Applied Machine Learning: Industry Case Study with TensorFlow

Course Overview

In this course, you'll work on an industry-level machine learning project based on predicting weekly retail sales given different factors. You will learn the most efficient techniques used to train and evaluate scalable machine learning models. After completing this course, you will be... See More

How You'll Learn

Hands-on coding environments

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

Faster than videos

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

No set-up required

Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.

Progress you can show

Built in assessments let you test your skills. Completion certificates let you show them off.

Hands-on coding environments

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

Faster than videos

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

No set-up required

Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.

Progress you can show

Built in assessments let you test your skills. Completion certificates let you show them off.

Course Contents

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1. What you'll learn from this course

Overview

2. Preliminary Data Analysis

Introduction

The Dataset

Missing Data

Dropping Features

Filling In Data

Merging Data

Categorical Data

Scatter Plot

Bar Plot

Interpreting Plots

Quiz

3. Data Processing

Introduction

Splitting Datasets

Integer Features

Float Features

String Features

Writing TFRecords

Example Spec

Parsing Examples

TFRecords Dataset

Numeric Columns

Indicator Columns

Embedding Columns

Model Input Layer

Quiz

4. Model Predictions

Introduction

Model Layers

Regression Function

Training Mode

Evaluation Mode

Prediction Mode

Regression Model

Model Training

Model Evaluation

Making Predictions

Final Report

Course Conclusion