Skip to main content

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

Bug Bounty - An Advanced Guide to Finding Good Bugs

Bug Bounty - An Advanced Guide to Finding Good Bugs

Sources: udemy
Bug bounties are evolving year after year and thousands of infosec enthuasiasts are looking to join the boat. Having a great place on that boat requires dedicat
10 hours 26 seconds
Lead Generation for SAAS

Lead Generation for SAAS

Sources: Prodigies University
Learn how to attract users to your SAAS platform using effective inbound and outbound marketing strategies. Best way to learn SASS leads.
1 hour 10 minutes 34 seconds
Sound Design with Cubase

Sound Design with Cubase

Sources: designcode.io
Many techniques and parameters can be used to create your sound, whether it be from samples or your own recordings. To achieve this you need the right software,
1 hour 57 minutes 34 seconds
Python for Financial Analysis and Algorithmic Trading

Python for Financial Analysis and Algorithmic Trading

Sources: udemy
Welcome to Python for Financial Analysis and Algorithmic Trading! Are you interested in how people use Python to conduct rigorous financial analysis and pursue algorithmic tradi...
16 hours 54 minutes 20 seconds