Deep learning is useful because it enables us to create programs that we could not otherwise code by hand. But the space of programs you can learn via deep learning models is a minuscule slice of the space of programs that we may be interested in.

I'm excited to finally release source code for SQAIR (which was accepted as a spotlight at NIPS this year): github.com/akosiorek/sqair Thanks Hyunjik Kim, Ingmar Posner and Yee Whye Teh for help with this!

Cool work by Brett Göhre, showing that a GQN trained on synthetic data can be leveraged to transfer to real images. Impressive results! docs.google.com/presentation/d… Brett Göhre

If you do medical image analysis, use 3D ConvNets. Awesome work on knee MRI by NYU colleagues. Congrats Kyunghyun Cho and team! facebook.com/722677142/post…

Today we are excited to release video recordings of lectures from "Advanced Deep Learning and Reinforcement Learning", a course on deep RL taught at @UCL earlier this year by DeepMind researchers: youtube.com/playlist?list=… Enjoy!

Looking forward to the Medical Imaging meets NeurIPS Workshop next week Saturday (Dec, 8th). At 9:45am I'll present our work on radiotherapy planning (arxiv.org/abs/1809.04430), triaging eye diseases (nature.com/articles/s4159…) and the probabilistic u-net (arxiv.org/abs/1806.05034)

Proud to be one of the top recognized startups at #BioAsia2019 Thank you 23rd BioAsia 2026 IKP Knowledge Park IKP-EDEN DBT-BIRAC for the support!

If you are looking for a grand challenge in biomedical image analysis, here is a list of challenges in 2019: grand-challenge.org/challenges/

Improving the resolution of microscopy images and adding color to old movies using fastai, PyTorch, U-Nets, feature loss, & 1-cycle learning (almost no GANs needed!). Great #F8 talk by Jeremy Howard citnaj Uri Manor facebook.com/watch/?v=34016…

Presenting "Decrappification, DeOldification, and Super Resolution", with citnaj, Uri Manor & many collaborators. Click below to learn about brain mapping, restoring classic movies, & more! Special thanks to PyTorch, Salk Institute & @313V. fast.ai/2019/05/03/dec…

How I became a machine learning practitioner: blog.gregbrockman.com/how-i-became-a… (Spoiler alert: you can too!)

Anand Malpani PhD Duygu Sarikaya Dan Hashimoto, MD MS FACS Pierre JANNIN OR2.0 now starting with our first keynote from @carrendou #MICCAIOR20

Happy #ValentinesDay! Last Christmas, I gave you my heart, the very next day … you created a mosaic of #MRI images generated by #ArtificialIntelligence. 💕 📸Research work by one of our MRes students to utilize #AI for Cardiovascular Imaging and health UCL Computer Science. #loveUCL

Combining Valentine's Day with MRI and AI - great spirit Vishal! UCL Institute of Cardiovascular Science, Catarina Veiga, UCL Medical Physics & Biomedical Engineering - check it here: x.com/UCLEngineering…

LinkedIn Help Hi, my account was recently restricted. I’ve done the Government ID verification step via Persona, but I still can’t access it. Could you please let me know if any further steps are needed to regain access to my account? Thanks

1 hour and 5 diagrams later I optimized 100 lines of code that ran in 13 seconds to 20 lines of heavily vectorized code that runs in 0.02 seconds, and this might just be the best day of my life, so far.