Packt Machine Learning for Beginners Linear Regression Model in R-XQZT | Apps-Tutorials | MP4 | 1.92 GiB
654 kb/s 1364×768 | AAC 318 kb/s 2 CH eng
Another exquisit release Packt.Machine.Learning.for.Beginners.Linear.Regression.Model.in.R-XQZT Title: Machine Learning for Beginners: Linear Regression Model in R Publisher: Packt Size: 2.0G (2061711174 B) Files: 9F Date: 03/18/2020 Course #: 9781800200906 Type: N/A Published: 28 Feb 2020 Modified: N/A URL: www.packtpub.com/data/machine-learning-for-beginners-linear-regression-model-in-r-video Author: N/A Duration: 6 hours 13 minutes Skill: N/A Exer/Code: [X] Installation: Unpack that shit, run that shit Description: Are you looking for a complete linear regression course that teaches you everything you need to create a linear regression model in R? This course covers the important aspects that you need to know to solve business problems through linear regression. Although most courses only focus on teaching how to run the analysis, this course emphasizes what happens before and after analysis such as having the right data and performing preprocessing on it. You ll also be able to judge how good your model is and interpret the results to help your business. As you progress, you will learn how to identify problems in your business and solve them using linear regression techniques. In addition to this, you ll gain the knowledge you need to create a linear regression model in R and analyze its results. By the end of this course, you will be equipped with the skills you need to effectively use linear regression for predictive machine learning and create robust models. All codes and supporting files are available
2.0G Machine Learning for Beginners - Linear Regression Model in R [Video] 97M Machine Learning for Beginners - Linear Regression Model in R [Video]/1.Introduction 12M Machine Learning for Beginners - Linear Regression Model in R [Video]/1.Introduction/01.Welcome to the course!.mp4 86M Machine Learning for Beginners - Linear Regression Model in R [Video]/1.Introduction/02.Course contents.mp4 163M Machine Learning for Beginners - Linear Regression Model in R [Video]/2.Basics of Statistics 21M Machine Learning for Beginners - Linear Regression Model in R [Video]/2.Basics of Statistics/03.Types of Data.mp4 12M Machine Learning for Beginners - Linear Regression Model in R [Video]/2.Basics of Statistics/04.Types of Statistics.mp4 68M Machine Learning for Beginners - Linear Regression Model in R [Video]/2.Basics of Statistics/05.Describing the data graphically.mp4 41M Machine Learning for Beginners - Linear Regression Model in R [Video]/2.Basics of Statistics/06.Measures of Centers.mp4 23M Machine Learning for Beginners - Linear Regression Model in R [Video]/2.Basics of Statistics/07.Measures of Dispersion.mp4 382M Machine Learning for Beginners - Linear Regression Model in R [Video]/3.Getting started with R and R studio 46M Machine Learning for Beginners - Linear Regression Model in R [Video]/3.Getting started with R and R studio/08.Installing R and R studio.mp4 42M Machine Learning for Beginners - Linear Regression Model in R [Video]/3.Getting started with R and R studio/09.Basics of R and R studio.mp4 71M Machine Learning for Beginners - Linear Regression Model in R [Video]/3.Getting started with R and R studio/10.Packages in R.mp4 35M Machine Learning for Beginners - Linear Regression Model in R [Video]/3.Getting started with R and R studio/11.Inputting data part 1 - Inbuilt datasets of R.mp4 20M Machine Learning for Beginners - Linear Regression Model in R [Video]/3.Getting started with R and R studio/12.Inputting data part 2 - Manual Data Entry.mp4 55M Machine Learning for Beginners - Linear Regression Model in R [Video]/3.Getting started with R and R studio/13.Inputting data part 3 - Importing from CSV or Text files.mp4 83M Machine Learning for Beginners - Linear Regression Model in R [Video]/3.Getting started with R and R studio/14.Creating Barplots in R.mp4 34M Machine Learning for Beginners - Linear Regression Model in R [Video]/3.Getting started with R and R studio/15.Creating Histograms in R.mp4 115M Machine Learning for Beginners - Linear Regression Model in R [Video]/4.Introduction to Machine Learning 29M Machine Learning for Beginners - Linear Regression Model in R [Video]/4.Introduction to Machine Learning/16.Introduction to Machine Learning.mp4 87M Machine Learning for Beginners - Linear Regression Model in R [Video]/4.Introduction to Machine Learning/17.Building a Machine Learning model.mp4 615M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing 20M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/18.Gathering Business Knowledge.mp4 19M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/19.Data Exploration.mp4 16M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/20.The Data and the Data Dictionary.mp4 14M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/21.Importing the dataset into R.mp4 6.8M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/22.Univariate Analysis and EDD.mp4 83M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/23.EDD in R.mp4 23M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/24.Outlier Treatment.mp4 27M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/25.Outlier Treatment in R.mp4 21M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/26.Missing Value imputation.mp4 22M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/27.Missing Value imputation in R.mp4 19M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/28.Seasonality in Data.mp4 87M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/29.Bi-variate Analysis and Variable Transformation.mp4 55M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/30.Variable transformation in R.mp4 20M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/31.Non-Usable Variables.mp4 30M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/32.Dummy variable creation - Handling qualitative data.mp4 39M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/33.Dummy variable creation in R.mp4 60M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/34.Correlation Matrix and cause-effect relationship.mp4 62M Machine Learning for Beginners - Linear Regression Model in R [Video]/5.Data Pre-processing/35.Correlation Matrix in R.mp4 393M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model 9.1M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/36.The problem statement.mp4 43M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/37.Basic equations and Ordinary Least Squared (OLS) method.mp4 25M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/38.Assessing Accuracy of predicted coefficients.mp4 9.8M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/39.Assessing Model Accuracy - RSE and R squared.mp4 37M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/40.Simple Linear Regression in R.mp4 28M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/41.Multiple Linear Regression.mp4 49M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/42.The F - statistic.mp4 23M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/43.Interpreting result for categorical Variable.mp4 47M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/44.Multiple Linear Regression in R.mp4 42M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/45.Test-Train split.mp4 28M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/46.Bias Variance trade-off.mp4 56M Machine Learning for Beginners - Linear Regression Model in R [Video]/6.Linear Regression Model/47.Test-Train split in R.mp4 195M Machine Learning for Beginners - Linear Regression Model in R [Video]/7.Regression models other than OLS 18M Machine Learning for Beginners - Linear Regression Model in R [Video]/7.Regression models other than OLS/48.Linear models other than OLS.mp4 65M Machine Learning for Beginners - Linear Regression Model in R [Video]/7.Regression models other than OLS/49.Subset Selection techniques.mp4 48M Machine Learning for Beginners - Linear Regression Model in R [Video]/7.Regression models other than OLS/50.Subset selection in R.mp4 33M Machine Learning for Beginners - Linear Regression Model in R [Video]/7.Regression models other than OLS/51.Shrinkage methods - Ridge Regression and The Lasso.mp4 20M Machine Learning for Beginners - Linear Regression Model in R [Video]/7.Regression models other than OLS/52.Ridge regression and Lasso in R.mp4 13M Machine Learning for Beginners - Linear Regression Model in R [Video]/7.Regression models other than OLS/53.Heteroscedasticity.mp4 9.3M Machine Learning for Beginners - Linear Regression Model in R [Video]/Exercise Files 9.3M Machine Learning for Beginners - Linear Regression Model in R [Video]/Exercise Files/code_9781800200906.zip 2.0G total
File: 01.Welcome to the course!.mp4 Size: 11550362 bytes (11.02 MiB), duration: 00:02:21, avg.bitrate: 655 kb/s Audio: aac, 44100 Hz, stereo (eng) Video: h264, yuv420p, 1364x768, 30.00 fps(r) (eng)
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