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Udemy - Deep Learning Basics: Practical Linear Regression in R

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English

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751.74 MB

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a4e88f0f9dc88bc2e6065d1aaef6018f25134bbd

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13-02-2021 11:40

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[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/1. Introduction.mp4	17.29 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/1. Introduction.srt	2.81 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/2. Introduction to Regression Analysis and Linear Regression.mp4	49.15 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/2. Introduction to Regression Analysis and Linear Regression.srt	12.52 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/3. Introduction to Regression Analysis.html	167.00 B
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/4. What is Machine Leraning and it's main types.mp4	46.84 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/4. What is Machine Leraning and it's main types.srt	11.23 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/5. Machine Learning Types.html	167.00 B
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/2. Software used in this course R-Studio and Introduction to R/1. What is R and RStudio.mp4	12.22 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/2. Software used in this course R-Studio and Introduction to R/1. What is R and RStudio.srt	3.06 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/2. Software used in this course R-Studio and Introduction to R/2. How to install R and RStudio in 2020.mp4	38.69 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/2. Software used in this course R-Studio and Introduction to R/2. How to install R and RStudio in 2020.srt	6.17 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/2. Software used in this course R-Studio and Introduction to R/3. Lab Get started with R in RStudio.mp4	47.69 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/2. Software used in this course R-Studio and Introduction to R/3. Lab Get started with R in RStudio.srt	9.52 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/2. Software used in this course R-Studio and Introduction to R/4. What is the latest version of RStudio and R.html	167.00 B
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/1. Getting started with linear regression.mp4	16.09 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/1. Getting started with linear regression.srt	6.47 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/2. Lab your first linear regression model.mp4	53.29 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/2. Lab your first linear regression model.srt	8.47 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/2.1 018_LM_diamonds.R	2.21 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/3. Correlation in Regression Analysis in R Lab.mp4	13.07 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/3. Correlation in Regression Analysis in R Lab.srt	2.49 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/3.1 020_CorrelationLinear.R	785.00 B
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/4. How to know if the model is best fit for your data - An overview.mp4	9.13 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/4. How to know if the model is best fit for your data - An overview.srt	2.73 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/5. Linear Regression Diagnostics.mp4	43.21 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/5. Linear Regression Diagnostics.srt	7.27 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/5.1 020_LM_Diagnosis.R	1.41 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/6. AIC and BIC.mp4	8.57 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/6. AIC and BIC.srt	1.72 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/6.1 021_AIC.R	543.00 B
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/7. Evaluation of Performance of Regression-based Prediction Model.mp4	6.74 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/7. Evaluation of Performance of Regression-based Prediction Model.srt	2.84 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/8. Lab Predict with linear regression model & RMSE as in-sample error.mp4	24.34 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/8. Lab Predict with linear regression model & RMSE as in-sample error.srt	4.54 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/8.1 019_RMSE_LM.R	827.00 B
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/9. Prediction model evaluation with data split out-of-sample RMSE.mp4	31.16 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/9. Prediction model evaluation with data split out-of-sample RMSE.srt	5.06 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/9.1 022_RegressionModelValidation.R	875.00 B
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/1. Lab Multiple linear regression - model estimation in R.mp4	60.15 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/1. Lab Multiple linear regression - model estimation in R.srt	9.20 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/1.1 029_MultipleLinearRegression.R	3.82 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/2. Lab Multiple linear regression - prediction in R.mp4	18.84 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/2. Lab Multiple linear regression - prediction in R.srt	3.78 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/3. Lab Multiple linear regression with interaction in R.mp4	44.55 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/3. Lab Multiple linear regression with interaction in R.srt	8.73 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/3.1 030_MultipleLinearRegression_interactions.R	1.49 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/4. Lab Regression with Categorical Variables Dummy Coding Essentials in R.mp4	29.68 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/4. Lab Regression with Categorical Variables Dummy Coding Essentials in R.srt	5.72 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/4.1 031_DummyVariables.R	1.12 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/5. ANOVA - Categorical variables with more than two levels in linear regressions.mp4	54.55 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/5. ANOVA - Categorical variables with more than two levels in linear regressions.srt	9.74 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/5.1 032_ANOVA.R	1.15 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/6. GLM Preview Logistic Regression Model & Accuracy Assessment.mp4	82.86 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/6. GLM Preview Logistic Regression Model & Accuracy Assessment.srt	10.11 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/6.1 023_ClassificationAccuracy.R	2.07 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/7. Compare the model accuracy (or any other metric) using thresholds of 0.1 and 0.9..html	167.00 B
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/8. Lab Receiver operating characteristic (ROC) curve and AUC.mp4	36.69 MB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/8. Lab Receiver operating characteristic (ROC) curve and AUC.srt	6.53 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/8.1 024_ROC.R	1.51 kB
[TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/4. More types of linear regression models in R/9. Your final coding exercise.html	167.00 B

Description

Description

Practical Linear Regression in R – Hands-On

This course teaches you about the most common & popular technique used in Data Science & Machine Learning: Linear Regression. You will learn the theory as well as applications of different types of linear regression models. At the end of the course, you will completely understand and know how to apply & implement in R linear models, how to run model’s diagnostics, and how to know if the model is the best fit for your data, how to check the model’s performance and to make predictions.

Linear regression is the simplest machine learning (and thus deep learning) model you can learn, yet there is so much depth that you’ll be returning to it for years to come. That’s why it’s a great introductory course if you’re interested in taking your first steps in the fields of:

machine learning
deep learning
data science
statistics

THIS COURSE HAS 5 SECTIONS COVERING EVERY ASPECT OF LINEAR REGRESSION: BOTH THEORY TO PRACTICE

Fully understand the basics of Machine Learning & Linear Regression Models from theory to practice
Harness applications of linear regression modeling in R
Learn how to apply correctly linear regression models and test them in R
Complete programming & data science exercises and an independent project in R
Learn how to test the model’s fit, how to select the most suitable linear models for your data, and make predictions
Learn different types of linear regressions (1-dimensional and multi-dimensional models, logistic regressions, ANCOVA, etc)
Learn how to deal with the categorical data in your regression modeling and correlation between variables
Learn the basics of R-programming
Get a copy of all scripts used in the course
and MORE

NO PRIOR R OR STATISTICS/MACHINE LEARNING / R KNOWLEDGE REQUIRED:

You’ll start by absorbing the most valuable Linear Regression basics, and techniques and slowly moving to more complex assignments.

My course will help youimplement the methods using real dataobtained from different sources. Thus, after completing my Machine Learning course in R, you’ll easily use different data streams and data science packages to work with real data in R.

This course is different from other training resources. Each lecture seeks to enhance your Data Science & Machine Learning in a demonstrable and easy-to-follow manner and provide you with practically implementable solutions.

The course is ideal for professionals who need to use cluster analysis, unsupervised machine learning, and R in their field.

One important part of the course is the practical exercises. You will be given some precise instructions and datasets to run Machine Learning algorithms using the R tools.

JOIN MY COURSE NOW!
Who this course is for:

The course is ideal for professionals who need to use regression analysis & machine learning in their field
Everyone who would like to learn Data Science Applications In The R & R Studio Environment

Requirements

Availability computer and internet & strong interest in the topic

Last Updated 1/2021