I've got a new favourite machine learning book | Machine Learning Monthly October 2020

Daniel Bourke · Beginner ·👁️ Computer Vision ·5y ago
Every month I collect the most outstanding resources in the world of machine learning and put them together in a short report called Machine Learning Monthly. This video adds commentary to those resources. Read/Sign up: ML Monthly October 2020 - https://zerotomastery.io/blog/machine-learning-monthly-october-2020/ Machine Learning Engineering Book - https://amzn.to/3mbelZq Send your work through to be featured in a feature episode: daniel at mrdbourke dot com Learn ML: My beginner-friendly course - https://dbourke.link/ZTMMLcourse Connect elsewhere: Web - https://dbourke.link/web Private newsletter - https://dbourke.link/newsletter Medium - https://dbourke.link/medium Twitter - https://dbourke.link/twitter LinkedIn - https://dbourke.link/linkedin Timestamps: 0:00 - Intro/hello 1:29 - The 10 Commandments of Self-Taught Machine Learning Engineers 3:30 - Kevin's ML powered mask detecting Telegram Bot 6:50 - NLP fire sale (plethora of NLP resources) 7:25 - Modern Practical NLP by Johnathan Mugan 9:25 - Getting started with NLP by Elvis Saravia 10:35 - The Super Duper NLP repo (plenty of NLP examples) by Quantum Stat 12:30 - NLP News by Sebastian Ruder 14:00 - Phenomenal NLP repo by Tae-Hwan Jung 15:46 - State of AI Report 2020 16:40 - A 2020 guide to Data & Infrastructure 19:55 - Putting ML into production course by Made with ML 21:25 - My new favourite ML book: Machine Learning Engineering by Andriy Burkov 23:12 - The NumPy manifesto 25:18 - The Incredible PyTorch (bulk PyTorch examples) by Ritchie Ng 26:35 - Transformers for computer vision 30:15 - Training a custom object detection model for mobile guide by Jim Su from Roboflow 32:25 - Gradient Dissent podcast by Weights & Biases 34:00 - Summary/goodbye 👋 #machinelearning
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Chapters (19)

Intro/hello
1:29 The 10 Commandments of Self-Taught Machine Learning Engineers
3:30 Kevin's ML powered mask detecting Telegram Bot
6:50 NLP fire sale (plethora of NLP resources)
7:25 Modern Practical NLP by Johnathan Mugan
9:25 Getting started with NLP by Elvis Saravia
10:35 The Super Duper NLP repo (plenty of NLP examples) by Quantum Stat
12:30 NLP News by Sebastian Ruder
14:00 Phenomenal NLP repo by Tae-Hwan Jung
15:46 State of AI Report 2020
16:40 A 2020 guide to Data & Infrastructure
19:55 Putting ML into production course by Made with ML
21:25 My new favourite ML book: Machine Learning Engineering by Andriy Burkov
23:12 The NumPy manifesto
25:18 The Incredible PyTorch (bulk PyTorch examples) by Ritchie Ng
26:35 Transformers for computer vision
30:15 Training a custom object detection model for mobile guide by Jim Su from Robof
32:25 Gradient Dissent podcast by Weights & Biases
34:00 Summary/goodbye 👋
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How Transformers Finally Ate Vision – Isaac Robinson, Roboflow
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