AI Digest #176: The first rule of machine learning: Start without machine learning
#176 — October 04, 2021 | View in browser |
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The first rule of machine learning: Start without machine learning
Applying machine learning effectively is tricky. You need data. You need a robust pipeline to support your data flows. And most of all, you need high-quality labels. As a result, most of the time, my first iteration doesn’t involve machine learning at all.
DeepMind develops AI that can forecast the weather
DeepMind, the artificial intelligence research arm of Google LLC parent Alphabet Inc., today detailed a new project that seeks to harness machine learning to generate better weather forecasts.
Microsoft Turing Universal Language Representation model
Today, we are excited to announce that with our latest Turing universal language representation model (T-ULRv5), a Microsoft-created model is once again the state of the art and at the top of the Google XTREME public leaderboard.
LoFTR: Detector-free local feature matching with transformers
We present a novel method for local image feature matching. Instead of performing image feature detection, description, and matching sequentially, we propose to first establish pixel-wise dense matches at a coarse level and later refine the good matches at a fine level. In contrast to dense methods that use a cost volume to search correspondences, we use self and cross attention layers in Transformer to obtain feature descriptors that are conditioned on both images. The global receptive field provided by Transformer enables our method to produce dense matches in low-texture areas, where feature detectors usually struggle to produce repeatable interest points. The experiments on indoor and outdoor datasets show that LoFTR outperforms state-of-the-art methods by a large margin. LoFTR also ranks first on two public benchmarks of visual localization among the published methods.
Self-parking car in less than 500 lines of code
Training the car to do self-parking using a genetic algorithm
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AI Digest #175: What is an A/B Test?
Sunday, September 26, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #175 — September 27, 2021 View in browser AI Digest Spread the word, build the community,
AI Digest #174: The definitive guide to Embeddings
Sunday, September 19, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #174 — September 20, 2021 View in browser AI Digest Spread the word, build the community,
AI Digest #173: Data engineering roadmap
Sunday, September 12, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #173 — September 13, 2021 View in browser AI Digest Spread the word, build the community,
AI Digest #172: A gentle introduction to graph neural networks
Sunday, September 5, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #172 — September 06, 2021 View in browser AI Digest Spread the word, build the community,
Deep learning implementations
Sunday, August 29, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #171 — August 30, 2021 View in browser AI Digest Spread the word, build the community, share
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