Dr.Reza Monsefi

Lecture Notes to Download PDF Print E-mail
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The slides mainly use Times New Roman for English Script and

1) B Nazanin & & 2) B Titr for Farsi Scripts.

 

Be Good, God Bless and Good Luck.

 

 

Machine Learning

Books:--

ML-Mitchell.pdf

Machine-Learning-Tom-Mitchell.pdf

Lecture Notes:--

0-0-first-words.pdf

0-1-Introduction-1

1-Concept-learning-1.pdf

2-Concept-learning-2.pdf

3- Concept-learning-3.pdf

4-Concept-learning-4.pdf

5-parametric-methods-1-MLE.pdf

6-parametric-methods-2-bayesian.pdf

7-supervised-learning-1-curve-fitting-reguralization-triple-trade-off.pdf

8-supervised-learning-2-vc_dim-pac-learning.pdf

9-parametric-methods-3-regression.pdf

10-parametric-methods-4-model_selection.pdf

11-PGM-bayesian-decision-network-1.pdf

12-PGM-bayesian-decision-network-2.pdf

13-PGM-bayesian-decision-network-3.pdf

14-PGM-bayesian-decision-network-4.pdf

conjugacy.pdf

covariance-theory.pdf

Decision-Tree-1.pdf

Decision-Tree-2.pdf

Decision-Tree-3.pdf

ensemble-1.pdf

ensemble-2.pdf

ensemble-3.pdf

 

gibbs.pdf

hasting.pdf


inductiveBias.pdf

information-theory-1.pdf

information-theory-2.pdf

information-theory-3.pdf

mcmc.pdf


 

sampling.pdf

sampling-bayesian-decision-network.pdf

statistical-interval-single-sample.pdf

 

 

Learning Theory

0-first-words.pdf     1-introduction_lt.pdf       2-review_ml-1.pdf

3-review_ml-2.pdf       4-vc-dimension-1.pdf

5-pac-learning1.pdf       6-pac-learning2.pdf

7-concentration-inequalities-1.pdf

8-concentration-inequalities-2.pdf

9-concentration-inequalities-3.pdf

 

 

 

Scientific and Technical

 

Writing and Presentation

technical-presentation1.pdf

technical-presentation2.pdf

technical-presentation4.pdf

workshop-technical-writting.pdf

template.pdf     template.docx

 

Technical English Language

lesson1-unit1-section1

lesson1-unit1-section2

lesson9-unit9-section1

lesson9-unit9-section2

lessona-unit10-section1

lessona-unit10-section2

lessonb-unit11-section1

lessonb-unit11-section2

lessonc-unit12-section1

lessonc-unit12-section2

   
 

 

Linear Control Systems

project-ideas.rar

1-non_term-0-first-words.pdf

2-mid-term-1-introduction.pdf

2-mid-term-2-familiarize-with-concepts.pdf

2-mid-term-3-laplace.pdf

2-mid-term-4-state-space-model.pdf

2-mid-term-5-block-diagram-signal-flow-graph.pdf

3-final-term-6-performance-of-feedback-systems .pdf

3-final-term-7-stability .pdf

3-final-term-8-root-locus .pdf

3-final-term-9-pid-controller .pdf

 

 

Problems and Solutions for

 

Linear Control


 

Signals and Systems