filmov
tv
Machine Learning 101: The Confusion Matrix
Показать описание
Machine Learning 101: The Confusion Matrix
Machine Learning is the use and development of computer systems that are able to learn and adapt without following explicit instructions, by using algorithms and statistical models to analyze and draw inferences from patterns in data.
The confusion matrix helps assess classification model performance in machine learning by comparing predicted values against actual values for a dataset. A confusion matrix (or, error matrix) is a visualization method for classifier algorithm results (IBM).
This video goes over the basics of confusion matrix, to aid in understanding more complex machine learning concepts in the future. Confusion Matrices are useful for cybersecurity related classification, such as identifying malicious URLs, behavior, traffic, IPs, and more.
----------------------------------------------------------------------------------
Timeline:
0:00 The usecase
2:05 Feature Analysis in ML
3:46 ML Models to choose from
5:25 2-class confusion matrix
7:47 2-class matrix for each model
9:23 Multi-class confusion matrix
15:29 Calculating Accuracy, Precision, and Recall
----------------------------------------------------------------------------------
Video Editor:
----------------------------------------------------------------------------------
Socials:
Discord: @vipv4
----------------------------------------------------------------------------------
Join our community!
Machine Learning is the use and development of computer systems that are able to learn and adapt without following explicit instructions, by using algorithms and statistical models to analyze and draw inferences from patterns in data.
The confusion matrix helps assess classification model performance in machine learning by comparing predicted values against actual values for a dataset. A confusion matrix (or, error matrix) is a visualization method for classifier algorithm results (IBM).
This video goes over the basics of confusion matrix, to aid in understanding more complex machine learning concepts in the future. Confusion Matrices are useful for cybersecurity related classification, such as identifying malicious URLs, behavior, traffic, IPs, and more.
----------------------------------------------------------------------------------
Timeline:
0:00 The usecase
2:05 Feature Analysis in ML
3:46 ML Models to choose from
5:25 2-class confusion matrix
7:47 2-class matrix for each model
9:23 Multi-class confusion matrix
15:29 Calculating Accuracy, Precision, and Recall
----------------------------------------------------------------------------------
Video Editor:
----------------------------------------------------------------------------------
Socials:
Discord: @vipv4
----------------------------------------------------------------------------------
Join our community!
0:17:17
Machine Learning 101: The Confusion Matrix
0:05:01
All Machine Learning Models Explained in 5 Minutes | Types of ML Models Basics
0:03:19
What is a Confusion Matrix?
1:06:32
Machine Learning 101: Classification
0:34:19
Evaluation Metrics for Classification | Machine Learning-101 complete course | (Day-14)
1:00:56
Machine Learning 101: How it actually works
0:04:07
What's the Difference Between AI, Machine Learning, and Deep Learning?
3:53:53
Machine Learning for Everybody – Full Course
0:47:44
Machine Learning 101
0:08:22
Confusion Matrix for Multiclass Classification Precision Recall Weighted F1 Score by Mahesh Huddar
0:40:39
Cloud OnAir: CE TV: Machine Learning 101 - The what, why, and how of ML
0:09:39
Creating a Confusion Matrix
0:51:31
11. Introduction to Machine Learning
0:11:30
TRAIN AND TEST DATA SPLIT | Machine learning 101 | Lecture 11
0:00:35
This is the first step of confusion for devs learning ML
0:25:27
Webinar: Machine Learning 101 for Product Managers by Amazon Sr PM, Carl Betzler
0:08:47
Classification and Regression - Machine Learning 101 (Part 2)
1:10:19
Machine Learning 101: Regression
0:09:25
Machine Learning 101: What It Is and How It Works
0:19:59
0. What is machine learning?
9:52:19
Machine Learning Course for Beginners
0:13:13
Machine Learning 101 - 01 Introduction
0:15:16
Machine Learning 101: Intro To Naive Bayes Classifier (NVIDIA Jetson Xavier NX Review)
0:21:31
How to create a Confusion Matrix in Python? | Performance metrics in Machine Learning
Комментарии