Deep Learning and Anomaly Detection
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Elements of a successful graduate career

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I like Slide 25 that says: Believe in yourself and never stop persevering. (And of course the don't listen to your advisor part... hehe...)

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Deep Learning: The Theoretician's Nightmare or Paradise? (LeCun, NYU, August 2012) - YouTube

Slides: http://www.cs.nyu.edu/~yann/talks/lecun-20120801-princeton.pdf Workshop: http://intractability.princeton.edu/blog/2012/07/workshop-on-provable-bounds...
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A pretty good video on review of the traditional/mainstream machine learning techniques, and the rise of Deep Learning, plus important concepts used in the commercial AI applications.

 

Quite difficult to understand how energy based model works. Yann Lecun went very fast on the slides; fortunately there is a link to download the slides for further reading:

http://www.cs.nyu.edu/~yann/talks/lecun-20120801-princeton.pdf

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Image Processing tutorial part 1: Basic object tracking tutorial by Student dave - YouTube

A tutorial on very basic image processing for object tracking matlab code and more can be found here! http://studentdavestutorials.weebly.com/ if you like th...
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To be written later (after I watch)...

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Deep Learning of Representations

Deep Learning of Representations | Deep Learning and Anomaly Detection | Scoop.it
Google Tech Talk 11/13/2012 Presented by Yoshua Bengio ABSTRACT Yoshua Bengio will give an introduction to the area of Deep Learning, to which he has been on...
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Quite difficult to understand if you've not had enough background knowledge on deep learning techniques. However it is a good overview and summary video on popular deep learning techniques.

 

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30 tips for successful academic research and writing

Plan your research in chunks: this morning, today, this week, this month, next few months, this year, next three years. Have a clear idea for what you want to achieve in these time periods and try to stick to this as much as you can..

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Write good papers

Write good papers | Deep Learning and Anomaly Detection | Scoop.it
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A very practical guide to academic writing. This article is particularly specific and beyond general in guiding people to write a good research paper.

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▶ Fix a Wobbly Table (with Math) - YouTube

Fix your wobbly table with just a small tweak - but why does this work? Reddit discussion: http://www.reddit.com/r/BradyHaran/comments/2dvp3m/an_end_to_wobbl...
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This is out of topic... but is very fun and practical :D

 

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▶ Andrew Ng: Deep Learning, Self-Taught Learning and Unsupervised Feature Learning - YouTube

Graduate Summer School: Deep Learning, Feature Learning "Deep Learning, Self-Taught Learning and Unsupervised Feature Learning (Part 1 Slides1-68; Part 2 Sli...
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Definitely the first video that should be watched if you're interested in Deep Learning. Not much technical terms are used to describe why Deep Learning is the current hype in Machine Learning.

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Deep Neural Networks for Speech and Image Processing - YouTube

learniAERFAI Summer School on Pattern Recognition in Multimodal Human Interaction - Deep Neural Networks for Speech and Image Processing This is the sixth edition ...

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A more in depth introduction to deep neural networks and how it is modeled or applied in speech processing.

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How to Write a Great Research Paper - YouTube

An eye-opening talk... Professor Simon Peyton Jones, Microsoft Research, gives a guest lecture on writing. Seven simple suggestions: don't wait - write, iden...
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A very interesting and not-boring-at-all video on how to write a good research paper. The most significant point is,

The flow of research work should be:

Idea >> Writing >> Do research

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Write good papers

How to write good research papers. This talk covers everything from selecting a good title, writing a good abstract, crafting good figures, and so on.
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A slide version of the previous scoop.

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