Machine Learning by Google Developers

Created on Jun 26, 2018

Machine Learning Recipes series by Google


Machine Learning by Google Developers

Curated By:

Vidyadhar's Profileโ˜…
64

1

Hello World - Machine Learning Recipes #1

๐Ÿ”— (https://www.youtube.com/watch?v=...)

Six lines of Python is all it takes to write your first machine learning program! In this episode, we'll briefly introduce what machine learning is and why i...

2

Visualizing a Decision Tree - Machine Learning Recipes #2

๐Ÿ”— (https://www.youtube.com/watch?v=...)

Last episode, we treated our Decision Tree as a blackbox. In this episode, we'll build one on a real dataset, add code to visualize it, and practice reading ...

3

What Makes a Good Feature? - Machine Learning Recipes #3

๐Ÿ”— (https://www.youtube.com/watch?v=...)

Good features are informative, independent, and simple. In this episode, we'll introduce these concepts by using a histogram to visualize a feature from a to...

4

Letโ€™s Write a Pipeline - Machine Learning Recipes #4

๐Ÿ”— (https://www.youtube.com/watch?v=...)

In this episode, weโ€™ll write a basic pipeline for supervised learning with just 12 lines of code. Along the way, we'll talk about training and testing data. ...

5

Writing Our First Classifier - Machine Learning Recipes #5

๐Ÿ”— (https://www.youtube.com/watch?v=...)

Welcome back! It's time to write our first classifier. This is a milestone if youโ€™re new to machine learning. We'll start with our code from episode #4 and c...

6

Train an Image Classifier with TensorFlow for Poets - Machine Learning Recipes #6

๐Ÿ”— (https://www.youtube.com/watch?v=...)

Monet or Picasso? In this episode, weโ€™ll train our own image classifier, using TensorFlow for Poets. Along the way, Iโ€™ll introduce Deep Learning, and add con...

7

Classifying Handwritten Digits with TF.Learn - Machine Learning Recipes #7

๐Ÿ”— (https://www.youtube.com/watch?v=...)

Last time we wrote an image classifier using TensorFlow for Poets. This time, weโ€™ll write a basic one using TF.Learn. To make it easier for you to try this o...

8

Letโ€™s Write a Decision Tree Classifier from Scratch - Machine Learning Recipes #8

๐Ÿ”— (https://www.youtube.com/watch?v=...)

Hey everyone! Glad to be back! Decision Tree classifiers are intuitive, interpretable, and one of my favorite supervised learning algorithms. In this episode...

9

Intro to Feature Engineering with TensorFlow - Machine Learning Recipes #9

๐Ÿ”— (https://www.youtube.com/watch?v=...)

Hey everyone! Hereโ€™s an intro to techniques you can use to represent your features - including Bucketing, Crossing, Hashing, and Embedding - and utilities Te...

10

Getting Started with Weka - Machine Learning Recipes #10

๐Ÿ”— (https://www.youtube.com/watch?v=...)

Hey everyone! In this video, Iโ€™ll walk you through using Weka - The very first machine learning library Iโ€™ve ever tried. Whatโ€™s great is that Weka comes with...


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