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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Jaksot(60)

MLA 001 Degrees, Certificates, and Machine Learning Careers

MLA 001 Degrees, Certificates, and Machine Learning Careers

While industry-respected credentials like Udacity Nanodegrees help build a practical portfolio for machine learning job interviews, they remain insufficient stand-alone qualifications—most roles requi...

24 Touko 201811min

MLG 029 Reinforcement Learning Intro

MLG 029 Reinforcement Learning Intro

Notes and resources: ocdevel.com/mlg/29 Try a walking desk to stay healthy while you study or work! Reinforcement Learning (RL) is a fundamental component of artificial intelligence, different from...

5 Helmi 201843min

MLG 028 Hyperparameters 2

MLG 028 Hyperparameters 2

Notes and resources: ocdevel.com/mlg/28 Try a walking desk to stay healthy while you study or work! More hyperparameters for optimizing neural networks. A focus on regularization, optimizers, feat...

4 Helmi 201851min

MLG 027 Hyperparameters 1

MLG 027 Hyperparameters 1

Full notes and resources at  ocdevel.com/mlg/27  Try a walking desk to stay healthy while you study or work! Hyperparameters are crucial elements in the configuration of machine learning models. Unl...

28 Tammi 201847min

MLG 026 Project Bitcoin Trader

MLG 026 Project Bitcoin Trader

Try a walking desk to stay healthy while you study or work! Ful notes and resources at ocdevel.com/mlg/26 NOTE. This episode is no longer relevant, and tforce_btc_trader no longer maintained. The c...

27 Tammi 201838min

MLG 025 Convolutional Neural Networks

MLG 025 Convolutional Neural Networks

Try a walking desk to stay healthy while you study or work! Notes and resources at  ocdevel.com/mlg/25  Filters and Feature Maps: Filters are small matrices used to detect visual features from an i...

30 Loka 201744min

MLG 024 Tech Stack

MLG 024 Tech Stack

Try a walking desk to stay healthy while you study or work! Notes and resources at  ocdevel.com/mlg/24  Hardware Desktop if you're stationary, as you'll get the best performance bang-for-buck and imp...

7 Loka 20171h 1min

MLG 023 Deep NLP 2

MLG 023 Deep NLP 2

Try a walking desk to stay healthy while you study or work! Notes and resources at  ocdevel.com/mlg/23  Neural Network Types in NLP Vanilla Neural Networks (Feedforward Networks): Used for general...

20 Elo 201743min

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