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

LLM Engineer's Handbook

LLM Engineer's Handbook

Sources: Paul Iusztin, Maxime Labonne
Artificial intelligence is experiencing rapid development, and large language models (LLMs) play a key role in this revolution. This book offers...
The Software Architect Mindset (COMPLETE)

The Software Architect Mindset (COMPLETE)

Sources: ArjanCodes
The course "The Software Architect Mindset" teaches the fundamentals of software architecture and provides practical advice on creating software products...
12 hours 6 minutes 39 seconds
Start with TALL: Use Tailwind, Alpine, Laravel & Livewire

Start with TALL: Use Tailwind, Alpine, Laravel & Livewire

Sources: udemy
Get ahead of the competition and start with the TALL stack, made up of Tailwind CSS, Alpine.js, Livewire, and Laravel that will completely dominate the world of
4 hours 17 minutes 21 seconds
The System Design Masterclass

The System Design Masterclass

Sources: Arpit Bhayani
A masterclass that helps you become great at designing scalable, fault-tolerant, and highly available systems. This is a prime and intermediate-level cohort-bas
43 hours 13 minutes 49 seconds
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