Today, I am launching the my PyTorch course is, a highly specialized autograd course for intermediate to advanced PyTorch users.

Because I know some PyTorch but am clueless about marketing, it is hidden behind registration and I don't post the link.
https://lernapparat.de/launching-autograd-course/

YOLOX: Exceeding YOLO Series in 2021

Anchor-free version of YOLO series

Won the 1st Place on Streaming
Perception Challenge (Workshop on Autonomous Driving
at CVPR 2021)
https://github.com/Megvii-BaseDetection/YOLOX

Introduction to Deep Learning
From Logical Calculus to Artificial
Intelligence by Sandro skansi

Course on Geometric Deep Learning
Bronstein et al.: https://geometricdeeplearning.com/lectures/

Oriented R-CNN for Object Detection

Github: https://github.com/jbwang1997/OBBDetection

BboxToolkit: https://github.com/jbwang1997/BboxToolkit

Paper: https://arxiv.org/abs/2104.1122

A blogpost from Apple summarizing their research on generative model for scene level radiance fields (GSN), ICCV 2021

https://machinelearning.apple.com/research/learning-to-generate-radiance-fields

👨‍🎓 Best Resources to Learn Natural Language Processing in 2021

https://www.kdnuggets.com/2021/09/best-resources-learn-natural-language-processing-2021.html

Anybody heard about semantic segmentation. Yeah, me too!

This article goes step by step into how semantic segmentation provides context to images through pixel-accuracy.

A very informative read that answers all the questions on the topic.
https://blog.superannotate.com/guide-to-semantic-segmentation/

Dual deployments on Vertex AI🔥🔥

Google introduced new deployment techniques for mobile and web.
https://cloud.google.com/blog/topics/developers-practitioners/dual-deployments-vertex-ai

DeepMind in collaboration with University College London released the "Reinforcement Learning Lecture Series 2021"

Website: https://deepmind.com/learning-resources/reinforcement-learning-series-2021
Lecture Video: https://youtube.com/playlist?list=PLqYmG7hTraZDVH599EItlEWsUOsJbAodm

Hello sir/ma'am,
I am Yashita Bawane, VII semester student of B. Arch from National Institute of Technology Raipur. I am working on my research paper titled "Enhancing productivity through daylighting in corporate workspaces".
As a part of my research work, I am undertaking a survey to know the lighting preferences of the corporate employees and how it relates to the quality of output.
I would be grateful if you spare some time and fill in the questionnaires. This survey would take 2-3 minutes to complete. Be assured that all the details will be kept confidential and will be used for academic purpose only.

Thank you in advance

https://forms.gle/5k46CdaFnG3HAJzw8

PySlowFast library by Facebook AI just added the neural Transformers support ☑☑

👉PySlowFast is an open source video understanding codebase from FAIR that provides state-of-the-art video classification models with efficient training

Highlights:
✅SlowFast Networks for Video Recognition
✅Supporting Non-local Neural Networks
✅Multigrid Method for Efficiently Training Video Models
✅X3D: Progressive Expansion for Efficient Video Rec.
✅Multiscale Vision Transformers (new!)

🚩Link to source code

Deploy your PyTorch model to Production

This tutorial aims to teach you how to deploy your recently trained model in PyTorch as an API using Python.

https://www.kdnuggets.com/2019/03/deploy-pytorch-model-production.html

Believe it or not, this is not originally a video. It was made from a collection of photos. Sounds interesting?

Learn more about video from this paper 👇

AI Synthesizes Smooth Videos from a Couple of Images!
Paper link: https://arxiv.org/pdf/2110.06635.pdf.
Code: https://github.com/darglein/ADOP