Machibe LearningWeekly Plans

Updated 

ML(Machie Learning)
4th Semester: Datamatician Course (Computer Science)
 

This is a preliminary schedule: be prepared for changes !
CHECK ALWAYS THE RESPECTIVE WEEK

 

Week

Subjects

Litterature
Recommendations/Links

Exercises/Solutions/Examples

5

Getting ready 
Zealand, Roskilde

 

 

Doonesbury 1-2
Superman
, Hitman...

 

Compulsory

(ML) Aurélion Gérion:

Hands-On Machine Learning

 

Background readings. An easy reader.

Oliver Theobald: ML Absolute Beginners

Buying Books  NOW
Winterbathing in the fjord

 

Link to E-Book (ML)

Link to Jupyter Notebook

 

Videos and online literature

(A rather conprehensuve list)

 

 

6

MICL

ML The Landscape

  • Types of ML
  • Challenges
  • Testing
  • Validation
  • Linear regression

Install necessary SW

  • Anaconda
  • Jupyter
  • Spyder3
  • SciKit

Python exercises


Literature/recommendations/Links

Slides/Videos

Chapter 1 Assignments
No. 1 - 14

 

Exercises/tutorials

AnancondaInstallationGuide

 

Python Basics

Array: 1-Dim Array Exercise

Matrix: 2-Dim Array

Homeworks

Homework1: Simple Linear Fitting

7

MICL

End-to-End ML Project

 

 

Python exercises continues

 

 

 

Literature/recommendations/Links

Slides/Videos

 

ML Management Checklist

 

ML Management Checklist html

 

8
JEAN

End-toEnd ML Project

Literature/recommendations/Links

Slides/Videos


Mandatory 1: Linear Regression

 

 


9
MICL

 

Classification

 

 

Literature/recommendations/Links

Slides/Videos


Exercises from week 7-8
to be continued and finalized

 

10
JEAN

Training Models

Literature/recommendations/Links

Slides/Videos

 

 

 

11

MICL
JEAN

 

Support Vector Machines
(SVM)

 

 

 

 

 

 

12

JEAN
MICL

SVM continues  

 

13

JEAN

 

Unsupervised Learning Techniques

  Mandato

14
MICL

Decision Trees


 

15

Easter Vacation

Holidays That means students catch up

  Teachers relax !

16 Tensor Flow    

17

Mandatory assignment   Mandatory 3:
18
Synopsis writing

Synopsis tips and tricks
Here are some ideas:

Tensorflow applied
Tools investigations and Interpolation
Tools and Face Recognition
Security in ML

 

19

Synopsis writing Synopsis tips and tricks  

20

Synopsis writing Synopsis tips and tricks  

21

Synopsis writing Synopsis tips and tricks  

22

Synopsis writing / handin    

23

Synopsis hand in    

24

Rehearsal for exam

 

 

25

Oral Exam

Good luck !

 

Exam Roll List

Re-exam unknown

35

 5th Semester starts

 

 

 


 
 

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