions, loudness targets, and EU…

  5. 2025-07-12 · 30 min · Season 1, episode 62

    AI video generation in 2026 has no single winner: Gemini Omni, Wan 3, Seedance 2.5 and MiniMax H3 models are near-tied, Kling 4 leads on control, and Sora is gone. It also covers Runway as a multi-model host,…

  6. 2025-07-09 · 29 min · Season 1, episode 61

    The best AI image generator in 2026 by blind votes is GPT Image 2.6, but Nano Banana 2.1 costs a sixth as much and Flux 3 Klein runs on your own GPU. It also covers editing and prompting, text in images, consistent…

  7. 2025-05-30 · 1 hr 6 min · Season 1, episode 60

    Auto encoders are neural networks that compress data into a smaller "code," enabling dimensionality reduction, data cleaning, and lossy compression by reconstructing original inputs from this code. Advanced auto encoder…

  8. 2025-05-08 · 45 min · Season 1, episode 59

    At inference, large language models use in-context learning with zero-, one-, or few-shot examples to perform new tasks without weight updates, and can be grounded with Retrieval Augmented Generation (RAG) by embedding…

  9. 2025-05-07 · 51 min · Season 1, episode 58

    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, and instruction…

  10. 2025-04-13 · 31 min · Season 1, episode 57

    Agentic coding best practices: write a spec, make the agent plan, verify with checks it must run, and review with a fresh model before you merge. Also: parallel agents, auto mode safety, and what studies show about…

Episode details from the publisher’s feed. Playback happens at the publisher.

Publisher details

Oldest episode in feed
02/2017 · over 9 years
Typical length
40 min
Format
Serial Meant to be heard in order

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