Data scientists should be more end-to-end | Machine Learning Monthly September 2020

Daniel Bourke · Beginner ·👁️ Computer Vision ·5y ago
Every month I review the latest and greatest resources in the world of machine learning in a newsletter called Machine Learning Monthly. This is the video version of that newsletter for September 2020. And as usual, it's been a massive month on tour. Read the blog post - https://zerotomastery.io/blog/machine-learning-monthly-september-2020 Learn ML (beginner-friendly course) - https://dbourke.link/mlcourse Updates on my work - https://dbourke.link/newsletter Timestamps: 0:00 - Intro and hello 0:57 - How I'd start learning ML again video 1:47 - Shivan's project to analyze my YouTube data 4:16 - Free advanced NLP with spaCy course 5:43 - Explosion AI (one of my favourite AI companies) 6:15 - Text classification with TFIDF vs Word2Vec vs BERT 7:16 - TFIDF formula 8:35 - Super efficient on-device NLP 11:10 - Story of working on a NLP ML project 13:07 - Machine Learning from Scratch book by Danny Friedman 15:33 - 42 day project framework 16:05 - Learning Math for Machine Learning 17:35 - One of my favourite quotes on learning 19:06 - Four great questions for any ML project 19:48 - Data scientists should be more end-to-end 22:43 - Story of being held back on a project 25:34 - GitHub Actions for MLOps & Data Science 27:15 - Microsoft DeepSpeed framework for faster and more efficient model training 30:32 - Roboflow's Ultimate Guide to Object Detection in 2020 33:37 - Using AI and computer vision for agriculture 36:25 - My favourite resource for the month 37:00 - Outro Support on Patreon - https://bit.ly/mrdbourkepatreon Connect elsewhere: Web - https://dbourke.link/web Quora - https://dbourke.link/quora Medium - https://dbourke.link/medium Twitter - https://dbourke.link/twitter LinkedIn - https://dbourke.link/linkedin
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Chapters (22)

Intro and hello
0:57 How I'd start learning ML again video
1:47 Shivan's project to analyze my YouTube data
4:16 Free advanced NLP with spaCy course
5:43 Explosion AI (one of my favourite AI companies)
6:15 Text classification with TFIDF vs Word2Vec vs BERT
7:16 TFIDF formula
8:35 Super efficient on-device NLP
11:10 Story of working on a NLP ML project
13:07 Machine Learning from Scratch book by Danny Friedman
15:33 42 day project framework
16:05 Learning Math for Machine Learning
17:35 One of my favourite quotes on learning
19:06 Four great questions for any ML project
19:48 Data scientists should be more end-to-end
22:43 Story of being held back on a project
25:34 GitHub Actions for MLOps & Data Science
27:15 Microsoft DeepSpeed framework for faster and more efficient model training
30:32 Roboflow's Ultimate Guide to Object Detection in 2020
33:37 Using AI and computer vision for agriculture
36:25 My favourite resource for the month
37:00 Outro
Up next
How Transformers Finally Ate Vision – Isaac Robinson, Roboflow
AI Engineer
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