Machine Learning Regression Masterclass in Python

[2019] MACHINE LEARNING REGRESSION MASTERCLASS IN PYTHON, Build 8+ Practical Projects and Master Machine Learning Regression Techniques Using Python, Scikit Learn and Keras

• BESTSELLER
• Created by Dr. Ryan Ahmed, Ph.D., MBA, Kirill Eremenko, Hadelin de Ponteves, SuperDataScience Team, Mitchell Bouchard
• English
• English [Auto-generated]

PREVIEW THIS COURSE - GET COUPON CODE

What you'll learn

• Master Python programming and Scikit learn as applied to machine learning regression
• Understand the underlying theory behind simple and multiple linear regression techniques
• Apply simple linear regression techniques to predict product sales volume and vehicle fuel economy
• Apply multiple linear regression to predict stock prices and Universities acceptance rate
• Cover the basics and underlying theory of polynomial regression
• Apply polynomial regression to predict employees’ salary and commodity prices
• Understand the theory behind logistic regression
• Apply logistic regression to predict the probability that customer will purchase a product on Amazon using customer features
• Understand the underlying theory and mathematics behind Artificial Neural Networks
• Learn how to train network weights and biases and select the proper transfer functions
• Train Artificial Neural Networks (ANNs) using back propagation and gradient descent methods
• Optimize ANNs hyper parameters such as number of hidden layers and neurons to enhance network performance
• Apply ANNs to predict house prices given parameters such as area, number of rooms..etc
• Assess the performance of trained Machine learning models using KPI (Key Performance indicators) such as Mean Absolute error, Mean squared Error, and Root Mean Squared Error intuition, R-Squared intuition, Adjusted R-Squared and F-Test
• Understand the underlying theory and intuition behind Lasso and Ridge regression techniques
• Sample real-world, practical projects
• Requirements
• Machine Learning basics
• PC with Internet connetion