Deep Learning: Practice and Trends (NIPS 2017 Tutorial, parts I & II)

Tutorial Deep Learning: Practice and Trends. Nando de Freitas, Scott Reed, Oriol Vinyals.
0:02:06 Part I: Practice. The Deep Learning Toolbox
0:39:18 Part II: Trends. Autoregressive Models
0:58:45 Part II: Trends. Domain Alignment
1:12:57 Part II: Trends. Learning to Learn / Metalearning
1:22:06 Part II: Trends. Graph Networks
1:30:10 Part II: Trends. Program Induction
Abstract:
Deep Learning has become an essential toolbox which is used in a wide variety of applications, research labs, industry, etc. In this tutorial, we will provide a set of guidelines which will help newcomers to the field understand the most recent and advanced models, their application to diverse data modalities (such as images, videos, waveforms, sequences, graphs,) and to complex tasks (such as learning to learn from a few examples, or generating molecules).

[@finnarupnielsen995]

Slides are available from docs.google.com/presentation/d/e/2PACX-1vQMZsWfjjLLz_wi8iaMxHKawuTkdqeA3Gw00wy5dBHLhAkuLEvhB7k-4LcO5RQEVFzZXfS6ByABaRr4/pub

[@gautamkarmakar3443]

Greatly appreciated

very enlightening overview!
Anyone know about others this info rich?

[@eggie545]

thanks for sharing this

[@steven2358]

You're welcome

[@rishabh3667]

Are the slides made public?

[@superfreestyleer]

Am I reading that right? He put GRU and LSTM under non-linearities?

[@steven2358]

At which point does he say this? Strictly speaking they are non-linearities (but with a memory).

[@superfreestyleer]

it's on his slide. At 5:10ish. Also lists linear.

[@steven2358]

It seems that he refers to the basic neuron type.

[@gautamkarmakar3443]

Are these slides available anywhere?

[@finnarupnielsen995]

docs.google.com/presentation/d/e/2PACX-1vQMZsWfjjLLz_wi8iaMxHKawuTkdqeA3Gw00wy5dBHLhAkuLEvhB7k-4LcO5RQEVFzZXfS6ByABaRr4/pub

[@gautamkarmakar3443]

Thanks for sharing, is download allowed? Google doesn't allow download from published slides. Sorry may be asking too much.

[@finnarupnielsen995]

I am not sure about this.

[@masatohagiwara5247]

You can download the PDF of the slides from here drive.google.com/file/d/1SuwiICLERd7SfYo3FiqNG0tCEBUjKcT7/view

[@gautamkarmakar3443]

Thanks a ton.