AI Digest - Why AI is harder than we think
#154 — May 03, 2021 | View in browser |
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Why AI is harder than we think
Since its beginning in the 1950s, the field of artificial intelligence has cycled several times between periods of optimistic predictions and massive investment ("AI spring") and periods of disappointment, loss of confidence, and reduced funding ("AI winter"). Even with today's seemingly fast pace of AI breakthroughs, the development of long-promised technologies such as self-driving cars, housekeeping robots, and conversational companions has turned out to be much harder than many people expected.
TorchPQ: Efficient Nearest Neighbor Search and Clustering on GPUs
TorchPQ is a python library for Approximate Nearest Neighbor Search (ANNS) and Maximum Inner Product Search (MIPS) on GPU using Product Quantization (PQ) algorithm. TorchPQ is implemented mainly with PyTorch, with some extra CUDA kernels to accelerate clustering, indexing and searching.
Google and UC Berkeley propose green strategies for large neural network training
A research team from Google and the University of California, Berkeley calculates the energy use and carbon footprint of large-scale models T5, Meena, GShard, Switch Transformer and GPT-3, and identifies methods and publication guidelines that could help reduce their CO2e footprint.
The hitchhiker's guide to computer vision
Are you tired of this towardsdatascience/medium tutorials and posts about deep learning? Don’t panic. © Take another one.
Geometric foundations of Deep Learning
Geometric Deep Learning is an attempt for geometric unification of a broad class of ML problems from the perspectives of symmetry and invariance. These principles not only underlie the breakthrough performance of convolutional neural networks and the recent success of graph neural networks but also provide a principled way to construct new types of problem-specific inductive biases.
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Unsupervised 3D neural rendering of Minecraft worlds
Sunday, April 25, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #153 — April 26, 2021 View in browser AI Digest Spread the word, build the community, share
CPU algorithm trains deep neural nets up to 15 times faster than top GPU trainers
Monday, April 19, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #152 — April 19, 2021 View in browser AI Digest Spread the word, build the community, share
How I built a €25K machine learning rig
Sunday, April 11, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #151 — April 12, 2021 View in browser AI Digest Spread the word, build the community, share
Finetune GPT2-XL and GPT-NEO on a single GPU
Sunday, April 4, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #150 — April 05, 2021 View in browser AI Digest Spread the word, build the community, share
11 pandas built-in functions you should know
Sunday, March 28, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #149 — March 29, 2021 View in browser AI Digest Spread the word, build the community, share
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