YoVDO

Introduction to Predictive Analytics using Python

Offered By: University of Edinburgh via edX

Tags

Predictive Analytics Courses Machine Learning Courses Python Courses Linear Regression Courses Data Transformation Courses Statistical Methods Courses Logistic Regression Courses Model Development Courses

Course Description

Overview

This course provides you with the skills to build a predictive model from the ground up, using Python.

You will learn the full lifecycle of building the model. First, you'll understand the data discovery process and discover how to make connections between the predicting and predicted variables. You will also learn about key data transformation and preparation issues, which form the backdrop to an introduction in Python for data analytics.

Through the analysis of real-life data, you will also develop an approach to implement simple linear and logistic regression models. These real-life examples include assessments on customer credit card behavior and case studies on sales volume forecasting.

This course is the first in the MicroMasters program and will prepare you for modeling classification and regression problems with statistical and machine learning methods.


Syllabus

Week 1: Introduction to Predictive Modelling
Week 2: Python and Predictive Modelling
Week 3: Variables and the Modelling Process
Week 4: Transformation and Preparation of Data
Week 5: Data Quality Problems and Other Anomalies
Week 6: Regression and Case Study


Taught by

Dr Johannes De Smedt

Tags

Related Courses

Introduction to Data Analytics
Indian Institute of Technology Madras via Swayam
Implementing Predictive Analytics with Spark in Azure HDInsight
Microsoft via edX
Operations Analytics
University of Pennsylvania via Coursera
Practical Predictive Analytics: Models and Methods
University of Washington via Coursera
Customer Analytics
University of Pennsylvania via Coursera