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Lecture 6 - Comparison of decision trees used by the sklearn software with the theory seen in class.	Salvatore Gatto 23 Oct 2022	Salvatore Gatto 23 Oct 2022	0
Lecture 5 - DT for Boolean Formulas	Salvatore Gatto 23 Oct 2022	Salvatore Gatto 23 Oct 2022	0
Lesson 7 - Perceptron that implements simple Boolean functions	Salvatore Gatto 25 Oct 2022	Salvatore Gatto 26 Oct 2022	1
Lecture 7 - NOT	Salvatore Gatto 26 Oct 2022	Salvatore Gatto 26 Oct 2022	0
Lesson 7 - Implementation of Perceptron Algorithm	Salvatore Gatto 28 Oct 2022	Salvatore Gatto 28 Oct 2022	0
Lesson 8 - Proof of the derivative of sigmoid function	Salvatore Gatto 30 Oct 2022	Salvatore Gatto 30 Oct 2022	0
Lesson 8 - Implementation of Delta Rule	Salvatore Gatto 30 Oct 2022	Salvatore Gatto 30 Oct 2022	0
L09 - Implementation of the Network on slide 15	Salvatore Gatto 19 Nov 2022	Salvatore Gatto 19 Nov 2022	0
Lecture 12 - Titanic Dataset	Salvatore Gatto 20 Nov 2022	Salvatore Gatto 20 Nov 2022	0
Lecture 14 - PCA on Iris Dataset	Salvatore Gatto 26 Nov 2022	Salvatore Gatto 26 Nov 2022	0
Lecture 14 - CNN on CIFAR10 Dataset	Salvatore Gatto 27 Nov 2022	Salvatore Gatto 27 Nov 2022	0
Lecture 16 - Naive Bayas on Textual Documents	Salvatore Gatto 8 Dec 2022	Salvatore Gatto 8 Dec 2022	0
Lecture 17 - Ensemble Methods	Salvatore Gatto 10 Dec 2022	Salvatore Gatto 10 Dec 2022	0
Lesson 18 - KMeans on Clustering	Salvatore Gatto 27 Dec 2022	Salvatore Gatto 27 Dec 2022	0
Lecture 5 - Exercise	SAMUELE POZZEBON 19 Oct 2022	SAMUELE POZZEBON 19 Oct 2022	0
Lecture 8 - Gradient descent implementation	SAMUELE POZZEBON 30 Oct 2022	SAMUELE POZZEBON 30 Oct 2022	0
Lecture 7 - Perceptron	SAMUELE POZZEBON 30 Oct 2022	SAMUELE POZZEBON 30 Oct 2022	0
Lecture 9 - Neural Network implementation	SAMUELE POZZEBON 30 Nov 2022	SAMUELE POZZEBON 30 Nov 2022	0
Lecture 3, Supervised Learning	SANJAR TLEPIN 23 Oct 2022	SANJAR TLEPIN 23 Oct 2022	0
Lecture 4 exercise	SANJAR TLEPIN 29 Oct 2022	SANJAR TLEPIN 29 Oct 2022	0
Lecture 5 exercise	SANJAR TLEPIN 30 Oct 2022	SANJAR TLEPIN 30 Oct 2022	0
Lecture 7 exercise	SANJAR TLEPIN 31 Oct 2022	SANJAR TLEPIN 31 Oct 2022	0
Lecture 8 exercise	SANJAR TLEPIN 30 Nov 2022	SANJAR TLEPIN 30 Nov 2022	0
Lecture 9 exercise 2	SANJAR TLEPIN 4 Dec 2022	SANJAR TLEPIN 4 Dec 2022	0
Lecture 12 exercise 2	SANJAR TLEPIN 8 Dec 2022	SANJAR TLEPIN 8 Dec 2022	0
Lecture 14 -- exercise 3	SANJAR TLEPIN 23 Dec 2022	SANJAR TLEPIN 23 Dec 2022	0
Lecture 14 -- exercise 2	SANJAR TLEPIN 23 Dec 2022	SANJAR TLEPIN 23 Dec 2022	0
Lecture 16	SANJAR TLEPIN 8 Jan 2023	SANJAR TLEPIN 8 Jan 2023	0
Lecture 17 -- exercise	SANJAR TLEPIN 18 Jan 2023	SANJAR TLEPIN 18 Jan 2023	0
Lecture 4	SARA FEIZYAB 28 Oct 2022	SARA FEIZYAB 28 Oct 2022	0
Lecture 5	SARA FEIZYAB 28 Oct 2022	SARA FEIZYAB 28 Oct 2022	0
Backprop algorithm with a hidden layer	SARA FEIZYAB 25 Nov 2022	SARA FEIZYAB 25 Nov 2022	0
Preprocessing the TITANIC dataset and using predictive models	SARA FEIZYAB 27 Nov 2022	SARA FEIZYAB 27 Nov 2022	0
Sigmoid function derivative	SARA FEIZYAB 28 Nov 2022	SARA FEIZYAB 28 Nov 2022	0
Derivation of Backprop (multi layer)	SARA FEIZYAB 29 Nov 2022	SARA FEIZYAB 29 Nov 2022	0
Perceptron initialized with null vector	SARA FEIZYAB 30 Nov 2022	SARA FEIZYAB 30 Nov 2022	0
Implementing Naive Bayes	SARA FEIZYAB 26 Dec 2022	SARA FEIZYAB 26 Dec 2022	0
Classifiers comparison	SARA FEIZYAB 31 Dec 2022	SARA FEIZYAB 31 Dec 2022	0
Clustering	SARA FEIZYAB 31 Dec 2022	SARA FEIZYAB 31 Dec 2022	0
Lez3 - Part 1 (Hypothesis Space)	SEPASEH HAKIMINEJAD 17 Oct 2022	SEPASEH HAKIMINEJAD 17 Oct 2022	0
Lez3 - Part2 (Effect of Alpha in Ridge Regression)	SEPASEH HAKIMINEJAD 17 Oct 2022	SEPASEH HAKIMINEJAD 17 Oct 2022	0
Lez4 - VC Dimension	SEPASEH HAKIMINEJAD 22 Oct 2022	SEPASEH HAKIMINEJAD 22 Oct 2022	0
Lez5 - DT by ID3 for a boolean function	SEPASEH HAKIMINEJAD 24 Oct 2022	SEPASEH HAKIMINEJAD 24 Oct 2022	0
Lez 6 - Comparison	SEPASEH HAKIMINEJAD 24 Oct 2022	SEPASEH HAKIMINEJAD 24 Oct 2022	0
Linear Regression - from theory to code	SEPASEH HAKIMINEJAD 29 Oct 2022	SEPASEH HAKIMINEJAD 29 Oct 2022	0
Lez7 - Boolean Functions	SEPASEH HAKIMINEJAD 29 Nov 2022	SEPASEH HAKIMINEJAD 29 Nov 2022	0
Lez 7 - Part 2 (Null initializing)	SEPASEH HAKIMINEJAD 30 Nov 2022	SEPASEH HAKIMINEJAD 30 Nov 2022	0
Lez7 - Perceptron in Python	SEPASEH HAKIMINEJAD 30 Nov 2022	SEPASEH HAKIMINEJAD 30 Nov 2022	0
Lez 8 - Part 1 (Sigmoid Derivative)	SEPASEH HAKIMINEJAD 30 Nov 2022	SEPASEH HAKIMINEJAD 30 Nov 2022	0
Lez 12 - Preprocess the Titanic Dataset	SEPASEH HAKIMINEJAD 19 Dec 2022	SEPASEH HAKIMINEJAD 19 Dec 2022	0
Bias and Variance tradeoff	SEPASEH HAKIMINEJAD 19 Dec 2022	SEPASEH HAKIMINEJAD 19 Dec 2022	0
Lecture(04)	SHAKIBA FARJOOD FASHALAMI 24 Oct 2022	SHAKIBA FARJOOD FASHALAMI 24 Oct 2022	0
Lecture(02)	SHAKIBA FARJOOD FASHALAMI 24 Oct 2022	SHAKIBA FARJOOD FASHALAMI 24 Oct 2022	0
Lecture(05)	SHAKIBA FARJOOD FASHALAMI 24 Oct 2022	SHAKIBA FARJOOD FASHALAMI 24 Oct 2022	0
Lecture(7)-1	SHAKIBA FARJOOD FASHALAMI 29 Oct 2022	SHAKIBA FARJOOD FASHALAMI 29 Oct 2022	0
Lecture(7)-2	SHAKIBA FARJOOD FASHALAMI 29 Oct 2022	SHAKIBA FARJOOD FASHALAMI 29 Oct 2022	0
Lecture(7)-3	SHAKIBA FARJOOD FASHALAMI 29 Oct 2022	SHAKIBA FARJOOD FASHALAMI 29 Oct 2022	0
Lecture 8	SHAKIBA FARJOOD FASHALAMI 31 Oct 2022	SHAKIBA FARJOOD FASHALAMI 31 Oct 2022	0
Trying PCA on the IRIS dataset in sklearn	SHAKIBA FARJOOD FASHALAMI 25 Nov 2022	SHAKIBA FARJOOD FASHALAMI 29 Nov 2022	1
SVM(Classification)	SHAKIBA FARJOOD FASHALAMI 25 Nov 2022	SHAKIBA FARJOOD FASHALAMI 29 Nov 2022	1
SVM(Regression)	SHAKIBA FARJOOD FASHALAMI 25 Nov 2022	SHAKIBA FARJOOD FASHALAMI 29 Nov 2022	1
Multi-layer Perceptron (Regression)	SHAKIBA FARJOOD FASHALAMI 29 Nov 2022	SHAKIBA FARJOOD FASHALAMI 29 Nov 2022	0
Multi-layer Perceptron (Classification)	SHAKIBA FARJOOD FASHALAMI 29 Nov 2022	SHAKIBA FARJOOD FASHALAMI 29 Nov 2022	0
Clustering (K-means)	SHAKIBA FARJOOD FASHALAMI 30 Dec 2022	SHAKIBA FARJOOD FASHALAMI 30 Dec 2022	0
Clustering (DBSCAN- Mean Shift- GMM)	SHAKIBA FARJOOD FASHALAMI 30 Dec 2022	SHAKIBA FARJOOD FASHALAMI 30 Dec 2022	0
Feature Selection Methods	SHAKIBA FARJOOD FASHALAMI 30 Dec 2022	SHAKIBA FARJOOD FASHALAMI 30 Dec 2022	0
Data Preprocessing (Titanic Dataset)	SHAKIBA FARJOOD FASHALAMI 30 Dec 2022	SHAKIBA FARJOOD FASHALAMI 30 Dec 2022	0
Naive Bayes	SHAKIBA FARJOOD FASHALAMI 4 Jan 2023	SHAKIBA FARJOOD FASHALAMI 4 Jan 2023	0
DTs	SHAKIBA FARJOOD FASHALAMI 4 Jan 2023	SHAKIBA FARJOOD FASHALAMI 4 Jan 2023	0
Polynomial Regression using sklearn Ridge	SOLMAZ MOHAMMADI 20 Oct 2022	SOLMAZ MOHAMMADI 20 Oct 2022	0
DT for Boolean Formulas (Logic Gates)	SOLMAZ MOHAMMADI 21 Oct 2022	SOLMAZ MOHAMMADI 21 Oct 2022	0
Perceptron Implementation in Python	SOLMAZ MOHAMMADI 27 Oct 2022	SOLMAZ MOHAMMADI 27 Oct 2022	0
Perceptron (with the delta rule)	SOLMAZ MOHAMMADI 10 Nov 2022	SOLMAZ MOHAMMADI 10 Nov 2022	0
Neural Netwrok Implementation	SOLMAZ MOHAMMADI 19 Nov 2022	SOLMAZ MOHAMMADI 19 Nov 2022	0
SVM Implementation using Hinge Loss and Stochastic Gradient Descent	SOLMAZ MOHAMMADI 30 Nov 2022	SOLMAZ MOHAMMADI 30 Nov 2022	0
Decision Trees and Random Forests for Housing Prices Prediction	SOLMAZ MOHAMMADI 17 Dec 2022	SOLMAZ MOHAMMADI 17 Dec 2022	0
PCA Application on Iris Data	SOLMAZ MOHAMMADI 18 Dec 2022	SOLMAZ MOHAMMADI 18 Dec 2022	0
Speeding up Logistic Regression with PCA (MNIST Data)	SOLMAZ MOHAMMADI 18 Dec 2022	SOLMAZ MOHAMMADI 18 Dec 2022	0
Deep Convolutional Generative Adversarial Networks application on MNIST data	SOLMAZ MOHAMMADI 13 Jan 2023	SOLMAZ MOHAMMADI 13 Jan 2023	0
Decision Tree exercise by Python	STEFANO SORGENTE 31 Oct 2022	STEFANO SORGENTE 31 Oct 2022	0
Build a decision tree "by hand"	STEFANO SORGENTE 31 Oct 2022	STEFANO SORGENTE 31 Oct 2022	0
Exercise 2 - Lec3 "Polynomial regression using the Ridge Regression method"	SYED FAHAD HASSAN 31 Dec 2022	SYED FAHAD HASSAN 31 Dec 2022	0
Exercise - Lec4 "VC-Dimension of other hypothesis spaces"	SYED FAHAD HASSAN 31 Dec 2022	SYED FAHAD HASSAN 31 Dec 2022	0
Lec5 - Exercise - Computing DT with Boolean functions using ID3	SYED FAHAD HASSAN 31 Dec 2022	SYED FAHAD HASSAN 31 Dec 2022	0
Lec8 - Exercise 1 - Proof "σ′(y) = σ(y)(1 −σ(y))"	SYED FAHAD HASSAN 31 Dec 2022	SYED FAHAD HASSAN 31 Dec 2022	0
Lec7 - Exercise - Proof	SYED FAHAD HASSAN 31 Dec 2022	SYED FAHAD HASSAN 31 Dec 2022	0
Lec 3 - Ex:1 "binary classification, multi-class classification and regression tasks"	SYED FAHAD HASSAN 18 Jan 2023	SYED FAHAD HASSAN 18 Jan 2023	0
Lec6 - Ex1 - "Implementing a Decision Tree Classifier using scikit-learn in Python"	SYED FAHAD HASSAN 18 Jan 2023	SYED FAHAD HASSAN 18 Jan 2023	0
Lec7 - Ex:1 - "Perceptron-based multi-layer networks with hard thresholds and relative weights ...	SYED FAHAD HASSAN 19 Jan 2023	SYED FAHAD HASSAN 19 Jan 2023	0
Lec7 - Ex:3 - "Implementation of Perceptron algorithm"	SYED FAHAD HASSAN 19 Jan 2023	SYED FAHAD HASSAN 19 Jan 2023	0
Lec-8 Ex2 - "Delta rule optimization with linear/sigmoidal activation"	SYED FAHAD HASSAN 19 Jan 2023	SYED FAHAD HASSAN 19 Jan 2023	0
SVM and k-NN on Titanic Dataset	SYED FAHAD HASSAN 21 Jan 2023	SYED FAHAD HASSAN 21 Jan 2023	0
Bayesian with Coin Toss example and noisy observation with Gaussian	SYED RIAZ RAZA 19 Dec 2022	SYED RIAZ RAZA 19 Dec 2022	0
A complete Neural Network	SYED RIAZ RAZA 31 Dec 2022	SYED RIAZ RAZA 31 Dec 2022	0
Implementation of Decision Tree using scikit	SYED RIAZ RAZA 11 Jan 2023	SYED RIAZ RAZA 11 Jan 2023	0
Kmeans Clustring on Mopsi Datset from Les18	SYED RIAZ RAZA 11 Jan 2023	SYED RIAZ RAZA 11 Jan 2023	0
Implementation of SVM on Breast Cancer dataset	SYED RIAZ RAZA 14 Jan 2023	SYED RIAZ RAZA 14 Jan 2023	0
Implementing a CNN on MNIST digit classification **	SYED RIAZ RAZA 15 Jan 2023	SYED RIAZ RAZA 15 Jan 2023	0
PCA	SYED RIAZ RAZA 17 Jan 2023	SYED RIAZ RAZA 17 Jan 2023	0
Lecture3Q1	TAHA ENAYAT 29 Oct 2022	TAHA ENAYAT 29 Oct 2022	0

Lecture 6 - Comparison of decision trees used by the sklearn software with the theory seen in class.

Salvatore Gatto

23 Oct 2022

Salvatore Gatto

23 Oct 2022

0

Lecture 5 - DT for Boolean Formulas

Salvatore Gatto

23 Oct 2022

Salvatore Gatto

23 Oct 2022

0

Lesson 7 - Perceptron that implements simple Boolean functions

Salvatore Gatto

25 Oct 2022

Salvatore Gatto

26 Oct 2022

1

Lecture 7 - NOT

Salvatore Gatto

26 Oct 2022

Salvatore Gatto

26 Oct 2022

0

Lesson 7 - Implementation of Perceptron Algorithm

Salvatore Gatto

28 Oct 2022

Salvatore Gatto

28 Oct 2022

0

Lesson 8 - Proof of the derivative of sigmoid function

Salvatore Gatto

30 Oct 2022

Salvatore Gatto

30 Oct 2022

0

Lesson 8 - Implementation of Delta Rule

Salvatore Gatto

30 Oct 2022

Salvatore Gatto

30 Oct 2022

0

L09 - Implementation of the Network on slide 15

Salvatore Gatto

19 Nov 2022

Salvatore Gatto

19 Nov 2022

0

Lecture 12 - Titanic Dataset

Salvatore Gatto

20 Nov 2022

Salvatore Gatto

20 Nov 2022

0

Lecture 14 - PCA on Iris Dataset

Salvatore Gatto

26 Nov 2022

Salvatore Gatto

26 Nov 2022

0

Lecture 14 - CNN on CIFAR10 Dataset

Salvatore Gatto

27 Nov 2022

Salvatore Gatto

27 Nov 2022

0

Lecture 16 - Naive Bayas on Textual Documents

Salvatore Gatto

8 Dec 2022

Salvatore Gatto

8 Dec 2022

0

Lecture 17 - Ensemble Methods

Salvatore Gatto

10 Dec 2022

Salvatore Gatto

10 Dec 2022

0

Lesson 18 - KMeans on Clustering

Salvatore Gatto

27 Dec 2022

Salvatore Gatto

27 Dec 2022

0

Lecture 5 - Exercise

SAMUELE POZZEBON

19 Oct 2022

SAMUELE POZZEBON

19 Oct 2022

0

Lecture 8 - Gradient descent implementation

SAMUELE POZZEBON

30 Oct 2022

SAMUELE POZZEBON

30 Oct 2022

0

Lecture 7 - Perceptron

SAMUELE POZZEBON

30 Oct 2022

SAMUELE POZZEBON

30 Oct 2022

0

Lecture 9 - Neural Network implementation

SAMUELE POZZEBON

30 Nov 2022

SAMUELE POZZEBON

30 Nov 2022

0

Lecture 3, Supervised Learning

SANJAR TLEPIN

23 Oct 2022

SANJAR TLEPIN

23 Oct 2022

0

Lecture 4 exercise

SANJAR TLEPIN

29 Oct 2022

SANJAR TLEPIN

29 Oct 2022

0

Lecture 5 exercise

SANJAR TLEPIN

30 Oct 2022

SANJAR TLEPIN

30 Oct 2022

0

Lecture 7 exercise

SANJAR TLEPIN

31 Oct 2022

SANJAR TLEPIN

31 Oct 2022

0

Lecture 8 exercise

SANJAR TLEPIN

30 Nov 2022

SANJAR TLEPIN

30 Nov 2022

0

Lecture 9 exercise 2

SANJAR TLEPIN

4 Dec 2022

SANJAR TLEPIN

4 Dec 2022

0

Lecture 12 exercise 2

SANJAR TLEPIN

8 Dec 2022

SANJAR TLEPIN

8 Dec 2022

0

Lecture 14 -- exercise 3

SANJAR TLEPIN

23 Dec 2022

SANJAR TLEPIN

23 Dec 2022

0

Lecture 14 -- exercise 2

SANJAR TLEPIN

23 Dec 2022

SANJAR TLEPIN

23 Dec 2022

0

Lecture 16

SANJAR TLEPIN

8 Jan 2023

SANJAR TLEPIN

8 Jan 2023

0

Lecture 17 -- exercise

SANJAR TLEPIN

18 Jan 2023

SANJAR TLEPIN

18 Jan 2023

0

Lecture 4

SARA FEIZYAB

28 Oct 2022

SARA FEIZYAB

28 Oct 2022

0

Lecture 5

SARA FEIZYAB

28 Oct 2022

SARA FEIZYAB

28 Oct 2022

0

Backprop algorithm with a hidden layer

SARA FEIZYAB

25 Nov 2022

SARA FEIZYAB

25 Nov 2022

0

Preprocessing the TITANIC dataset and using predictive models

SARA FEIZYAB

27 Nov 2022

SARA FEIZYAB

27 Nov 2022

0

Sigmoid function derivative

SARA FEIZYAB

28 Nov 2022

SARA FEIZYAB

28 Nov 2022

0

Derivation of Backprop (multi layer)

SARA FEIZYAB

29 Nov 2022

SARA FEIZYAB

29 Nov 2022

0

Perceptron initialized with null vector

SARA FEIZYAB

30 Nov 2022

SARA FEIZYAB

30 Nov 2022

0

Implementing Naive Bayes

SARA FEIZYAB

26 Dec 2022

SARA FEIZYAB

26 Dec 2022

0

Classifiers comparison

SARA FEIZYAB

31 Dec 2022

SARA FEIZYAB

31 Dec 2022

0

Clustering

SARA FEIZYAB

31 Dec 2022

SARA FEIZYAB

31 Dec 2022

0

Lez3 - Part 1 (Hypothesis Space)

SEPASEH HAKIMINEJAD

17 Oct 2022

SEPASEH HAKIMINEJAD

17 Oct 2022

0

Lez3 - Part2 (Effect of Alpha in Ridge Regression)

SEPASEH HAKIMINEJAD

17 Oct 2022

SEPASEH HAKIMINEJAD

17 Oct 2022

0

Lez4 - VC Dimension

SEPASEH HAKIMINEJAD

22 Oct 2022

SEPASEH HAKIMINEJAD

22 Oct 2022

0

Lez5 - DT by ID3 for a boolean function

SEPASEH HAKIMINEJAD

24 Oct 2022

SEPASEH HAKIMINEJAD

24 Oct 2022

0

Lez 6 - Comparison

SEPASEH HAKIMINEJAD

24 Oct 2022

SEPASEH HAKIMINEJAD

24 Oct 2022

0

Linear Regression - from theory to code

SEPASEH HAKIMINEJAD

29 Oct 2022

SEPASEH HAKIMINEJAD

29 Oct 2022

0

Lez7 - Boolean Functions

SEPASEH HAKIMINEJAD

29 Nov 2022

SEPASEH HAKIMINEJAD

29 Nov 2022

0

Lez 7 - Part 2 (Null initializing)

SEPASEH HAKIMINEJAD

30 Nov 2022

SEPASEH HAKIMINEJAD

30 Nov 2022

0

Lez7 - Perceptron in Python

SEPASEH HAKIMINEJAD

30 Nov 2022

SEPASEH HAKIMINEJAD

30 Nov 2022

0

Lez 8 - Part 1 (Sigmoid Derivative)

SEPASEH HAKIMINEJAD

30 Nov 2022

SEPASEH HAKIMINEJAD

30 Nov 2022

0

Lez 12 - Preprocess the Titanic Dataset

SEPASEH HAKIMINEJAD

19 Dec 2022

SEPASEH HAKIMINEJAD

19 Dec 2022

0

Bias and Variance tradeoff

SEPASEH HAKIMINEJAD

19 Dec 2022

SEPASEH HAKIMINEJAD

19 Dec 2022

0

Lecture(04)

SHAKIBA FARJOOD FASHALAMI

24 Oct 2022

SHAKIBA FARJOOD FASHALAMI

24 Oct 2022

0

Lecture(02)

SHAKIBA FARJOOD FASHALAMI

24 Oct 2022

SHAKIBA FARJOOD FASHALAMI

24 Oct 2022

0

Lecture(05)

SHAKIBA FARJOOD FASHALAMI

24 Oct 2022

SHAKIBA FARJOOD FASHALAMI

24 Oct 2022

0

Lecture(7)-1

SHAKIBA FARJOOD FASHALAMI

29 Oct 2022

SHAKIBA FARJOOD FASHALAMI

29 Oct 2022

0

Lecture(7)-2

SHAKIBA FARJOOD FASHALAMI

29 Oct 2022

SHAKIBA FARJOOD FASHALAMI

29 Oct 2022

0

Lecture(7)-3

SHAKIBA FARJOOD FASHALAMI

29 Oct 2022

SHAKIBA FARJOOD FASHALAMI

29 Oct 2022

0

Lecture 8

SHAKIBA FARJOOD FASHALAMI

31 Oct 2022

SHAKIBA FARJOOD FASHALAMI

31 Oct 2022

0

Trying PCA on the IRIS dataset in sklearn

SHAKIBA FARJOOD FASHALAMI

25 Nov 2022

SHAKIBA FARJOOD FASHALAMI

29 Nov 2022

1

SVM(Classification)

SHAKIBA FARJOOD FASHALAMI

25 Nov 2022

SHAKIBA FARJOOD FASHALAMI

29 Nov 2022

1

SVM(Regression)

SHAKIBA FARJOOD FASHALAMI

25 Nov 2022

SHAKIBA FARJOOD FASHALAMI

29 Nov 2022

1

Multi-layer Perceptron (Regression)

SHAKIBA FARJOOD FASHALAMI

29 Nov 2022

SHAKIBA FARJOOD FASHALAMI

29 Nov 2022

0

Multi-layer Perceptron (Classification)

SHAKIBA FARJOOD FASHALAMI

29 Nov 2022

SHAKIBA FARJOOD FASHALAMI

29 Nov 2022

0

Clustering (K-means)

SHAKIBA FARJOOD FASHALAMI

30 Dec 2022

SHAKIBA FARJOOD FASHALAMI

30 Dec 2022

0

Clustering (DBSCAN- Mean Shift- GMM)

SHAKIBA FARJOOD FASHALAMI

30 Dec 2022

SHAKIBA FARJOOD FASHALAMI

30 Dec 2022

0

Feature Selection Methods

SHAKIBA FARJOOD FASHALAMI

30 Dec 2022

SHAKIBA FARJOOD FASHALAMI

30 Dec 2022

0

Data Preprocessing (Titanic Dataset)

SHAKIBA FARJOOD FASHALAMI

30 Dec 2022

SHAKIBA FARJOOD FASHALAMI

30 Dec 2022

0

Naive Bayes

SHAKIBA FARJOOD FASHALAMI

4 Jan 2023

SHAKIBA FARJOOD FASHALAMI

4 Jan 2023

0

DTs

SHAKIBA FARJOOD FASHALAMI

4 Jan 2023

SHAKIBA FARJOOD FASHALAMI

4 Jan 2023

0

Polynomial Regression using sklearn Ridge

SOLMAZ MOHAMMADI

20 Oct 2022

SOLMAZ MOHAMMADI

20 Oct 2022

0

DT for Boolean Formulas (Logic Gates)

SOLMAZ MOHAMMADI

21 Oct 2022

SOLMAZ MOHAMMADI

21 Oct 2022

0

Perceptron Implementation in Python

SOLMAZ MOHAMMADI

27 Oct 2022

SOLMAZ MOHAMMADI

27 Oct 2022

0

Perceptron (with the delta rule)

SOLMAZ MOHAMMADI

10 Nov 2022

SOLMAZ MOHAMMADI

10 Nov 2022

0

Neural Netwrok Implementation

SOLMAZ MOHAMMADI

19 Nov 2022

SOLMAZ MOHAMMADI

19 Nov 2022

0

SVM Implementation using Hinge Loss and Stochastic Gradient Descent

SOLMAZ MOHAMMADI

30 Nov 2022

SOLMAZ MOHAMMADI

30 Nov 2022

0

Decision Trees and Random Forests for Housing Prices Prediction

SOLMAZ MOHAMMADI

17 Dec 2022

SOLMAZ MOHAMMADI

17 Dec 2022

0

PCA Application on Iris Data

SOLMAZ MOHAMMADI

18 Dec 2022

SOLMAZ MOHAMMADI

18 Dec 2022

0

Speeding up Logistic Regression with PCA (MNIST Data)

SOLMAZ MOHAMMADI

18 Dec 2022

SOLMAZ MOHAMMADI

18 Dec 2022

0

Deep Convolutional Generative Adversarial Networks application on MNIST data

SOLMAZ MOHAMMADI

13 Jan 2023

SOLMAZ MOHAMMADI

13 Jan 2023

0

Decision Tree exercise by Python

STEFANO SORGENTE

31 Oct 2022

STEFANO SORGENTE

31 Oct 2022

0

Build a decision tree "by hand"

STEFANO SORGENTE

31 Oct 2022

STEFANO SORGENTE

31 Oct 2022

0

Exercise 2 - Lec3 "Polynomial regression using the Ridge Regression method"

SYED FAHAD HASSAN

31 Dec 2022

SYED FAHAD HASSAN

31 Dec 2022

0

Exercise - Lec4 "VC-Dimension of other hypothesis spaces"

SYED FAHAD HASSAN

31 Dec 2022

SYED FAHAD HASSAN

31 Dec 2022

0

Lec5 - Exercise - Computing DT with Boolean functions using ID3

SYED FAHAD HASSAN

31 Dec 2022

SYED FAHAD HASSAN

31 Dec 2022

0

Lec8 - Exercise 1 - Proof "σ′(y) = σ(y)(1 −σ(y))"

SYED FAHAD HASSAN

31 Dec 2022

SYED FAHAD HASSAN

31 Dec 2022

0

Lec7 - Exercise - Proof

SYED FAHAD HASSAN

31 Dec 2022

SYED FAHAD HASSAN

31 Dec 2022

0

Lec 3 - Ex:1 "binary classification, multi-class classification and regression tasks"

SYED FAHAD HASSAN

18 Jan 2023

SYED FAHAD HASSAN

18 Jan 2023

0

Lec6 - Ex1 - "Implementing a Decision Tree Classifier using scikit-learn in Python"

SYED FAHAD HASSAN

18 Jan 2023

SYED FAHAD HASSAN

18 Jan 2023

0

Lec7 - Ex:1 - "Perceptron-based multi-layer networks with hard thresholds and relative weights ...

SYED FAHAD HASSAN

19 Jan 2023

SYED FAHAD HASSAN

19 Jan 2023

0

Lec7 - Ex:3 - "Implementation of Perceptron algorithm"

SYED FAHAD HASSAN

19 Jan 2023

SYED FAHAD HASSAN

19 Jan 2023

0

Lec-8 Ex2 - "Delta rule optimization with linear/sigmoidal activation"

SYED FAHAD HASSAN

19 Jan 2023

SYED FAHAD HASSAN

19 Jan 2023

0

SVM and k-NN on Titanic Dataset

SYED FAHAD HASSAN

21 Jan 2023

SYED FAHAD HASSAN

21 Jan 2023

0

Bayesian with Coin Toss example and noisy observation with Gaussian

SYED RIAZ RAZA

19 Dec 2022

SYED RIAZ RAZA

19 Dec 2022

0

A complete Neural Network

SYED RIAZ RAZA

31 Dec 2022

SYED RIAZ RAZA

31 Dec 2022

0

Implementation of Decision Tree using scikit

SYED RIAZ RAZA

11 Jan 2023

SYED RIAZ RAZA

11 Jan 2023

0

Kmeans Clustring on Mopsi Datset from Les18

SYED RIAZ RAZA

11 Jan 2023

SYED RIAZ RAZA

11 Jan 2023

0

Implementation of SVM on Breast Cancer dataset

SYED RIAZ RAZA

14 Jan 2023

SYED RIAZ RAZA

14 Jan 2023

0

Implementing a CNN on MNIST digit classification **

SYED RIAZ RAZA

15 Jan 2023

SYED RIAZ RAZA

15 Jan 2023

0

PCA

SYED RIAZ RAZA

17 Jan 2023

SYED RIAZ RAZA

17 Jan 2023

0

Lecture3Q1

TAHA ENAYAT

29 Oct 2022

TAHA ENAYAT

29 Oct 2022

0