Fundamentals of Machine Learning for Software Engineers
INTERACTIVE COURSE

Fundamentals of Machine Learning for Software Engineers

Beginner

93 Lessons

15h

Certificate of Completion

Fundamentals of Machine Learning for Software Engineers
65 Playgrounds
10 Quizzes
189 Illustrations

Takeaway Skills

Working knowledge of modern machine learning techniques

A strong understanding of neural networks

The ability to program behavior rather than processes in supervised learning systems

Familiarity with complex artificial intelligence and deep learning

The experience of managing real-world datasets with machine learning

Course Overview

Machine learning is the future for the next generation of software professionals. This course serves as a guide to machine learning for software engineers. You’ll be introduced to three of the most relevant components of the AI/ML discipline; supervised learning, neural networks, and deep learning. You’ll grasp the differences between traditional programming and machine learning by hands-on development in supervised learning before building out complex distributed applications with neural networks. You’ll ...Show More

Course Content

1

How Machine Learning Works

2

Our First Learning Program

3

Walking the Gradient

4

Hyperspace

5

A Discern Machine

6

Get Real

5 Lessons

7

The Final Challenge

5 Lessons

8

The Perceptron

4 Lessons

9

Designing the Network

2 Lessons

10

Building the Network

4 Lessons

11

Training the Network

7 Lessons

12

How Classifiers Work

3 Lessons

13

Batchin’ Up

4 Lessons

14

The Zen of Testing

3 Lessons

15

Let’s Do Development

6 Lessons

16

A Deeper Kind of Network

5 Lessons

17

Defeating Overfitting

6 Lessons

18

Taming Deep Networks

5 Lessons

19

Beyond Vanilla Networks

5 Lessons

20

Into the Deep

3 Lessons

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.

2x Faster Learning — With No Setup

Videos are holding you back. Educative‘s interactive, text-based lessons accelerate learning — no setup, downloads, or alt-tabbing required.

AI-Powered Learning

Learn faster and smarter with adaptive AI tools embedded in every Educative course.

Progress You Can Show

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

FOR TEAMS

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