Machine Learning- Sudeshna Sarkar | Poke

Machine Learning- Sudeshna Sarkar @UC2nvtxeY_rJLnlJKEg-J82g@youtube.com

32K subscribers - no pronouns :c

Introduction to Machine Learning: This channel gives an

Videos Playlists

Recently Uploaded Popular Oldest

Introduction to Clustering

Kmeans Clustering

Agglomerative Hierarchical Clustering

Python Exercise on kmeans clustering

Bagging and Boosting

Introduction to Ensembles

Sample Complexity: Finite Hypothesis Space

Introduction to Computational Learning Theory

Python Exercise on Neural Network

Neural Network and Backpropagation Algorithm

Deep Neural Network

Multilayer Neural Network

Python Exercise on SVM

SVM: Solution to the Dual Problem

Nonlinear SVM and Kernel Function

SVM: Maximum Margin with Noise

SVM: The Dual Formulation

Introduction Support Vector Machine

Logistic Regression

Python Exercise on Naive Bayes

Bayesian Network

Bayesian Learning

Python Exercise on kNN and PCA

Collaborative Filtering

Feature Extraction

k-Nearest Neighbour

Feature Selection

Python Exercise on Decision Tree and Linear Regression

Learning Decision Tree

Linear Regression

Introduction to Decision Trees

Hypothesis Space and Inductive Bias

Evaluation and Cross-Validation

Different Types of Learning