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

Obsidian Flight School

Obsidian Flight School

Sources: Nick Milo
Obsidian Flight School is a training course and starter kit designed to unlock the potential of the Obsidian app and take your work...
10 minutes 18 seconds
The Imposter's Roadmap

The Imposter's Roadmap

Sources: bigmachine.io
It takes more than coding skills to lead projects. If you're going to move up, you need master the art of source control, code reviews, DevOps, monitoring...
Building Multi-Platform Browser Extensions

Building Multi-Platform Browser Extensions

Sources: Server Side Up
Skip the time reading outdated, unsupported documentation from multiple sources and get started with development immediately. I wrote this book to be the guide I wish I had when...
58 minutes 15 seconds
Computer Networks

Computer Networks

Sources: takeUforward
This course is a step-by-step immersion into the world of computer networks: from basic concepts and clear examples to complex technologies used in real...
8 hours 28 minutes 4 seconds
Brain Myths Exploded: Lessons from Neuroscience

Brain Myths Exploded: Lessons from Neuroscience

Sources: Wondrium by The Great Courses, Indre Viskontas
Team up with a brain expert and use the needle of neuroscience to burst popular myths about memory, dreams, and more. Join an acclaimed neuroscientist for 24 le
12 hours 2 minutes 49 seconds