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Lecture 1 of 16

Setup of the Anaconda Cloud Notebook

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Section 1: Introduction4 videos

Setup of the Anaconda Cloud Notebook

59mNow Playing

Introduction

1h 19m

Download and installation of the Anaconda Distribution (optional)

1h

The Conda Package Management System (optional)

1h 30m
Section 2: Advanced Models for Regression and Supervised Learning7 videos

Overview

12m

Artificial Neural Networks, Feedforward Networks, and the Multi-Layer Perceptron

1h 30m

Feedforward Multi-Layer Perceptrons for Prediction

1h 30m

Decision Tree Regression model

1h 30m

Voting Regression

1h 30m

eXtreme Gradient Boosting Regression (XGBoost)

1h 30m

Random Forest Regression

1h 30m
Section 3: Advanced Models for Classification and Supervised Learning5 videos

Feedforward Multi-Layer Perceptrons for Classification

1h 18m

Decision Tree Classifier

1h 30m

Random Forest Classifier

1h 30m

Voting Classifier

1h 30m

eXtreme Gradient Boosting Classifier (XGBoost)

1h 30m