Machine Learning- Sudeshna Sarkar
Tutorial08
41:26
Machine Learning- Sudeshna Sarkar
Introduction to Clustering
23:56
Machine Learning- Sudeshna Sarkar
Kmeans Clustering
33:07
Machine Learning- Sudeshna Sarkar
Agglomerative Hierarchical Clustering
17:26
Machine Learning- Sudeshna Sarkar
Python Exercise on kmeans clustering
40:21
Machine Learning- Sudeshna Sarkar
Bagging and Boosting
31:45
Machine Learning- Sudeshna Sarkar
Introduction to Ensembles
37:15
Machine Learning- Sudeshna Sarkar
VC Dimension
21:09
Machine Learning- Sudeshna Sarkar
Sample Complexity: Finite Hypothesis Space
14:39
Machine Learning- Sudeshna Sarkar
Introduction to Computational Learning Theory
32:59
Machine Learning- Sudeshna Sarkar
Tutorial VI
41:13
Machine Learning- Sudeshna Sarkar
Python Exercise on Neural Network
36:25
Machine Learning- Sudeshna Sarkar
Neural Network and Backpropagation Algorithm
35:08
Machine Learning- Sudeshna Sarkar
Introduction
30:14
Machine Learning- Sudeshna Sarkar
Deep Neural Network
35:48
Machine Learning- Sudeshna Sarkar
Multilayer Neural Network
35:33
Machine Learning- Sudeshna Sarkar
Python Exercise on SVM
29:17
Machine Learning- Sudeshna Sarkar
SVM: Solution to the Dual Problem
11:22
Machine Learning- Sudeshna Sarkar
Nonlinear SVM and Kernel Function
28:01
Machine Learning- Sudeshna Sarkar
SVM: Maximum Margin with Noise
18:24
Machine Learning- Sudeshna Sarkar
SVM: The Dual Formulation
16:48
Machine Learning- Sudeshna Sarkar
Introduction Support Vector Machine
32:05
Machine Learning- Sudeshna Sarkar
Logistic Regression
20:40
Machine Learning- Sudeshna Sarkar
Tutorial IV
40:01
Machine Learning- Sudeshna Sarkar
Python Exercise on Naive Bayes
17:38
Machine Learning- Sudeshna Sarkar
Bayesian Network
33:32
Machine Learning- Sudeshna Sarkar
Naive Bayes
27:10
Machine Learning- Sudeshna Sarkar
Bayesian Learning
29:04
Machine Learning- Sudeshna Sarkar
mod03lec18
28:19
Machine Learning- Sudeshna Sarkar
Tutorial III
38:01
Machine Learning- Sudeshna Sarkar
Python Exercise on kNN and PCA
18:34
Machine Learning- Sudeshna Sarkar
Collaborative Filtering
25:14
Machine Learning- Sudeshna Sarkar
Feature Extraction
21:26
Machine Learning- Sudeshna Sarkar
k-Nearest Neighbour
36:38
Machine Learning- Sudeshna Sarkar
Feature Selection
26:02
Machine Learning- Sudeshna Sarkar
Tutorial II
25:14
Machine Learning- Sudeshna Sarkar
Python Exercise on Decision Tree and Linear Regression
25:30
Machine Learning- Sudeshna Sarkar
Tutorial I
42:17
Machine Learning- Sudeshna Sarkar
Overfitting
28:04
Machine Learning- Sudeshna Sarkar
Learning Decision Tree
29:24
Machine Learning- Sudeshna Sarkar
Linear Regression
35:33
Machine Learning- Sudeshna Sarkar
Introduction to Decision Trees
24:25
Machine Learning- Sudeshna Sarkar
Introduction
28:44
Machine Learning- Sudeshna Sarkar
Hypothesis Space and Inductive Bias
33:25
Machine Learning- Sudeshna Sarkar
Evaluation and Cross-Validation
22:13
Machine Learning- Sudeshna Sarkar
Different Types of Learning
24:55
Machine Learning- Sudeshna Sarkar
Introduction
3:25