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)

MLA 030 AI and Programming Jobs: What Happened and How to Position

MLA 030 AI and Programming Jobs: What Happened and How to Position

The aggregate job market held, the entry-level door narrowed, and software postings sit a quarter below pre-pandemic. Why cheap implementation made specification, verification and domain scarce, how M...

26 Feb 36min

MLA 029 OpenClaw and Personal Agents

MLA 029 OpenClaw and Personal Agents

OpenClaw as the worked example of the always-on personal agent: gateway, markdown memory, heartbeats, skills, coding agents from your phone, hosted vs local models, and the 2026 security record (expos...

22 Feb 36min

MLA 028 AI Agents: Loops, Tools, Memory, Protocols, and Evaluation

MLA 028 AI Agents: Loops, Tools, Memory, Protocols, and Evaluation

What an AI agent actually is, why coding agents got good first, how memory really works, what MCP and A2A standardize, which SDKs are alive, how to evaluate on trajectories, and where the products sta...

22 Feb 33min

MLA 027 The AI Media Pipeline: Voice, Music, ComfyUI, APIs, and Finishing

MLA 027 The AI Media Pipeline: Voice, Music, ComfyUI, APIs, and Finishing

How to automate AI media end to end: clone your own voice on open TTS, pick music that's actually licensed, run ComfyUI graphs headless, design around fal, Replicate and provider queues, finish with f...

14 Juli 202535min

MLA 026 AI Video Generation 2026: Veo, Gemini, Kling, Runway, MiniMax, Sora

MLA 026 AI Video Generation 2026: Veo, Gemini, Kling, Runway, MiniMax, Sora

Sora is shut down, Google runs two video models, Kling 3 does lip-synced dialogue, and open-weight MiniMax H3 is what you can actually fine-tune. What a usable clip costs, which models do native audio...

12 Juli 202532min

MLA 025 AI Image Generation 2026: GPT Image, Nano Banana, Midjourney, Flux

MLA 025 AI Image Generation 2026: GPT Image, Nano Banana, Midjourney, Flux

Editing replaced generation as the core task. How GPT Image 2.5, Google's Nano Banana line, Midjourney V8.2 and Flux 2 differ, what open weights and LoRAs buy you, ControlNet vs instruction editing, a...

9 Juli 202530min

MLG 036 Autoencoders

MLG 036 Autoencoders

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. Ad...

30 Maj 20251h 5min

MLG 035 Large Language Models 2

MLG 035 Large Language Models 2

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 ...

8 Maj 202545min

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