[FreeCourseSite.com] Udemy - Artificial Neural Networks for Business Managers in R Studio

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1 - Introduction

7 files • 70.93 MB

1 - Welcome to the course English.vtt

1 - Introduction/1 - Welcome to the course English.vtt

2.93 KB

1 - Welcome to the course.mp4

1 - Introduction/1 - Welcome to the course.mp4

21.21 MB

2 - Introduction to Neural Networks and Course flow English.vtt

1 - Introduction/2 - Introduction to Neural Networks and Course flow English.vtt

4.35 KB

2 - Introduction to Neural Networks and Course flow.mp4

1 - Introduction/2 - Introduction to Neural Networks and Course flow.mp4

29.07 MB

3 - Course Resources.html

1 - Introduction/3 - Course Resources.html

345 Bytes

4 - This is a milestone English.vtt

1 - Introduction/4 - This is a milestone English.vtt

3.45 KB

4 - This is a milestone.mp4

1 - Introduction/4 - This is a milestone.mp4

20.64 MB

10 - R Building and training the Model

4 files • 229.95 MB

24 - BuildingCompiling and Training English.vtt

10 - R Building and training the Model/24 - BuildingCompiling and Training English.vtt

14.52 KB

24 - BuildingCompiling and Training.mp4

10 - R Building and training the Model/24 - BuildingCompiling and Training.mp4

130.69 MB

25 - Evaluating and Predicting English.vtt

10 - R Building and training the Model/25 - Evaluating and Predicting English.vtt

9.05 KB

25 - Evaluating and Predicting.mp4

10 - R Building and training the Model/25 - Evaluating and Predicting.mp4

99.23 MB

11 - The NeuralNets Package

2 files • 84.45 MB

26 - ANN with NeuralNets Package English.vtt

11 - The NeuralNets Package/26 - ANN with NeuralNets Package English.vtt

7.54 KB

26 - ANN with NeuralNets Package.mp4

11 - The NeuralNets Package/26 - ANN with NeuralNets Package.mp4

84.45 MB

12 - R Complex ANN Architectures using Functional API

4 files • 210.73 MB

27 - Building Regression Model with Functional AP English.vtt

12 - R Complex ANN Architectures using Functional API/27 - Building Regression Model with Functional AP English.vtt

12.17 KB

27 - Building Regression Model with Functional AP.mp4

12 - R Complex ANN Architectures using Functional API/27 - Building Regression Model with Functional AP.mp4

131.11 MB

28 - Complex Architectures using Functional API English.vtt

12 - R Complex ANN Architectures using Functional API/28 - Complex Architectures using Functional API English.vtt

7.93 KB

28 - Complex Architectures using Functional API.mp4

12 - R Complex ANN Architectures using Functional API/28 - Complex Architectures using Functional API.mp4

79.6 MB

13 - Saving and Restoring Models

2 files • 216.13 MB

29 - Saving Restoring Models and Using Callbacks English.vtt

13 - Saving and Restoring Models/29 - Saving Restoring Models and Using Callbacks English.vtt

19.26 KB

29 - Saving Restoring Models and Using Callbacks.mp4

13 - Saving and Restoring Models/29 - Saving Restoring Models and Using Callbacks.mp4

216.11 MB

14 - Hyperparameter Tuning

2 files • 60.61 MB

30 - Hyperparameter Tuning English.vtt

14 - Hyperparameter Tuning/30 - Hyperparameter Tuning English.vtt

8.93 KB

30 - Hyperparameter Tuning.mp4

14 - Hyperparameter Tuning/30 - Hyperparameter Tuning.mp4

60.6 MB

15 - Addon 1 Data Preprocessing

36 files • 773.22 MB

31 - Gathering Business Knowledge English.vtt

15 - Addon 1 Data Preprocessing/31 - Gathering Business Knowledge English.vtt

3.54 KB

31 - Gathering Business Knowledge.mp4

15 - Addon 1 Data Preprocessing/31 - Gathering Business Knowledge.mp4

14.54 MB

32 - Data Exploration English.vtt

15 - Addon 1 Data Preprocessing/32 - Data Exploration English.vtt

3.37 KB

32 - Data Exploration.mp4

15 - Addon 1 Data Preprocessing/32 - Data Exploration.mp4

20.12 MB

33 - The Data and the Data Dictionary English.vtt

15 - Addon 1 Data Preprocessing/33 - The Data and the Data Dictionary English.vtt

7.38 KB

33 - The Data and the Data Dictionary.mp4

15 - Addon 1 Data Preprocessing/33 - The Data and the Data Dictionary.mp4

69.3 MB

34 - Importing the dataset into R English.vtt

15 - Addon 1 Data Preprocessing/34 - Importing the dataset into R English.vtt

2.46 KB

34 - Importing the dataset into R.mp4

15 - Addon 1 Data Preprocessing/34 - Importing the dataset into R.mp4

13.1 MB

35 - Univariate Analysis and EDD English.vtt

15 - Addon 1 Data Preprocessing/35 - Univariate Analysis and EDD English.vtt

3.27 KB

35 - Univariate Analysis and EDD.mp4

15 - Addon 1 Data Preprocessing/35 - Univariate Analysis and EDD.mp4

24.2 MB

36 - EDD in R English.vtt

15 - Addon 1 Data Preprocessing/36 - EDD in R English.vtt

11.58 KB

36 - EDD in R.mp4

15 - Addon 1 Data Preprocessing/36 - EDD in R.mp4

96.98 MB

37 - Outlier Treatment English.vtt

15 - Addon 1 Data Preprocessing/37 - Outlier Treatment English.vtt

4.39 KB

37 - Outlier Treatment.mp4

15 - Addon 1 Data Preprocessing/37 - Outlier Treatment.mp4

24.47 MB

38 - Outlier Treatment in R English.vtt

15 - Addon 1 Data Preprocessing/38 - Outlier Treatment in R English.vtt

4.16 KB

38 - Outlier Treatment in R.mp4

15 - Addon 1 Data Preprocessing/38 - Outlier Treatment in R.mp4

30.73 MB

39 - Missing Value imputation English.vtt

15 - Addon 1 Data Preprocessing/39 - Missing Value imputation English.vtt

3.73 KB

39 - Missing Value imputation.mp4

15 - Addon 1 Data Preprocessing/39 - Missing Value imputation.mp4

24.99 MB

40 - Missing Value imputation in R English.vtt

15 - Addon 1 Data Preprocessing/40 - Missing Value imputation in R English.vtt

3.48 KB

40 - Missing Value imputation in R.mp4

15 - Addon 1 Data Preprocessing/40 - Missing Value imputation in R.mp4

26 MB

41 - Seasonality in Data English.vtt

15 - Addon 1 Data Preprocessing/41 - Seasonality in Data English.vtt

3.54 KB

41 - Seasonality in Data.mp4

15 - Addon 1 Data Preprocessing/41 - Seasonality in Data.mp4

17.03 MB

42 - Bivariate Analysis and Variable Transformation English.vtt

15 - Addon 1 Data Preprocessing/42 - Bivariate Analysis and Variable Transformation English.vtt

17.5 KB

42 - Bivariate Analysis and Variable Transformation.mp4

15 - Addon 1 Data Preprocessing/42 - Bivariate Analysis and Variable Transformation.mp4

100.45 MB

43 - Variable transformation in R English.vtt

15 - Addon 1 Data Preprocessing/43 - Variable transformation in R English.vtt

7.74 KB

43 - Variable transformation in R.mp4

15 - Addon 1 Data Preprocessing/43 - Variable transformation in R.mp4

55.42 MB

44 - Non Usable Variables English.vtt

15 - Addon 1 Data Preprocessing/44 - Non Usable Variables English.vtt

5.41 KB

44 - Non Usable Variables.mp4

15 - Addon 1 Data Preprocessing/44 - Non Usable Variables.mp4

20.24 MB

45 - Dummy variable creation Handling qualitative data English.vtt

15 - Addon 1 Data Preprocessing/45 - Dummy variable creation Handling qualitative data English.vtt

4.81 KB

45 - Dummy variable creation Handling qualitative data.mp4

15 - Addon 1 Data Preprocessing/45 - Dummy variable creation Handling qualitative data.mp4

36.84 MB

46 - Dummy variable creation in R English.vtt

15 - Addon 1 Data Preprocessing/46 - Dummy variable creation in R English.vtt

5.31 KB

46 - Dummy variable creation in R.mp4

15 - Addon 1 Data Preprocessing/46 - Dummy variable creation in R.mp4

43.97 MB

47 - Correlation Matrix and causeeffect relationship English.vtt

15 - Addon 1 Data Preprocessing/47 - Correlation Matrix and causeeffect relationship English.vtt

11.04 KB

47 - Correlation Matrix and causeeffect relationship.mp4

15 - Addon 1 Data Preprocessing/47 - Correlation Matrix and causeeffect relationship.mp4

71.6 MB

48 - Correlation Matrix in R English.vtt

15 - Addon 1 Data Preprocessing/48 - Correlation Matrix in R English.vtt

8.71 KB

48 - Correlation Matrix in R.mp4

15 - Addon 1 Data Preprocessing/48 - Correlation Matrix in R.mp4

83.13 MB

16 - Linear Regression Model

24 files • 547.15 MB

49 - The problem statement English.vtt

16 - Linear Regression Model/49 - The problem statement English.vtt

1.71 KB

49 - The problem statement.mp4

16 - Linear Regression Model/49 - The problem statement.mp4

9.36 MB

50 - Basic equations and Ordinary Least Squared OLS method English.vtt

16 - Linear Regression Model/50 - Basic equations and Ordinary Least Squared OLS method English.vtt

11.39 KB

50 - Basic equations and Ordinary Least Squared OLS method.mp4

16 - Linear Regression Model/50 - Basic equations and Ordinary Least Squared OLS method.mp4

43.35 MB

51 - Assessing Accuracy of predicted coefficients English.vtt

16 - Linear Regression Model/51 - Assessing Accuracy of predicted coefficients English.vtt

17.92 KB

51 - Assessing Accuracy of predicted coefficients.mp4

16 - Linear Regression Model/51 - Assessing Accuracy of predicted coefficients.mp4

92.13 MB

52 - Assessing Model Accuracy RSE and R squared English.vtt

16 - Linear Regression Model/52 - Assessing Model Accuracy RSE and R squared English.vtt

8.16 KB

52 - Assessing Model Accuracy RSE and R squared.mp4

16 - Linear Regression Model/52 - Assessing Model Accuracy RSE and R squared.mp4

43.61 MB

53 - Simple Linear Regression in R English.vtt

16 - Linear Regression Model/53 - Simple Linear Regression in R English.vtt

8.16 KB

53 - Simple Linear Regression in R.mp4

16 - Linear Regression Model/53 - Simple Linear Regression in R.mp4

40.83 MB

54 - Multiple Linear Regression English.vtt

16 - Linear Regression Model/54 - Multiple Linear Regression English.vtt

6.68 KB

54 - Multiple Linear Regression.mp4

16 - Linear Regression Model/54 - Multiple Linear Regression.mp4

34.32 MB

55 - The F statistic English.vtt

16 - Linear Regression Model/55 - The F statistic English.vtt

10.35 KB

55 - The F statistic.mp4

16 - Linear Regression Model/55 - The F statistic.mp4

56 MB

56 - Interpreting result for categorical Variable English.vtt

16 - Linear Regression Model/56 - Interpreting result for categorical Variable English.vtt

5.76 KB

56 - Interpreting result for categorical Variable.mp4

16 - Linear Regression Model/56 - Interpreting result for categorical Variable.mp4

22.5 MB

57 - Multiple Linear Regression in R English.vtt

16 - Linear Regression Model/57 - Multiple Linear Regression in R English.vtt

8.13 KB

57 - Multiple Linear Regression in R.mp4

16 - Linear Regression Model/57 - Multiple Linear Regression in R.mp4

62.39 MB

58 - TestTrain split English.vtt

16 - Linear Regression Model/58 - TestTrain split English.vtt

11.47 KB

58 - TestTrain split.mp4

16 - Linear Regression Model/58 - TestTrain split.mp4

41.86 MB

59 - Bias Variance tradeoff English.vtt

16 - Linear Regression Model/59 - Bias Variance tradeoff English.vtt

7.47 KB

59 - Bias Variance tradeoff.mp4

16 - Linear Regression Model/59 - Bias Variance tradeoff.mp4

25.1 MB

60 - TestTrain Split in R English.vtt

16 - Linear Regression Model/60 - TestTrain Split in R English.vtt

8.11 KB

60 - TestTrain Split in R.mp4

16 - Linear Regression Model/60 - TestTrain Split in R.mp4

75.59 MB

18 - Congratulations & about your certificate

3 files • 11.87 MB

61 - The final milestone English.vtt

18 - Congratulations & about your certificate/61 - The final milestone English.vtt

1.59 KB

61 - The final milestone.mp4

18 - Congratulations & about your certificate/61 - The final milestone.mp4

11.86 MB

62 - Bonus lecture.html

18 - Congratulations & about your certificate/62 - Bonus lecture.html

2.32 KB

2 - Setting Up R Studio and R crash course

16 files • 422.6 MB

10 - Inputting data part 3 Importing from CSV or Text files English.vtt

2 - Setting Up R Studio and R crash course/10 - Inputting data part 3 Importing from CSV or Text files English.vtt

7.51 KB

10 - Inputting data part 3 Importing from CSV or Text files.mp4

2 - Setting Up R Studio and R crash course/10 - Inputting data part 3 Importing from CSV or Text files.mp4

60.09 MB

11 - Creating Barplots in R English.vtt

2 - Setting Up R Studio and R crash course/11 - Creating Barplots in R English.vtt

16.37 KB

11 - Creating Barplots in R.mp4

2 - Setting Up R Studio and R crash course/11 - Creating Barplots in R.mp4

96.75 MB

12 - Creating Histograms in R English.vtt

2 - Setting Up R Studio and R crash course/12 - Creating Histograms in R English.vtt

6.81 KB

12 - Creating Histograms in R.mp4

2 - Setting Up R Studio and R crash course/12 - Creating Histograms in R.mp4

42.02 MB

5 - Installing R and R studio English.vtt

2 - Setting Up R Studio and R crash course/5 - Installing R and R studio English.vtt

6.65 KB

5 - Installing R and R studio.mp4

2 - Setting Up R Studio and R crash course/5 - Installing R and R studio.mp4

35.7 MB

6 - Basics of R and R studio English.vtt

2 - Setting Up R Studio and R crash course/6 - Basics of R and R studio English.vtt

12.82 KB

6 - Basics of R and R studio.mp4

2 - Setting Up R Studio and R crash course/6 - Basics of R and R studio.mp4

38.84 MB

7 - Packages in R English.vtt

2 - Setting Up R Studio and R crash course/7 - Packages in R English.vtt

13.08 KB

7 - Packages in R.mp4

2 - Setting Up R Studio and R crash course/7 - Packages in R.mp4

82.93 MB

8 - Inputting data part 1 Inbuilt datasets of R English.vtt

2 - Setting Up R Studio and R crash course/8 - Inputting data part 1 Inbuilt datasets of R English.vtt

5.04 KB

8 - Inputting data part 1 Inbuilt datasets of R.mp4

2 - Setting Up R Studio and R crash course/8 - Inputting data part 1 Inbuilt datasets of R.mp4

40.7 MB

9 - Inputting data part 2 Manual data entry English.vtt

2 - Setting Up R Studio and R crash course/9 - Inputting data part 2 Manual data entry English.vtt

3.31 KB

9 - Inputting data part 2 Manual data entry.mp4

2 - Setting Up R Studio and R crash course/9 - Inputting data part 2 Manual data entry.mp4

25.51 MB

3 - Single Cells Perceptron and Sigmoid Neuron

4 files • 79.38 MB

13 - Perceptron English.vtt

3 - Single Cells Perceptron and Sigmoid Neuron/13 - Perceptron English.vtt

9.25 KB

13 - Perceptron.mp4

3 - Single Cells Perceptron and Sigmoid Neuron/13 - Perceptron.mp4

44.75 MB

14 - Activation Functions English.vtt

3 - Single Cells Perceptron and Sigmoid Neuron/14 - Activation Functions English.vtt

7.39 KB

14 - Activation Functions.mp4

3 - Single Cells Perceptron and Sigmoid Neuron/14 - Activation Functions.mp4

34.61 MB

4 - Neural Networks Stacking cells to create network

6 files • 222.96 MB

15 - Basic Terminologies English.vtt

4 - Neural Networks Stacking cells to create network/15 - Basic Terminologies English.vtt

9.75 KB

15 - Basic Terminologies.mp4

4 - Neural Networks Stacking cells to create network/15 - Basic Terminologies.mp4

40.41 MB

16 - Gradient Descent English.vtt

4 - Neural Networks Stacking cells to create network/16 - Gradient Descent English.vtt

11.42 KB

16 - Gradient Descent.mp4

4 - Neural Networks Stacking cells to create network/16 - Gradient Descent.mp4

60.32 MB

17 - Back Propagation English.vtt

4 - Neural Networks Stacking cells to create network/17 - Back Propagation English.vtt

22.23 KB

17 - Back Propagation.mp4

4 - Neural Networks Stacking cells to create network/17 - Back Propagation.mp4

122.19 MB

5 - Important concepts Common Interview questions

3 files • 62.19 MB

1 - Quiz.html

5 - Important concepts Common Interview questions/1 - Quiz.html

0 Bytes

18 - Some Important Concepts English.vtt

5 - Important concepts Common Interview questions/18 - Some Important Concepts English.vtt

12.33 KB

18 - Some Important Concepts.mp4

5 - Important concepts Common Interview questions/18 - Some Important Concepts.mp4

62.17 MB

6 - Standard Model Parameters

3 files • 45.34 MB

19 - Hyperparameters English.vtt

6 - Standard Model Parameters/19 - Hyperparameters English.vtt

8.45 KB

19 - Hyperparameters.mp4

6 - Standard Model Parameters/19 - Hyperparameters.mp4

45.33 MB

2 - Quiz.html

6 - Standard Model Parameters/2 - Quiz.html

0 Bytes

7 - Practice Test

1 files • 0 Bytes

8 - Tensorflow and Keras

4 files • 37.7 MB

20 - Keras and Tensorflow English.vtt

8 - Tensorflow and Keras/20 - Keras and Tensorflow English.vtt

3.38 KB

20 - Keras and Tensorflow.mp4

8 - Tensorflow and Keras/20 - Keras and Tensorflow.mp4

14.91 MB

21 - Installing Keras and Tensorflow English.vtt

8 - Tensorflow and Keras/21 - Installing Keras and Tensorflow English.vtt

2.67 KB

21 - Installing Keras and Tensorflow.mp4

8 - Tensorflow and Keras/21 - Installing Keras and Tensorflow.mp4

22.78 MB

9 - R Dataset for classification problem

3 files • 111.87 MB

22 - Data Normalization and TestTrain Split English.vtt

9 - R Dataset for classification problem/22 - Data Normalization and TestTrain Split English.vtt

11.42 KB

22 - Data Normalization and TestTrain Split.mp4

9 - R Dataset for classification problem/22 - Data Normalization and TestTrain Split.mp4

111.86 MB

23 - More about testtrain split.html

9 - R Dataset for classification problem/23 - More about testtrain split.html

559 Bytes

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