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Machine Learning Basics Practical Linear Regression in R

Machine Learning Basics Practical Linear Regression in R

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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

File list
  • Machine Learning Basics Practical Linear Regression in R
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  • TutsNode.com.txt 63 B
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/1. Introduction.mp4 17.3 MB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/1. Introduction.srt 2.8 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/2. Introduction to Regression Analysis and Linear Regression.mp4 49.1 MB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/2. Introduction to Regression Analysis and Linear Regression.srt 12.5 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/3. Introduction to Regression Analysis.html 167 B
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/4. What is Machine Leraning and it's main types.mp4 46.8 MB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/4. What is Machine Leraning and it's main types.srt 11.2 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/1. Introduction/5. Machine Learning Types.html 167 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 12.2 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 3.1 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 38.7 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 6.2 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 47.7 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 9.5 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 B
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/1. Getting started with linear regression.mp4 16.1 MB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/1. Getting started with linear regression.srt 6.5 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/2. Lab your first linear regression model.mp4 53.3 MB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/2. Lab your first linear regression model.srt 8.5 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/2.1 018_LM_diamonds.R 2.2 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 13.1 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 2.5 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/3.1 020_CorrelationLinear.R 785 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 9.1 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 2.7 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/5. Linear Regression Diagnostics.mp4 43.2 MB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/5. Linear Regression Diagnostics.srt 7.3 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/5.1 020_LM_Diagnosis.R 1.4 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/6. AIC and BIC.mp4 8.6 MB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/6. AIC and BIC.srt 1.7 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/6.1 021_AIC.R 543 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 6.7 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 2.8 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 24.3 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 4.5 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/8.1 019_RMSE_LM.R 827 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 31.2 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 5.1 KB
  • [TutsNode.com] - Machine Learning Basics Practical Linear Regression in R/3. Linear Regression in R/9.1 022_RegressionModelValidation.R 875 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 60.2 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 9.2 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 3.8 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 18.8 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 3.8 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 44.5 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 8.7 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 1.5 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 29.7 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 5.7 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 1.1 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 54.5 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 9.7 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 1.2 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 82.9 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 10.1 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 2.1 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 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 36.7 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 6.5 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 1.5 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 B

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