Logistic Regression - Classification with C# ML .NET

preview_player
Показать описание
Training an ML model to predict the heart disease outcome. We'll see how Logistic Regression is different from Linear Regression before we dive into the model building. Afterwards, we'll go over the results & metrics using visualizations and more!

00:00 Intro
00:40 Theory
07:55 Exercises
09:45 Classification with ML.NET
16:40 Evaluate & Explain Metrics
23:45 Try Model & Conclusion
27:35 Outro

#classification #logistic #regression #linear #model #machinelearning #basics #theory #simplification #artificialintelligence #mathematics #statistics #dotnet #mlnet #modelbuilder #predictions #features #vector #tensor #data #datascience #dataanalytics #datastructures #csharp #csharptutorial #visualstudio #usecase #customeracquisition #forecasting #priceprediction #vscode #codefirst #mlapi #api #nuget #computervision #nlp
  1. Keep it simple, stupid.
  2. web
  3. app
  4. development
  5. dotnet
  6. pwa
Рекомендации по теме
StatQuest: Logistic Regression 0:08:48

StatQuest: Logistic Regression

Logistic Regression in 0:03:58

Logistic Regression in 3 Minutes

Logistic Regression [Simply 0:14:22

Logistic Regression [Simply explained]

Machine Learning Crash 0:03:25

Machine Learning Crash Course: Logistic Regression

Machine Learning Tutorial 0:19:19

Machine Learning Tutorial Python - 8: Logistic Regression (Binary Classification)

Linear Regression vs 0:05:04

Linear Regression vs Logistic Regression - What's The Difference?

Machine Learning and 0:05:13

Machine Learning and Logistic Regression

Logistic Regression in 0:00:38

Logistic Regression in Machine Learning

Banking Customer Churn 1:44:18

Banking Customer Churn Prediction Project | Machine Learning with Python in Jupyter Notebook

Logistic Regression | 0:08:46

Logistic Regression | Machine Learning | Classification | Intuition

1 - Logistic 0:11:14

1 - Logistic Regression for Classification

Logistic Regression: An 0:21:31

Logistic Regression: An Easy and Clear Beginner’s Guide

3 - Implementing 0:18:24

3 - Implementing Logistic Regression for Classification (Python)

What are the 0:00:31

What are the assumptions of logistic regression? #datascienceinterviewquestions #machinelearning

Multi-Class Classification in 0:00:19

Multi-Class Classification in Logistic Regression

Logistic regression : 0:23:52

Logistic regression : how to use it as a classifier

Logistic Regression - 0:09:14

Logistic Regression - THE MATH YOU SHOULD KNOW!

Logistic Regression for 0:04:50

Logistic Regression for classification of data [Part 16] | Machine Learning for Beginners

Binary Classification with 0:05:32

Binary Classification with Logistic Regression in Python

Fitting a logistic 0:00:22

Fitting a logistic regression for classifying the data

#99 What is 0:00:26

#99 What is Logistic Regression | Data Science | Machine Learning Interview Question

Logistic Regression and 0:16:20

Logistic Regression and the Classification Task of Machine Learning [Lecture 2.1]

Logistic Regression Tips 0:00:37

Logistic Regression Tips for Beginners!

Logistic Regression in 0:00:15

Logistic Regression in a Nutshell: Quick & Powerful Explanation! 📊

Комментарии
Автор

@23:11 I took out the positive & negative out of the definitions making it less clear.
- (Positive) Precision: the proportion of correctly predicted (positive) instances among all the (positive) predictions.
- (Negative) Precision: the proportion of correctly predicted (negative) instances among all the (negative) predictions.

kis.stupid
Автор

@26:45 After plotting the amount of females with heart disease, only 24 vs. 108 males with the disease, I can assume that this data imbalance makes that the model will predict "No disease" when given input data about a female. I will make a post about this.
Plotting the amount of people with the diseases by age, could've shown us a similar imbalance. Conclusion, for a well-performing model, we'd want an evenly-distributed / well-balanced dataset to train on.

kis.stupid
welcome to shbcf.ru