Data Engineering Excellence - Unlock the Secrets of Machine Learning
Created by John Bura
01
Skill level
All levels
02
Sections
5
03
Lectures
20
04
Instructor
John Bura
What's inside
This course includes.
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5
Sections
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20
Lectures
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20
Resources
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Certificate of completion
Included
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Mobile and desktop access
Included
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AI learning assistance
Included
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Course content
Curriculum & lectures.
+ 01 Course Overview 1 lecture
01 Course Overview
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+ 02 Load, clean and encode data 4 lectures
01 Load And Clean A Public Dataset
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02 What Is One-Hot Encoding
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03 Build X And Y Data With One Hot Encoding
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04 Logistic Regression With One Hot Encoding
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+ 03 Data engineering for machine learning 3 lectures
01 Scale And Encode Data With Scikit-Learn
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02 What Is Scaling Data
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03 Build, Train And Test A Machine Learning Model
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+ 04 Build regression and discretizer models 6 lectures
01 Compare Decision Tree And Linear Regression Models
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02 What Is The Kbins Discretizer
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03 Bin Data With Kbins Discretizer
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04 Compare Binned Regression Models
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05 Build A Linear Regression Model On Stacked Data
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06 What Is K Means Clustering
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+ 05 Data transformation and feature selection for ridge regression 6 lectures
01 Build Univariate Nonlinear Transformation
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02 What Is Gaussian Probability Distribution
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03 What Is Poisson Distribution
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04 Build X Y Data With Poisson Distribution In Numpy
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05 What Is Logarithmic Data Transformation
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06 Build A Ridge Regression Model
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Instructors
Taught by people who ship.
John Bura
Founder and CEO of Mammoth Club and Course Pro, the #1 AI-powered Learning Management System for course and content development, training and evaluation.
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