Business Machine Learning
INTERACTIVE COURSE

Business Machine Learning

Intermediate

114 Lessons

35h

Certificate of Completion

AI Explanations
AI Explanations
Business Machine Learning
359 Playgrounds
12 Quizzes
73 Illustrations

Takeaway Skills

An understanding of the theoretical foundations with hands-on coding examples

The ability to train, optimize, evaluate, and deploy various machine learning models

Familiarity with the process to select the most suitable models to tackle practical problems

Hands-on experience with handling different types of data for machine learning modeling

The ability to tweak various parameters to improve accuracy of machine learning models

A working knowledge of using hands-on projects and exercises on real data sets

Course Overview

AI has enabled us to develop machine learning algorithms that learn from patterns in the data to make predictions and help organizations make informed decisions and optimize their business workflow. This course uses a hands-on approach to introduce core algorithms that are considered a workhorse in the field of data science and business machine learning. Along with business statistics, you’ll learn the working principles behind these algorithms and how they can be tuned for improved performance. You’ll als...Show More

Course Content

1

Course Introduction

2

Linear Regression

3

Regularization

4

Bias-Variance Trade-off

5

Categorical Features

6

Logistic Regression

7 Lessons

7

Logistic Regression: Titanic Data

10 Lessons

8

Multiclass Classification and Handling Imbalanced Classes

6 Lessons

9

Project: Predicting Chronic Kidney Disease

4 Lessons

10

K-Nearest Neighbors

5 Lessons

11

Implementation of K-Nearest Neighbors

7 Lessons

12

Logistic Regression vs. KNN

6 Lessons

13

Decision Tree Learning

14 Lessons

14

Bootstrapping and Confidence Interval

5 Lessons

15

Support Vector Machine

9 Lessons

16

Practice and Comparisons

3 Lessons

17

What's Next?

1 Lesson

18

Appendix

1 Lesson

COURSE AUTHOR

How You'll Learn

Hands-on Coding Environments

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2x Faster Learning — With No Setup

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AI-Powered Learning

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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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