Machine Learning Fundamentals

4h 5m 9s
English
Paid

Course description

Advance your career in machine learning with confidence. Master the key ML fundamentals that are in demand by employers and acquire the skills necessary to solve real-world problems. Start building a successful future in the tech field today!

Watch Online

This is a demo lesson (10:00 remaining)

You can watch up to 10 minutes for free. Subscribe to unlock all 21 lessons in this course and access 10,000+ hours of premium content across all courses.

View Pricing
0:00
/
#1: Introduction

All Course Lessons (21)

#Lesson TitleDurationAccess
1
Introduction Demo
06:55
2
1. Machine Learning Basics
15:27
3
2. Bias-Variance Trade-off
07:11
4
3. Overfitting Regularization
15:31
5
4.1 Linear Regression - Causal Analysis (Part 1)
14:51
6
4.2 Linear Regression - (Part 2)
24:25
7
5. Logistic Regression & Maximum Likelihood Estimation (MLE)
15:09
8
6. Linear Discriminant Analysis (LDA)
11:15
9
7. K-Nearest Neighbors (KNN)
11:52
10
8. Decision Trees
16:45
11
9. Bagging
07:54
12
10. Random Forest
08:11
13
11. (Boosting Part 1) Introduction
08:01
14
12. Boosting (Part 2) - AdaBoost
10:00
15
13. Boosting (Part 3) - Gradient Boosting Model (GBM)
10:53
16
14. Boosting (Part 4) - XGBoost
08:08
17
15. Clustering (Part 1) - K-Means & Elbow Method
17:43
18
16. Clustering (Part 2) - Hierarchical Clustering
10:49
19
17. Clustering (Part 3) - DBScan
07:45
20
18. Dimensionality Reduction (Part 1) - Feature Selection
07:32
21
19. Dimensionality Reduction (Part 2) - Principal Component Analysis
08:52

Unlock unlimited learning

Get instant access to all 20 lessons in this course, plus thousands of other premium courses. One subscription, unlimited knowledge.

Learn more about subscription

Comments

0 comments

Want to join the conversation?

Sign in to comment

Similar courses

Practical Object-Oriented Design - Course I

Practical Object-Oriented Design - Course I

Sources: Sandi Metz
Practical Object-Oriented Design I (POOD-I) is a course suitable for both beginners and experienced developers working with object-oriented...
11 hours 49 minutes 53 seconds
How to Build a Micro SaaS That Makes Money & Earns Recurring Revenue

How to Build a Micro SaaS That Makes Money & Earns Recurring Revenue

Sources: Jamie Tam
his step-by-step academy shows you how to build, scale, and profit from your own micro software as a service (SaaS) product with no funding needed.  So you can achieve financial...
7 hours 13 minutes 56 seconds
Great Thinkers, Great Theorems

Great Thinkers, Great Theorems

Sources: Wondrium by The Great Courses, Dr. William Dunham
Delve into the mechanics of some of math's greatest and most awe-inspiring achievements. Explore the most awe-inspiring theorems in the 3,000-year history of ma
12 hours 14 minutes 35 seconds
Decision Making & Principles

Decision Making & Principles

Sources: Logic Room
"Principles and Methods of Decision Making for Lead Engineers" is an advanced course for developers aiming to enhance their skills in team collaboration...
1 hour 13 minutes 30 seconds
Become a Product Manager | Learn the Skills & Get the Job

Become a Product Manager | Learn the Skills & Get the Job

Sources: udemy
The most updated and complete Product Management course on Udemy! You'll learn the skills that make up the entire Product Management job and process: from ideat
12 hours 49 minutes 29 seconds