Model Evaluation and Performance Metrics-Evaluation metrics
Course Objectives
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Evaluation Metrics: Through the Eyes of our Working Example
Evaluation Metrics
Evaluation Metrics
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Regression Metrics
Classification Metrics
Multi-class and Multi-label Metrics
Model Evaluation and Performance Metrics-Model performance
Model Performance: Through the Eyes of our Working Example
Generalizing Well to Unseen Data
Model Plots, Bias, Variance
Relating the Evaluation Metric to a Business Metric
Model Evaluation and Performance Metrics-Linear models
Introduction to Predictive Linear and Logistic Regression
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Linear Models: Through the Eyes of our Working Example
Generalized Linear Models
Linear and Logistic Regression
Regularized Regression
Linear Models
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Stochastic Gradient Descent Classifier
Model Evaluation and Performance Metrics-TUTORIAL: Watson Natural Language Understanding
Watson Natural Language Understanding Service Overview
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Watson Natural Language Understanding: Through the eyes of our Working Example
Watson Developer Cloud Python SDK
Model Evaluation and Performance Metrics-CASE STUDY: Performance and business metrics
Case Study Introduction
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Performance and Business Metrics: Through the Eyes of our Working Example
Getting Started with Performance and Business Metrics Case Study (Hands-on)
Model Evaluation and Performance Metrics-End of module review & evaluation
Summary/Review
Building Machine Learning and Deep Learning Models-Tree-based methods
Tree Based Methods
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Tree-based Methods: Through the Eyes of our Working Example
Decision Trees
Bagging and Random Forests
Boosting
Introduction to Tree Based Methods
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Ensemble Learning
Building Machine Learning and Deep Learning Models-Neural networks
Neural Networks
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Neural networks: Through the eyes of our Working Example
Multilayer perceptron (MLP)
Neural network architectures
Introduction to neural networks
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On interpretability
Building Machine Learning and Deep Learning Models-TUTORIAL: Watson Visual Recognition
IBM Watson Visual Recognition Overview
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Watson Visual Recognition: Through the Eyes of our Working Example
Watson Developer Cloud Python SDK
Building Machine Learning and Deep Learning Models-CASE STUDY: TensorFlow
TensorFlow: Through the Eyes of our Working Example
Getting Started with Convolutional Neural Networks and TensorFlow (Hands-on)
Building Machine Learning and Deep Learning Models-End of module review & evaluation
Summary/Review