Data Engineering and Machine Learning: Excel's Data Science Evolution
Created by Team Mammoth
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Skill level
All levels
02
Sections
5
03
Lectures
22
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Instructor
Team Mammoth
What's inside
This course includes.
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5
Sections
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22
Lectures
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22
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.
+ Course Overview 3 lectures
01 Course Overview
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Source Files
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Complete Full Course Source Files
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+ Load, clean and encode data 4 lectures
01B What Is One-Hot Encoding
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02 Build X And Y Data With One Hot Encoding
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01 Load And Clean A Public Dataset
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03 Logistic Regression With One Hot Encoding
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+ Data engineering for machine learning 3 lectures
02 Scale And Encode Data With Scikit-Learn
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01 What Is Scaling Data
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03 Build, Train And Test A Machine Learning Model
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+ Build regression and discretizer models 6 lectures
03 Bin Data With Kbins Discretizer
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02 What Is The Kbins Discretizer
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01 Compare Decision Tree And Linear Regression Models
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05 Build A Linear Regression Model On Stacked Data
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04 Compare Binned Regression Models
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05-05A What Is K Means Clustering
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+ Data transformation and feature selection for ridge regression 6 lectures
02 Build Univariate Nonlinear Transformatio
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01 What Is Gaussian Probability Distribution-
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03 What Is Poisson Distribution
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04 What Is Logarithmic Data Transformation
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05 Build X Y Data With Poisson Distribution In Numpy
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06-03 Build A Ridge Regression Model
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Instructors
Taught by people who ship.
Team Mammoth
Instructor
Produced by a team of Mammoth Club industry experts. Over 15 years, Mammoth Club has built a global student community in 190+ countries with 9+ million courses sold, releasing over 1,000+ courses and 5,000+ hours of video content.
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