State of AI Report 2020 (review)
For the last three years, the State of AI Report has been published as a snapshot of what's happened in the field of artificial intelligence over the past 12 months. This is my review/walkthrough of the 2020 version.
A big shout out to Nathan and Ian for their huuuuuuge efforts putting this together!
See the full State of AI Report 2020 here: https://www.stateof.ai
Connect:
Web - https://www.mrdbourke.com
Email updates - https://www.mrdbourke.com/newsletter
Timestamps:
0:00 - Intro and hello
1:31 - AI report review start
2:12 - AI definitions
3:00 - SECTION 1: Research
3:37 - Transformers …
Watch on YouTube ↗
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Chapters (31)
Intro and hello
1:31
AI report review start
2:12
AI definitions
3:00
SECTION 1: Research
3:37
Transformers taking over NLP
5:50
Universities starting AI-based degrees
6:35
Only 15% of papers published share their code/data
8:20
PyTorch outpacing TensorFlow in research papers
11:12
Bigger models, datasets and compute budgets drive performance
15:40
Increased performance costing more for incremental improvement
18:13
Deep learning is getting more efficient
21:11
AI for conversations is getting better
23:02
Machine translation for code (Python to C++)
25:32
Many algorithms starting to beat human baseline for NLP on GLUE test
27:04
Using Transformers for computer vision
30:11
AI performs incredibly well on mammography tasks across two regions (US and UK
31:30
Causal inference in ML
34:30
ML for synthesizing new molecules
36:26
AI starts to read DNA-encoded molecules
39:39
AI generates tennis matches between any tennis players you want
40:46
Transformers being used for object detection
41:46
AI which learns from its dreams
44:26
Really efficient on-device computer vision models
45:04
Evolving machine learning algorithms from scratch (AutoML Zero)
46:20
Federated learning is now booming
47:16
Privacy-preserving ML
48:35
Using Gaussian Processes for estimating model uncertainty
50:11
SECTION 2: Talent
50:12
Many top companies stealing AI professors
52:02
Abu Dhabi opens the world's first AI university
54:03
Many Chinese AI PhD's depart C
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