Chemical synthesis with MCTS, neural nets and symbolic AI.

An AI system finds correct sequence of steps to synthesize complex organic molecules -- a task much more complex than the game of Go. 95% success in 13 seconds on ordinary hardware.
https://www.nature.com/articles/nature25978.epdf
https://arxiv.org/abs/1708.04202

Semantic Segmentation Models for Autonomous Vehicles


https://www.kdnuggets.com/2018/03/semantic-segmentation-models-autonomous-vehicles.html

#deeplearning #segmentation

Microsoft’s AI course is now open and free

Microsoft Professional Program for Artificial Intelligence — previously being available only to employees is now available at edx.org for free. Program includes 10 courses from basic python programming to deep learning and reinforcement learning disciplines.

https://academy.microsoft.com/en-us/professional-program/tracks/artificial-intelligence/

#mooc #microsoft #course

OpenAI launched Retro Contest — a contest where agents use their past experience to adapt to new environments. In this contest agents have to play previously unseen levels.
https://blog.openai.com/retro-contest/

#kaggle #rl #openai

Neural networks #architecture #cheatsheet #nn

New paper on generating images from scene description using GANs

https://arxiv.org/abs/1804.01622

#arxiv #gan

Top 20 papers according to citation counter from academic.microsoft.com

https://www.kdnuggets.com/2018/03/top-20-deep-learning-papers-2018.html

#chart #dl

This is example how image can trick human brain, because blue lines are actually parallel.

So one shouldn’t blame neural networks for messing up classes.

High-level overview of different Object detection architectures: Fast R-CNN, Faster RCNN, Mask R-CNN, R-FCN, FPN, YOLO, SSD, RetinaNet:

https://medium.com/@jonathan_hui/what-do-we-learn-from-region-based-object-detectors-faster-r-cnn-r-fcn-fpn-7e354377a7c9

#dl #list #comparison #cv

Facebook is announcing a slew of new ML-related software projects and code releases this morning at F8, including Glow (a neural network compiler), PyTorch Translate (a public version of their production NMT code) and the roadmap for PyTorch 1.0 code.

https://code.facebook.com/posts/172423326753505/

#pytorch #facebook #deeplearning

CrowdHuman: A Benchmark for Detecting Human in a Crowd https://arxiv.org/abs/1805.00123

Andrew Ng announced that practical self-driving cars are ready. DriveAI will deploy a self-driving car service for public use in Texas starting in July.

Link: https://medium.com/@andrewng/self-driving-cars-are-here-aea1752b1ad0

#driving #rl #car #deeplearning #andrewng

Facebook’s Field Guide to Machine Learning video series

#guide #facebook

https://research.fb.com/the-facebook-field-guide-to-machine-learning-video-series/

Facebook report about advance in image recognition.

https://code.facebook.com/posts/1700437286678763/advancing-state-of-the-art-image-recognition-with-deep-learning-on-hashtags/

#cv #facebook #deeplearning

Open Neural Network Exchange — new format, introduced by Facebook to allow AI engineers to more easily move models between frameworks without having to do resource-intensive custom engineering. 

https://code.facebook.com/posts/1714175645317654/onnx-expansion-speeds-ai-development/

Neural network for extreme low-light photographs enhancement:

https://youtu.be/qWKUFK7MWvg

#CV #nn