Go ahead and click the enroll button, and I’ll see you in lesson 1! You’ll have a thorough understanding of how to use regression modelling to create predictive models and solve business problems. But even if you don’t understandit, it will be okay as long as you learn how to run and interpret the result as taught in the practical lectures.We also look at how to quantify models accuracy, what is the meaning of F statistic, how categorical variables in the independent variables dataset are interpreted in the results, what are other variations to the ordinary least squared method and how do we finally interpret the result to find out the answer to a business problem.īy the end of this course, your confidence in creating a regression model in Python will soar. Section 5 – Regression ModelThis section starts with simple linear regression and then covers multiple linear regression.We have covered the basic theory behind each concept without getting too mathematical about it so that youunderstand where the concept is coming from and how it is important.We learn how to do uni-variate analysis and bi-variate analysis then we cover topics like outlier treatment, missing value imputation, variable transformation and correlation. Section 4 – Data PreprocessingIn this section you will learn what actions you need to take a step by step to get the data and thenprepare it for the analysis these steps are very important.We start with understanding the importance of business knowledge then we will see how to do data exploration.It also contains steps involved in building a machine learning model, not just linear models, any machine learning model. What are the meanings or different terms associated with machine learning? You will see some examples so that you understand what machine learning actually is. Section 3 – Introduction to Machine LearningIn this section we will learn – What does Machine Learning mean.We will understand the importance of different libraries such as Numpy, Pandas & Seaborn. Section 2 – Python basicThis section gets you started with Python.This section will help you set up the python and Jupyter environment on your system and it’ll teachyou how to perform some basic operations in Python.
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