MIT Introduction to Deep Learning 6.S191: Lecture 6 with Ava Soleimany.

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Lecture Outline

  • 0:00 – Introduction
  • 0:58 – Course logistics
  • 3:59 – Upcoming guest lectures
  • 5:35 – Deep learning and expressivity of NNs
  • 10:02 – Generalization of deep models
  • 14:14 – Adversarial attacks
  • 17:00 – Limitations summary
  • 18:18 – Structure in deep learning
  • 22:53 – Uncertainty & bayesian deep learning
  • 28:09 – Deep evidential regression
  • 33:08 – AutoML
  • 36:43 – Conclusion

Azure Databricks is fast, easy to use and scalable big data collaboration platform. Based on Apache Spark brings high performance and benefits of spark without need of having high technical knowledge.

You simply write Python/Scala scripts.

Learn the basics of Databricks and show common Blob Storage JSON to Blob Storage CSV transformation scenario in this video.

Samples from video: https://github.com/MarczakIO/Azure4Everyone-Databricks-Intro

Here’s a great brief introduction to basic Kubernetes concepts.

With docker you were able to run a single instance of an application using the docker run command. Which is great! Running an application has never been so easy before.

With Kubernetes, using the Kubernetes CLI known as Kubectl you can run a 1000 instance of the same application with a single command. Kubernetes can scale it up to 2000 with another command. 

Azure 4 Everyone explores Azure Logic Apps in this great tutorial video.

Azure Logic Apps are Enterprise Integration Service, which means their main purpose is orchestration, integration and scheduling of tasks in a simple way. With easy to use user interface, no coding design and powerful extensibility you can easily integrate services in minutes.

In this video I will cover basics of Logic Apps and show couple of demos.