Classifying Handwritten Digits with TF.Learn - Machine Learning Recipes #7
Last time we wrote an image classifier using TensorFlow for Poets. This time, we’ll write a basic one using TF.Learn. To make it easier for you to try this out, I wrote a Jupyter Notebook for this episode -- https://goo.gl/NNlMNu -- and I’ll start with a quick screencast of installing TensorFlow using Docker, and serving the notebook. This is a great way to get all the dependencies installed and properly configured. I've linked some additional notebooks below you can try out, too. Next, I’ll start introducing a linear classifier. My goal here is just to get us started. I’d like to spend a lot more time on this next episode, if there’s interest? I have a couple alternate ways of introducing them that I think would be helpful (and I put some exceptional links below for you to check out to learn more, esp. Colah's blog and CS231n - wow!). Finally, I’ll show you how to reproduce those nifty images of weights from TensorFlow.org's Basic MNIST’s tutorial.
Jupyter Notebook: https://goo.gl/NNlMNu
Docker images: https://goo.gl/8fmqVW
MNIST tutorial: https://goo.gl/GQ3t7n
Visualizing MNIST: http://goo.gl/ROcwpR (this blog is outstanding)
More notebooks: https://goo.gl/GgLIh7
More about linear classifiers: https://goo.gl/u2f2NE
Much more about linear classifiers: http://goo.gl/au1PdG (this course is outstanding, highly recommended)
More TF.Learn examples: https://goo.gl/szki63
Thanks for watching, and have fun! For updates on new episodes, you can find me on Twitter at www.twitter.com/random_forests
Видео Classifying Handwritten Digits with TF.Learn - Machine Learning Recipes #7 канала Google Developers
Jupyter Notebook: https://goo.gl/NNlMNu
Docker images: https://goo.gl/8fmqVW
MNIST tutorial: https://goo.gl/GQ3t7n
Visualizing MNIST: http://goo.gl/ROcwpR (this blog is outstanding)
More notebooks: https://goo.gl/GgLIh7
More about linear classifiers: https://goo.gl/u2f2NE
Much more about linear classifiers: http://goo.gl/au1PdG (this course is outstanding, highly recommended)
More TF.Learn examples: https://goo.gl/szki63
Thanks for watching, and have fun! For updates on new episodes, you can find me on Twitter at www.twitter.com/random_forests
Видео Classifying Handwritten Digits with TF.Learn - Machine Learning Recipes #7 канала Google Developers
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
![Let’s Write a Decision Tree Classifier from Scratch - Machine Learning Recipes #8](https://i.ytimg.com/vi/LDRbO9a6XPU/default.jpg)
![Introduction to Tensorflow & Keras for Deep Learning with Python (3.2)](https://i.ytimg.com/vi/PsE73jk55cE/default.jpg)
![Train an Image Classifier with TensorFlow for Poets - Machine Learning Recipes #6](https://i.ytimg.com/vi/cSKfRcEDGUs/default.jpg)
![Handwritten Digit Recognition using Python | Draw & Recognize | Mnist Classification](https://i.ytimg.com/vi/H_nAvq9KSJo/default.jpg)
![](https://i.ytimg.com/vi/e8jZZTnsKKc/default.jpg)
![Deep Learning Frameworks 2019](https://i.ytimg.com/vi/SJldOOs4vB8/default.jpg)
![TensorFlow Tutorial #02 Convolutional Neural Network](https://i.ytimg.com/vi/HMcx-zY8JSg/default.jpg)
![Basics of TensorFlow - TF Workshop - Session 1](https://i.ytimg.com/vi/F_uuqfgdZZw/default.jpg)
![Intro to Feature Engineering with TensorFlow - Machine Learning Recipes #9](https://i.ytimg.com/vi/d12ra3b_M-0/default.jpg)
![Machine Learning Zero to Hero (Google I/O'19)](https://i.ytimg.com/vi/VwVg9jCtqaU/default.jpg)
![What is the #66DaysOfData?](https://i.ytimg.com/vi/qV_AlRwhI3I/default.jpg)
![Reinforcement Learning in TensorFlow with TF-Agents (TF Dev Summit '19)](https://i.ytimg.com/vi/-TTziY7EmUA/default.jpg)
![Text Detection using Neural Networks | OPENCV Python](https://i.ytimg.com/vi/y1ZrOs9s2QA/default.jpg)
![The Mathematics of Machine Learning](https://i.ytimg.com/vi/Rt6beTKDtqY/default.jpg)
![Classify Handwritten Digits Using Python and Artificial Neural Networks](https://i.ytimg.com/vi/kOFUQB7u5Ck/default.jpg)
![Writing Neural Network to recognise handwritten digit in Tensorflow 2](https://i.ytimg.com/vi/fPDss6LjSmg/default.jpg)
![Handwritten Digit recognition](https://i.ytimg.com/vi/QOe1BUpyayE/default.jpg)
![Deep Learning with TensorFlow - Introduction to TensorFlow](https://i.ytimg.com/vi/MotG3XI2qSs/default.jpg)
![](https://i.ytimg.com/vi/9wEYPEN89bE/default.jpg)
![Hello World - Machine Learning Recipes #1](https://i.ytimg.com/vi/cKxRvEZd3Mw/default.jpg)