The Art and Science of ML

In this data science course you will learn the essential skills of ML intuition, good judgment and experimentation to finely tune and optimize your ML models for the best performance.
Course info
Level
Beginner
Updated
Aug 3, 2019
Duration
3h 26m
Table of contents
Introduction
The Art of ML
Hyperparameter Tuning
A Pinch of Science
The Science of Neural Networks
Embeddings
Custom Estimator
Summary
Description
Course info
Level
Beginner
Updated
Aug 3, 2019
Duration
3h 26m
Description

Welcome to the art and science of machine learning. In this data science course you will learn the essential skills of ML intuition, good judgment and experimentation to finely tune and optimize your ML models for the best performance. In this course you will learn the many knobs and levers involved in training a model. You will first manually adjust them to see their effects on model performance. Once familiar with the knobs and levers, otherwise known as hyperparameters, you will learn how to tune them in an automatic way using Cloud Machine Learning Engine on Google Cloud Platform.

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