February 2017
Intermediate to advanced
198 pages
3h 46m
English
Content preview from Artificial Intelligence Now
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Chapter 8. Dive into TensorFlow with Linux
For the last eight months, I have spent a lot of time trying to absorb as much as I can about machine learning. I am constantly amazed at the variety of people I meet on online MOOCs in this small but quickly growing community, from quantum researchers at Fermilab to Tesla-driving Silicon Valley CEOs. Lately, I have been putting a lot of my focus into the open source software TensorFlow, and this tutorial is the result of that.
I feel like a lot of machine learning tutorials are geared toward Mac. One major advantage of using Linux is it’s free and it supports using TensorFlow with your GPU. The accelerated parallel computing power of GPUs is one of the reasons for such major advancements in machine learning. You don’t need cutting-edge technology to build a fast image classifier; my computer and graphic card cost me less than $400 USD.
In this tutorial, I am going to walk you through how I learned to train my own image classifier on Ubuntu with a GPU. This tutorial is very similar to Pete Warden’s “TensorFlow for Poets”, but I did things a little differently. I am going to assume that you have TensorFlow and Bazel installed and have cloned the latest TensorFlow release in your home directory. If you have not yet done that, you can follow a tutorial on my blog. If you don’t have a compatible GPU, you can still follow this tutorial; it will just take longer.
The overall process is extremely simple and can be broken into ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.