Practical Deep Learning For Coders—18 hours of lessons for free
"This 7-week course is designed for anyone with at least a year of coding experience, and some memory of high-school math. You will start with step one—learning how to get a GPU server online suitable for deep learning—and go all the way through to creating state of the art, highly practical, models for computer vision, natural language processing, and recommendation systems. There are around 20 hours of lessons, and you should plan to spend around 10 hours a week for 7 weeks to complete the material."
A unique path to deep learning expertise · fast.ai
"If you’re considering investing time in studying deep learning with fast.ai, then we want to give you all the information you need to decide whether you could benefit from this content. We believe that nearly everybody who can code should be able to benefit. For a start, the financial opportunities are extraordinary – there is a pricetag of $5 million-$10 million per deep learning expert for acquisitions in the Bay area. Much more importantly, deep learning experts can help to solve some of the world’s biggest challenges in nearly every area."
HOW TO SET UP YOUR AWS DEEP LEARNING SERVER
Download Anaconda Now! | Continuum
Bash on Ubuntu on Windows - Installation Guide
>pip install awscli
>aws configure
> ssh ...
$ nvidia-smi
$ jpyther notebook
web browser...
: import theano
: import keras
Lesson 1: Practical Deep Learning for Coders - YouTube
fastai/courses: fast.ai Courses @ GitHub
Jeremy Howard (entrepreneur) - Wikipedia
Providing a Good Education in Deep Learning · fast.ai
A Mathematician’s Lament by Paul Lockhart (PDF)
"...a nightmare world where children are not allowed to listen to or play music until they have spent over a decade mastering music notation and theory, spending classes transposing sheet music into a different key. In art class, students study colors and applicators, but aren’t allowed to actually paint until college. Sound absurd? This is how math is taught–we require students to spend years doing rote memorization, and learning dry, disconnected “fundamentals” that we claim will pay off later, long after most of them quit the subject"
TOP 25 QUOTES BY PAUL LOCKHART | A-Z Quotes
Intro to Machine Learning Course | Udacity
scikit-learn: machine learning in Python — scikit-learn 0.18.1 documentation
link from:
Machine Learning, Deep Learning, and Artificial Intelligence with Edaena Salinas Jasso on the Hanselminutes Technology Podcast: Fresh Air for Developers
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