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University of Alberta
CMPUT 396 | Intermediate Machine Learning
CMPUT 396
| Intermediate Machine Learning
University of Alberta
166 documents
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Partially Observable MDP
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Example of Bernoulli Naive Bayes
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Artificial Neutral Network
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
MC Method and TD Method of Estimating Returns
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Vapnik - Chervonenkis (VC) Dimension
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Concept Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Hyperparameter Tuning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Gradient Descent
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Perceptron Learning - Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Random Forest Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Ordered Target Encoding
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Types of Gradient Descent
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Supervised learning - Classification
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Policy Gradient
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Model Selection in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Majority Voting
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Unsupervised Learning Model
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Bellman Equation
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Extreme Gradient Boosting
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Gradient-based One-Side Sampling
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
K-Fold Cross-Validation
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Bagging and Overfitting
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Advanced Methods for Hyperparameter Tuning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Actor Critic Method
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Decision Tree Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Grid Search vs Random Search
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Working of a Neural Network
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
LightGBM Coding
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Understand CATEGORY BOOSTING (CATBOOST)
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Candidate Elimination Learning Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Solving MDPs with known P and R
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Ensemble Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Deep Reinforcement Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Multi-Layer Perceptron Learning Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Multinomial Logistic Regression
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
First MDP Problem
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Finding A Maximally Specific Hypothesis
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Biological and Artificial Neural Network
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Ensemble Method (Bagging and Boosting)
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
LightGBM (Light Gradient Boosting Machine)
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Boosting in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Double Deep Q-Network
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Adaptive Linear Neuron (Adaline)
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Gradient Descent - Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Output of Multi Layer Perceptron Using Activation Functions
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Implementation of GOSS
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Perceptron Rule for XOR Gate Solved Example
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Deep Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Ensemble Learning Techniques
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Q-networks Short Notes
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
All Machine Learning Models
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Ordered Boosting
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Neural Network In Artificial Intelligence
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Bernoulli Naive Baye
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Evolution of XGBoost
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
AdaBoost Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Cost Functions in Neural Networks
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
ANN vs CNN vs RNN
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Steps for Creating a Random Forest
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Bayesian Optimization
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Advantage Actor-Critic
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Sigmoid Activation Function Solved Example
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Monte Carlo Tree Search
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Dueling Q-network
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Back Propagation Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Types of Parameters in machine learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Reinforcement Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Markov Decision Processes
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Connection Enitity of Artificial Neural Network
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
AdaBoost Classifier
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Multi-Layer Perceptron Learning - Solved Example
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Introduction to Artificial Neural Network
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
RL Algorithms
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Naïve Bayes Classifier
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Bernoulli and Multinomial Naïve Bayes Classifier
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Predictive Or Supervised Learning Approach
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Lecture Note
Ridge Regression
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Efficient Tree-based Algorithms
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Agglomerative Methods in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Non-Negative Matrix Factorization
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Cluster Hierarchy Dendrogram
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on SARSA Reinforcement Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Hard Clustering Concepts and Algorithms
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Elastic net Regression
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Logistic Regression
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Machine Learning Pipeline
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Multinomial Naive Bayes
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Elastic net Regression
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Elements of Reinforcement Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Linear Regression in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
ECLAT Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on K-Means Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Connectivity-based Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Gaussian Naive Bayes
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on ECLAT Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Decision Tree in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Lasso Regression
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Gaussian Mixture Model
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Association Rule Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Hierarchical Clustering in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Naive Bayes Classifiers
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Gradient Boosting in ML
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Naive Bayes Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Types of Reinforcement Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Locally Linear Embedding in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Linear Discriminant Analysis in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Agglomerative Methods in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on 2. Centroid-based Clustering (Partitioning methods)
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Unsupervised Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Linear Discriminant Analysis in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Connectivity-based Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Gaussian Mixture Model
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Locally Linear Embedding in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Expectation-Maximization (EM) Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Types of Decision Tree Algorithms
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Spectral Clustering in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Divisive Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Cluster Hierarchy Dendrogram
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Types of Reinforcement Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Mean-Shift Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Machine Learning Test Datasets
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Supervised Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Soft Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Naive Bayes Classifiers
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Distribution-based Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Supervised Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Centroid-based Clustering (Partitioning methods)
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Gradient Boosting in ML
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Test Dataset in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Logistic Regression: A Complete Guide from Theory to Application
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Naive Bayes Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Ridge Regression
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Hard Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Mean-Shift Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Distribution-based Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
K means Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Types of Decision Tree Algorithms
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Hierarchical Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Unsupervised Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Efficient Tree-based Algorithms
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Principal Component Analysis (PCA)
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
SARSA Reinforcement Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Gaussian Naive Bayes
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Association Rule Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Divisive Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Density-based Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Soft Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Decision Tree in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Principal Component Analysis (PCA)
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Machine Learning Pipeline
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Logistic Regression in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Logistic Regression in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Non-Negative Matrix Factorization
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Lasso Regression
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Linear Regression in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Apriori Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Customer Segmentation
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Spectral Clustering in Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Multinomial Naive Bayes
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Apriori Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Density-based Clustering
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Types of Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Quiz on Expectation-Maximization (EM) Algorithm
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Elements of Reinforcement Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Types of Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
Customer Segmentation using Unsupervised Machine Learning
University of Alberta
CMPUT 396 | Intermediate Machine Learning
Other
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