Siraj Raval programs a virtual robot to do some house cleaning using a technique called Monte Carlo Prediction. In typical Siraj fashion he explains what it is, how it works and how to use it for reinforcement learning.
Siraj Raval takes on YOLO. It’s not what you think.
This time it stands for You Only Look Once, a great object detection method for adding computer vision features to live streaming video.
In this Heroes of Deep Learning video, the legendary Andrew Ng interviews the equally illustrious Ian Goodfellow, the creator of GANs.
Tom Dietterich delivers a talk to the National Academies of Sciences, Engineering, and Medicine at a two-day workshop they organized on the capabilities and applications of artificial intelligence and machine learning for the intelligence community.
Here’s an interesting talk on CNTK, the Microsoft Cognitive Toolkit, and Deep Learning on Azure.
Slides and code are on GitHub.
Here’s a video from Google introducing the techniques you can use to represent features – including Bucketing, Crossing, Hashing, and Embedding – and other utilities TensorFlow uses to help you create features.
The video is worth a watch just for the walkthrough of using TensorFlow Estimators to classify structured data.
This video introduces Deep Learning with Microsoft Cognitive Toolkit (CNTK). The intended audience includes:
- Data scientists who are new to deep learning
- Machine learning scientists looking for advanced techniques
- Engineers looking for means to scale and leverage cloud computing in Azure