MLNotes and tutorials Updated 

Machine Learning (ML)
4. Semester: Computer Science
 

Notes Links to exercises and assigments
 

Training Models by Jens Peter Andersen
Description/Subjects Slideshow Tutorials/Videos Used Assignments

Overview of lessons
Introduction to Training (Linear) Models (Word)
Introduction Training (Linear) Models (PDF)

Training (Linear) Model Slides (PP)

Training (Linear) Model Slides (PDF)

 

 

 

Training Model Questions
Training Model Exercise

    Tutorials/Videos Not Used  
     


Logistic Regression by Michael Claudius
Description/Subjects Slideshow Tutorials/Videos Used Assignments

Overview of lessons
Introduction to Logistic Regression (Word)
Introduction to Logistic Regression (PDF)

Logistic Regression 1 Slides (PP)
Logistic Regression 1 Slides (PDF)

Logistic Regression 2 Slides (PP)
Logistic Regression 2 Slides (PDF)

 

 

 

Logistic Regression Questions Chapter 4

Logistic Regression Iris Exercise
Logistic Regression Iris Program

    Tutorials/Videos Not Used  
     

Decision Trees by Michael Claudius
Description/Subjects Slideshow Tutorials/Videos Used Assignments

Overview of lessons
Introduction to Decision Tree (Word)
Introduction to Decision Tree (PDF)

Decision Tree Slides (PP)

Decision Tree Slides (PDF)

 

 

 

Decision Trees Questions Chapter 6
Decision Trees Exercise

    Tutorials/Videos Not Used  
     

Support Vector Machine (SVM) by Michael Claudius
Description/Subjects Slideshow Tutorials/Videos Used Assignments

Overview of lessons
Introduction to SVM (Word)
Introduction to SVM (PDF)

SVM Slides (PP)

SVM Slides (PDF)

 

 

 

SVM Questions Chapter 5

SVM Iris Exercise
SVM Iris Program

    Tutorials/Videos Not Used  
       


Unsupervised Learning (UL) Jens Peter Andersen
Description/Subjects Slideshow Tutorials/Videos Used Assignments

Overview of lessons
Introduction to UL (Word)
Introduction to UL (PDF)

UL Slides (PP)
UL Slides (PDF)

 

 

 

UL Questions Chapter 9

Unsupervised Learning Customer Exercise
Customer Dataset on Kaggle

    Tutorials/Videos Not Used  
       

Artificial Neural Networks (ANN) by Michael Claudius
Description/Subjects Slideshow Tutorials/Videos Used Assignments

Overview of lessons
Introduction to ANN (Word)
Introduction to ANN (PDF)

ANN Basics Slides (PP)
ANN Basics Slides (PDF)

MLP Slides (PP)

MLP Slides (PDF)

 

 

 

ANN Questions Chapter 10

Tensorflow Installation

Perceptron Iris Exercise
MLP Classfication Fashion Exercise
ANN Programs Ch. 10

Playground at Tensorflow Exercise

    Tutorials/Videos Not Used  
    ANN 4. Math Calculus !! (10 min)  

Socket Tutorials
Description/Subjects Tutorials Exercises

Theoretical Socekt Concepts
Server and Socekt set up
Introduction 0 Socket Concepts

Introduction 0 Socket Concepts Download Java Netbeans

Set up of socket connection
Socket, ServerSocket, accept
Introduction 1 Socket Connection

Introduction 1 Socket Connection


Client-Server communication with streams
InputStream, OutputStream
Introduction 2 Socket Communication

Introduction 2 Socket Communication

 

 

Introduction 3 Socket Communication  

 

Introduction 4 Socket & Threads


     
     

Web Service Tutorials
Description/Subjects Tutorials Exercises

Theoretical Web Service Concepts
SOAP, XML, consumer, provider
Introduction 0 Web Service Concepts

Introduction 0 Web Service Concepts Download Java Netbeans

Set up of Web service consumer
wsdl file, generated web services
Introduction 1 Web Service Currency Consumer

Introduction 1 Web Service Currency Consumer


Set up of local Web service provider
Web service class, operations, @Webparam, @Webname
Introduction 2 Web Service Calculator Provider

Introduction 2 Web Service Calculator Provider

Web Service Calculator

Set up of Web service consumer
wsdl file, generated web services
Introduction 3 Web Service Calculator Consumer

Introduction 3 Web Service Calculator Consumer

Web Service Calculator

Catching SOAP exceptions
SOAPFaultException
Introduction 4 Web Service Exception Handling

Introduction 4 Web Service Exception Handling  


 
 
 
 

                                                                                                                                                                                                                 Maintenance by claudius@rhs.dk