Name GetFreeCourses.Co-Udemy-R for Data Science Your First Step as a Data Scientist

File Type video

Size 5.39GB

UpdateDate 2024-12-16

hash *****E44E4C0EABA44EAFBB65679D5B9DC348C8

Hot 75

Files 01 Introduction/001 Welcome to the Course!.en.srt | 17.62KB 01 Introduction/001 Welcome to the Course!.mp4 | 128.49MB 01 Introduction/002 Course Materials.html | 1.32KB 01 Introduction/external-assets-links.txt | 231B 02 Setting up Environment - R and R Studio/001 Installing R.en.srt | 8.89KB 02 Setting up Environment - R and R Studio/001 Installing R.mp4 | 74.23MB 02 Setting up Environment - R and R Studio/002 Installing R Studio.en.srt | 10.84KB 02 Setting up Environment - R and R Studio/002 Installing R Studio.mp4 | 90.03MB 02 Setting up Environment - R and R Studio/external-assets-links.txt | 120B 03 Installing Libraries/001 Installing Libraries.en.srt | 14.02KB 03 Installing Libraries/001 Installing Libraries.mp4 | 140.74MB 03 Installing Libraries/002 Loading Libraries.en.srt | 2.77KB 03 Installing Libraries/002 Loading Libraries.mp4 | 27.06MB 03 Installing Libraries/003 Let's start!.en.srt | 995B 03 Installing Libraries/003 Let's start!.mp4 | 6.89MB 04 Manipulating Data with Dplyr/001 Intro to Dplyr and Tibble Data Structure.en.srt | 7.82KB 04 Manipulating Data with Dplyr/001 Intro to Dplyr and Tibble Data Structure.mp4 | 38.82MB 04 Manipulating Data with Dplyr/002 Filter and Pipe Format.en.srt | 9.00KB 04 Manipulating Data with Dplyr/002 Filter and Pipe Format.mp4 | 51.64MB 04 Manipulating Data with Dplyr/003 Glimpse and Lists as Columns.en.srt | 4.64KB 04 Manipulating Data with Dplyr/003 Glimpse and Lists as Columns.mp4 | 32.98MB 04 Manipulating Data with Dplyr/004 Function Encapsulation and Multiple Arguments.en.srt | 4.42KB 04 Manipulating Data with Dplyr/004 Function Encapsulation and Multiple Arguments.mp4 | 27.74MB 04 Manipulating Data with Dplyr/005 Arrange and Mutate.en.srt | 10.00KB 04 Manipulating Data with Dplyr/005 Arrange and Mutate.mp4 | 74.83MB 04 Manipulating Data with Dplyr/006 Select and Distinct.en.srt | 6.31KB 04 Manipulating Data with Dplyr/006 Select and Distinct.mp4 | 36.96MB 04 Manipulating Data with Dplyr/007 Sample_N and Sample_Frac.en.srt | 4.23KB 04 Manipulating Data with Dplyr/007 Sample_N and Sample_Frac.mp4 | 30.43MB 04 Manipulating Data with Dplyr/008 Summarize and Group By.en.srt | 4.45KB 04 Manipulating Data with Dplyr/008 Summarize and Group By.mp4 | 29.82MB 04 Manipulating Data with Dplyr/009 Joining Dataframes.en.srt | 8.82KB 04 Manipulating Data with Dplyr/009 Joining Dataframes.mp4 | 61.68MB 04 Manipulating Data with Dplyr/010 Small Typo.html | 1.07KB 04 Manipulating Data with Dplyr/GetFreeCourses.Co.url | 116B 04 Manipulating Data with Dplyr/How you can help GetFreeCourses.Co.txt | 182B 05 Linear Regression/001 Linear Regression - Introduction.en.srt | 1.76KB 05 Linear Regression/001 Linear Regression - Introduction.mp4 | 12.76MB 05 Linear Regression/002 Loading the Data into R.en.srt | 5.67KB 05 Linear Regression/002 Loading the Data into R.mp4 | 33.02MB 05 Linear Regression/003 Plotting Feature (Age) and Target (Income) Variables.en.srt | 5.64KB 05 Linear Regression/003 Plotting Feature (Age) and Target (Income) Variables.mp4 | 34.35MB 05 Linear Regression/004 Fitting a Random Line.en.srt | 6.72KB 05 Linear Regression/004 Fitting a Random Line.mp4 | 39.57MB 05 Linear Regression/005 Adjusting the Weight of our Linear Model.en.srt | 4.85KB 05 Linear Regression/005 Adjusting the Weight of our Linear Model.mp4 | 29.83MB 05 Linear Regression/006 Training our First Linear Model.en.srt | 6.84KB 05 Linear Regression/006 Training our First Linear Model.mp4 | 40.11MB 05 Linear Regression/007 Linear Regression Evaluation.en.srt | 18.01KB 05 Linear Regression/007 Linear Regression Evaluation.mp4 | 108.62MB 05 Linear Regression/008 Linear Regression Closed Form Solution.en.srt | 17.38KB 05 Linear Regression/008 Linear Regression Closed Form Solution.mp4 | 82.00MB 05 Linear Regression/009 Gradient Descent Intuition - Part 1.en.srt | 20.74KB 05 Linear Regression/009 Gradient Descent Intuition - Part 1.mp4 | 130.75MB 05 Linear Regression/010 Gradient Descent Intuition - Part 2.en.srt | 12.66KB 05 Linear Regression/010 Gradient Descent Intuition - Part 2.mp4 | 84.22MB 05 Linear Regression/011 Visualizing Gradient Descent.en.srt | 12.58KB 05 Linear Regression/011 Visualizing Gradient Descent.mp4 | 70.95MB 05 Linear Regression/012 Multivariate Linear Regression.en.srt | 19.41KB 05 Linear Regression/012 Multivariate Linear Regression.mp4 | 109.49MB 06 Classification Problems and Logistic Regression/001 Classification Problems - Introduction.en.srt | 2.73KB 06 Classification Problems and Logistic Regression/001 Classification Problems - Introduction.mp4 | 10.11MB 06 Classification Problems and Logistic Regression/002 Classification Problems Intuition - Why Linear Regression is unfit.en.srt | 15.63KB 06 Classification Problems and Logistic Regression/002 Classification Problems Intuition - Why Linear Regression is unfit.mp4 | 81.78MB 06 Classification Problems and Logistic Regression/003 Calculating Sigmoid Function and Fitting a Logistic Regression.en.srt | 10.00KB 06 Classification Problems and Logistic Regression/003 Calculating Sigmoid Function and Fitting a Logistic Regression.mp4 | 56.35MB 06 Classification Problems and Logistic Regression/004 Summary of Logistic Regression and Accuracy.en.srt | 10.96KB 06 Classification Problems and Logistic Regression/004 Summary of Logistic Regression and Accuracy.mp4 | 69.32MB 06 Classification Problems and Logistic Regression/005 Log-Loss Function Intuition.en.srt | 19.41KB 06 Classification Problems and Logistic Regression/005 Log-Loss Function Intuition.mp4 | 93.90MB 06 Classification Problems and Logistic Regression/006 Gradient Descent Intuition - Classification.en.srt | 12.48KB 06 Classification Problems and Logistic Regression/006 Gradient Descent Intuition - Classification.mp4 | 74.48MB 06 Classification Problems and Logistic Regression/007 Visualizing Log-Loss in 3 Dimensions.en.srt | 13.30KB 06 Classification Problems and Logistic Regression/007 Visualizing Log-Loss in 3 Dimensions.mp4 | 79.69MB 07 Model Evaluation and Selection/001 Model Evaluation and Selection - Introduction.en.srt | 3.13KB 07 Model Evaluation and Selection/001 Model Evaluation and Selection - Introduction.mp4 | 7.84MB 07 Model Evaluation and Selection/002 Example of a High Bias Model.en.srt | 15.18KB 07 Model Evaluation and Selection/002 Example of a High Bias Model.mp4 | 88.85MB 07 Model Evaluation and Selection/003 Example of a High Variance Model.en.srt | 18.86KB 07 Model Evaluation and Selection/003 Example of a High Variance Model.mp4 | 132.19MB 07 Model Evaluation and Selection/004 Evaluating the Model on Unseen Data.en.srt | 19.55KB 07 Model Evaluation and Selection/004 Evaluating the Model on Unseen Data.mp4 | 134.27MB 07 Model Evaluation and Selection/005 Randomized Train and Test Split.en.srt | 16.84KB 07 Model Evaluation and Selection/005 Randomized Train and Test Split.mp4 | 73.17MB 07 Model Evaluation and Selection/006 Performance across Training and Test Data.en.srt | 20.75KB 07 Model Evaluation and Selection/006 Performance across Training and Test Data.mp4 | 127.72MB 07 Model Evaluation and Selection/007 Regression Metrics - Plotting the Residuals.en.srt | 17.91KB 07 Model Evaluation and Selection/007 Regression Metrics - Plotting the Residuals.mp4 | 104.40MB 07 Model Evaluation and Selection/008 Regression Metrics - MSE, MAE and RMSE.en.srt | 10.11KB 07 Model Evaluation and Selection/008 Regression Metrics - MSE, MAE and RMSE.mp4 | 61.29MB 07 Model Evaluation and Selection/009 Regression Metrics - R-Square Breakdown and MAPE.en.srt | 10.64KB 07 Model Evaluation and Selection/009 Regression Metrics - R-Square Breakdown and MAPE.mp4 | 61.94MB 07 Model Evaluation and Selection/010 Classification Metrics - Fitting Logistic Regression and Confusion Matrix Intro.en.srt | 16.64KB 07 Model Evaluation and Selection/010 Classification Metrics - Fitting Logistic Regression and Confusion Matrix Intro.mp4 | 90.31MB 07 Model Evaluation and Selection/011 Classification Metrics - TP, FP, TN, FN.en.srt | 4.80KB 07 Model Evaluation and Selection/011 Classification Metrics - TP, FP, TN, FN.mp4 | 27.89MB 07 Model Evaluation and Selection/012 Classification Metrics - Precision, Recall and F-Score.en.srt | 8.20KB 07 Model Evaluation and Selection/012 Classification Metrics - Precision, Recall and F-Score.mp4 | 40.68MB 07 Model Evaluation and Selection/013 Classification Metrics - Building ROC Curve.en.srt | 14.30KB 07 Model Evaluation and Selection/013 Classification Metrics - Building ROC Curve.mp4 | 83.00MB 07 Model Evaluation and Selection/014 Classification Metrics - ROCR Package and Area Under the Curve.en.srt | 9.15KB 07 Model Evaluation and Selection/014 Classification Metrics - ROCR Package and Area Under the Curve.mp4 | 45.65MB 08 Tree Based Models - Decision Trees/001 Classification Trees - Problem Evaluation and Fitting a Logistic Regression.en.srt | 12.54KB 08 Tree Based Models - Decision Trees/001 Classification Trees - Problem Evaluation and Fitting a Logistic Regression.mp4 | 69.27MB 08 Tree Based Models - Decision Trees/002 Classification Trees - First Split and Gini Impurity Concept.en.srt | 18.15KB 08 Tree Based Models - Decision Trees/002 Classification Trees - First Split and Gini Impurity Concept.mp4 | 112.50MB 08 Tree Based Models - Decision Trees/003 Classification Trees - Finding the Best Split with Minimum Gini Impurity.en.srt | 11.64KB 08 Tree Based Models - Decision Trees/003 Classification Trees - Finding the Best Split with Minimum Gini Impurity.mp4 | 82.77MB 08 Tree Based Models - Decision Trees/004 Classification Trees - Fitting a Decision Tree using RPart.en.srt | 7.49KB 08 Tree Based Models - Decision Trees/004 Classification Trees - Fitting a Decision Tree using RPart.mp4 | 43.42MB 08 Tree Based Models - Decision Trees/005 Classification Trees - Adding more Thresholds and Visualizing Classification.en.srt | 7.97KB 08 Tree Based Models - Decision Trees/005 Classification Trees - Adding more Thresholds and Visualizing Classification.mp4 | 45.41MB 08 Tree Based Models - Decision Trees/006 Classification Trees - Tweaking Hyperparameters and Checking Accuracy.en.srt | 6.15KB 08 Tree Based Models - Decision Trees/006 Classification Trees - Tweaking Hyperparameters and Checking Accuracy.mp4 | 36.16MB 08 Tree Based Models - Decision Trees/007 Regression Trees - Intuition.en.srt | 15.47KB 08 Tree Based Models - Decision Trees/007 Regression Trees - Intuition.mp4 | 84.81MB 08 Tree Based Models - Decision Trees/008 Regression Trees - Calculating Residual Sum of Squares.en.srt | 6.28KB 08 Tree Based Models - Decision Trees/008 Regression Trees - Calculating Residual Sum of Squares.mp4 | 38.52MB 08 Tree Based Models - Decision Trees/009 Regression Trees - Finding the Best Split with Residual Sum of Squares.en.srt | 7.86KB 08 Tree Based Models - Decision Trees/009 Regression Trees - Finding the Best Split with Residual Sum of Squares.mp4 | 54.97MB 08 Tree Based Models - Decision Trees/010 Regression Trees - Fitting the Algorithm.en.srt | 8.53KB 08 Tree Based Models - Decision Trees/010 Regression Trees - Fitting the Algorithm.mp4 | 52.05MB 08 Tree Based Models - Decision Trees/011 Regression Trees - Comparing between Tree and Linear Model.en.srt | 17.57KB 08 Tree Based Models - Decision Trees/011 Regression Trees - Comparing between Tree and Linear Model.mp4 | 119.73MB 09 Tree Based Models - Random Forests/001 Random Forest Intuition and Subsetting Data.en.srt | 10.41KB 09 Tree Based Models - Random Forests/001 Random Forest Intuition and Subsetting Data.mp4 | 49.32MB 09 Tree Based Models - Random Forests/002 Fitting Different Decision Trees.en.srt | 12.81KB 09 Tree Based Models - Random Forests/002 Fitting Different Decision Trees.mp4 | 85.88MB 09 Tree Based Models - Random Forests/003 Building a Random Forest from Scratch with Three Estimators.en.srt | 10.88KB 09 Tree Based Models - Random Forests/003 Building a Random Forest from Scratch with Three Estimators.mp4 | 73.81MB 09 Tree Based Models - Random Forests/004 Measuring the Accuracy of Each Trees and of the Ensemble Average.en.srt | 4.69KB 09 Tree Based Models - Random Forests/004 Measuring the Accuracy of Each Trees and of the Ensemble Average.mp4 | 35.57MB 09 Tree Based Models - Random Forests/005 Random Forest - R Package Implementation.en.srt | 8.37KB 09 Tree Based Models - Random Forests/005 Random Forest - R Package Implementation.mp4 | 48.16MB 10 Data Science Project - Kaggle Taxi Trip Duration/001 Data Science Project - Taxi Trip Duration Project - Introduction.en.srt | 5.64KB 10 Data Science Project - Kaggle Taxi Trip Duration/001 Data Science Project - Taxi Trip Duration Project - Introduction.mp4 | 21.06MB 10 Data Science Project - Kaggle Taxi Trip Duration/002 Exploratory Data Analysis - Loading Taxi Trip and Analyzing Outliers.en.srt | 12.02KB 10 Data Science Project - Kaggle Taxi Trip Duration/002 Exploratory Data Analysis - Loading Taxi Trip and Analyzing Outliers.mp4 | 68.78MB 10 Data Science Project - Kaggle Taxi Trip Duration/003 Exploratory Data Analysis - Removing Outliers.en.srt | 15.46KB 10 Data Science Project - Kaggle Taxi Trip Duration/003 Exploratory Data Analysis - Removing Outliers.mp4 | 106.40MB 10 Data Science Project - Kaggle Taxi Trip Duration/004 Feature Engineering - Time Based Features.en.srt | 15.69KB 10 Data Science Project - Kaggle Taxi Trip Duration/004 Feature Engineering - Time Based Features.mp4 | 89.19MB 10 Data Science Project - Kaggle Taxi Trip Duration/005 Feature Engineering - Visualizing Trip Duration per Feature.en.srt | 8.67KB 10 Data Science Project - Kaggle Taxi Trip Duration/005 Feature Engineering - Visualizing Trip Duration per Feature.mp4 | 62.52MB 10 Data Science Project - Kaggle Taxi Trip Duration/006 Feature Engineering - Building Location Based Features (Manhattan and Euclidean).en.srt | 12.67KB 10 Data Science Project - Kaggle Taxi Trip Duration/006 Feature Engineering - Building Location Based Features (Manhattan and Euclidean).mp4 | 89.06MB 10 Data Science Project - Kaggle Taxi Trip Duration/007 Feature Engineering - Visualizing Correlation and Adding Features to our table.en.srt | 15.50KB 10 Data Science Project - Kaggle Taxi Trip Duration/007 Feature Engineering - Visualizing Correlation and Adding Features to our table.mp4 | 111.25MB 10 Data Science Project - Kaggle Taxi Trip Duration/008 Feature Engineering - Creating Weekday feature and Building Data Pipeline.en.srt | 16.74KB 10 Data Science Project - Kaggle Taxi Trip Duration/008 Feature Engineering - Creating Weekday feature and Building Data Pipeline.mp4 | 108.24MB 10 Data Science Project - Kaggle Taxi Trip Duration/009 Modelling - Preparing Data for Modelling.en.srt | 14.20KB 10 Data Science Project - Kaggle Taxi Trip Duration/009 Modelling - Preparing Data for Modelling.mp4 | 89.19MB 10 Data Science Project - Kaggle Taxi Trip Duration/010 Modelling - Fitting Linear Regression.en.srt | 10.31KB 10 Data Science Project - Kaggle Taxi Trip Duration/010 Modelling - Fitting Linear Regression.mp4 | 69.39MB 10 Data Science Project - Kaggle Taxi Trip Duration/011 Modelling - Training a Random Forest.en.srt | 18.44KB 10 Data Science Project - Kaggle Taxi Trip Duration/011 Modelling - Training a Random Forest.mp4 | 112.62MB 10 Data Science Project - Kaggle Taxi Trip Duration/012 Modelling - Caret Implementation and API.en.srt | 9.23KB 10 Data Science Project - Kaggle Taxi Trip Duration/012 Modelling - Caret Implementation and API.mp4 | 60.13MB 10 Data Science Project - Kaggle Taxi Trip Duration/013 Modelling - Building Custom Experiments _ Hyperparameter Tuning.en.srt | 7.96KB 10 Data Science Project - Kaggle Taxi Trip Duration/013 Modelling - Building Custom Experiments _ Hyperparameter Tuning.mp4 | 56.93MB 10 Data Science Project - Kaggle Taxi Trip Duration/014 Modelling - Evaluating Best Model.en.srt | 6.75KB 10 Data Science Project - Kaggle Taxi Trip Duration/014 Modelling - Evaluating Best Model.mp4 | 49.22MB 10 Data Science Project - Kaggle Taxi Trip Duration/015 Evaluating - Preparing New Data for Scoring.en.srt | 23.66KB 10 Data Science Project - Kaggle Taxi Trip Duration/015 Evaluating - Preparing New Data for Scoring.mp4 | 141.50MB 10 Data Science Project - Kaggle Taxi Trip Duration/016 Evaluating - Scoring New Data and Submitting do Kaggle.en.srt | 9.85KB 10 Data Science Project - Kaggle Taxi Trip Duration/016 Evaluating - Scoring New Data and Submitting do Kaggle.mp4 | 61.69MB 10 Data Science Project - Kaggle Taxi Trip Duration/GetFreeCourses.Co.url | 116B 10 Data Science Project - Kaggle Taxi Trip Duration/How you can help GetFreeCourses.Co.txt | 182B 11 Thank you!/001 Bonus Lecture - Other Courses.html | 1.72KB 11 Thank you!/002 Detailed Feedback.html | 1.19KB 11 Thank you!/003 Final Notes.en.srt | 1.86KB 11 Thank you!/003 Final Notes.mp4 | 13.80MB Download Paid Udemy Courses For Free.url | 116B GetFreeCourses.Co.url | 116B How you can help GetFreeCourses.Co.txt | 182B