Filename | Size |
| 1. Introduction/1. Introduction.mp4 | 29.1 MB |
| 1. Introduction/1. Introduction.srt | 4.6 KB |
| 1. Introduction/2. Course Resources.html | 117 B |
| 1. Introduction/2.1 keras.zip | 5.5 MB |
| 10. Python - Building and training the Model/1. Different ways to create ANN using Keras.mp4 | 10.8 MB |
| 10. Python - Building and training the Model/1. Different ways to create ANN using Keras.srt | 1.9 KB |
| 10. Python - Building and training the Model/2. Building the Neural Network using Keras.mp4 | 79.1 MB |
| 10. Python - Building and training the Model/2. Building the Neural Network using Keras.srt | 12 KB |
| 10. Python - Building and training the Model/3. Compiling and Training the Neural Network model.mp4 | 81.7 MB |
| 10. Python - Building and training the Model/3. Compiling and Training the Neural Network model.srt | 9.6 KB |
| 10. Python - Building and training the Model/4. Evaluating performance and Predicting using Keras.mp4 | 69.9 MB |
| 10. Python - Building and training the Model/4. Evaluating performance and Predicting using Keras.srt | 9 KB |
| 11. R - Building and training the Model/1. Building,Compiling and Training.mp4 | 130.7 MB |
| 11. R - Building and training the Model/1. Building,Compiling and Training.srt | 15.4 KB |
| 11. R - Building and training the Model/2. Evaluating and Predicting.mp4 | 99.3 MB |
| 11. R - Building and training the Model/2. Evaluating and Predicting.srt | 9.4 KB |
| 12. Python - Regression problems and Functional API/1. Building Neural Network for Regression Problem.mp4 | 155.9 MB |
| 12. Python - Regression problems and Functional API/1. Building Neural Network for Regression Problem.srt | 21.7 KB |
| 12. Python - Regression problems and Functional API/2. Using Functional API for complex architectures.mp4 | 92.1 MB |
| 12. Python - Regression problems and Functional API/2. Using Functional API for complex architectures.srt | 11.5 KB |
| 13. R - Regression Problem and Functional API/1. Building Regression Model with Functional AP.mp4 | 131.1 MB |
| 13. R - Regression Problem and Functional API/1. Building Regression Model with Functional AP.srt | 13.1 KB |
| 13. R - Regression Problem and Functional API/2. Complex Architectures using Functional API.mp4 | 79.6 MB |
| 13. R - Regression Problem and Functional API/2. Complex Architectures using Functional API.srt | 8.3 KB |
| 14. Python - Saving and Restoring Models/1. Saving - Restoring Models and Using Callbacks.mp4 | 151.6 MB |
| 14. Python - Saving and Restoring Models/1. Saving - Restoring Models and Using Callbacks.srt | 18.8 KB |
| 15. R - Saving and Restoring Models/1. Saving - Restoring Models and Using Callbacks.mp4 | 216.1 MB |
| 15. R - Saving and Restoring Models/1. Saving - Restoring Models and Using Callbacks.srt | 20.4 KB |
| 16. Python - Hyperparameter Tuning/1. Hyperparameter Tuning.mp4 | 60.6 MB |
| 16. Python - Hyperparameter Tuning/1. Hyperparameter Tuning.srt | 9.4 KB |
| 17. R - Hyperparameter Tuning/1. Hyperparameter Tuning.mp4 | 60.6 MB |
| 17. R - Hyperparameter Tuning/1. Hyperparameter Tuning.srt | 9.4 KB |
| 18. Add on Data Preprocessing/1. Gathering Business Knowledge.mp4 | 22.3 MB |
| 18. Add on Data Preprocessing/1. Gathering Business Knowledge.srt | 3.9 KB |
| 18. Add on Data Preprocessing/10. Outlier Treatment in Python.mp4 | 70.2 MB |
| 18. Add on Data Preprocessing/10. Outlier Treatment in Python.srt | 13 KB |
| 18. Add on Data Preprocessing/11. Outlier Treatment in R.mp4 | 30.7 MB |
| 18. Add on Data Preprocessing/11. Outlier Treatment in R.srt | 4.3 KB |
| 18. Add on Data Preprocessing/12. Missing Value imputation.mp4 | 25 MB |
| 18. Add on Data Preprocessing/12. Missing Value imputation.srt | 4.1 KB |
| 18. Add on Data Preprocessing/13. Missing Value Imputation in Python.mp4 | 23.4 MB |
| 18. Add on Data Preprocessing/13. Missing Value Imputation in Python.srt | 4.1 KB |
| 18. Add on Data Preprocessing/14. Missing Value imputation in R.mp4 | 26 MB |
| 18. Add on Data Preprocessing/14. Missing Value imputation in R.srt | 3.5 KB |
| 18. Add on Data Preprocessing/15. Seasonality in Data.mp4 | 17 MB |
| 18. Add on Data Preprocessing/15. Seasonality in Data.srt | 3.8 KB |
| 18. Add on Data Preprocessing/16. Bi-variate Analysis and Variable Transformation.mp4 | 100.5 MB |
| 18. Add on Data Preprocessing/16. Bi-variate Analysis and Variable Transformation.srt | 18.3 KB |
| 18. Add on Data Preprocessing/17. Variable transformation and deletion in Python.mp4 | 44.1 MB |
| 18. Add on Data Preprocessing/17. Variable transformation and deletion in Python.srt | 7.5 KB |
| 18. Add on Data Preprocessing/18. Variable transformation in R.mp4 | 55.4 MB |
| 18. Add on Data Preprocessing/18. Variable transformation in R.srt | 9 KB |
| 18. Add on Data Preprocessing/19. Non Usable Variables.mp4 | 20.2 MB |
| 18. Add on Data Preprocessing/19. Non Usable Variables.srt | 5.4 KB |
| 18. Add on Data Preprocessing/2. Data Exploration.mp4 | 20.5 MB |
| 18. Add on Data Preprocessing/2. Data Exploration.srt | 3.6 KB |
| 18. Add on Data Preprocessing/20. Dummy variable creation Handling qualitative data.mp4 | 36.8 MB |
| 18. Add on Data Preprocessing/20. Dummy variable creation Handling qualitative data.srt | 4.9 KB |
| 18. Add on Data Preprocessing/21. Dummy variable creation in Python.mp4 | 26.5 MB |
| 18. Add on Data Preprocessing/21. Dummy variable creation in Python.srt | 5.5 KB |
| 18. Add on Data Preprocessing/22. Dummy variable creation in R.mp4 | 44 MB |
| 18. Add on Data Preprocessing/22. Dummy variable creation in R.srt | 5.2 KB |
| 18. Add on Data Preprocessing/3. The Data and the Data Dictionary.mp4 | 69.3 MB |
| 18. Add on Data Preprocessing/3. The Data and the Data Dictionary.srt | 7.8 KB |
| 18. Add on Data Preprocessing/4. Importing Data in Python.mp4 | 27.8 MB |
| 18. Add on Data Preprocessing/4. Importing Data in Python.srt | 5.6 KB |
| 18. Add on Data Preprocessing/5. Importing the dataset into R.mp4 | 13.1 MB |
| 18. Add on Data Preprocessing/5. Importing the dataset into R.srt | 2.6 KB |
| 18. Add on Data Preprocessing/6. Univariate Analysis and EDD.mp4 | 24.2 MB |
| 18. Add on Data Preprocessing/6. Univariate Analysis and EDD.srt | 3.4 KB |
| 18. Add on Data Preprocessing/7. EDD in Python.mp4 | 61.8 MB |
| 18. Add on Data Preprocessing/7. EDD in Python.srt | 10.4 KB |
| 18. Add on Data Preprocessing/8. EDD in R.mp4 | 97 MB |
| 18. Add on Data Preprocessing/8. EDD in R.srt | 11.6 KB |
| 18. Add on Data Preprocessing/9. Outlier Treatment.mp4 | 24.5 MB |
| 18. Add on Data Preprocessing/9. Outlier Treatment.srt | 4.5 KB |
| 19. Test Train Split/1. Test-train split.mp4 | 41.9 MB |
| 19. Test Train Split/1. Test-train split.srt | 10.1 KB |
| 19. Test Train Split/2. Bias Variance trade-off.mp4 | 25.1 MB |
| 19. Test Train Split/2. Bias Variance trade-off.srt | 6.4 KB |
| 19. Test Train Split/3. Test train split in Python.mp4 | 44.9 MB |
| 19. Test Train Split/3. Test train split in Python.srt | 8.1 KB |
| 19. Test Train Split/4. Test train split in R.mp4 | 75.6 MB |
| 19. Test Train Split/4. Test train split in R.srt | 8.4 KB |
| 2. Setting up Python and Jupyter Notebook/1. Installing Python and Anaconda.mp4 | 16.3 MB |
| 2. Setting up Python and Jupyter Notebook/1. Installing Python and Anaconda.srt | 2.6 KB |
| 2. Setting up Python and Jupyter Notebook/2. Opening Jupyter Notebook.mp4 | 65.2 MB |
| 2. Setting up Python and Jupyter Notebook/2. Opening Jupyter Notebook.srt | 9.1 KB |
| 2. Setting up Python and Jupyter Notebook/3. Introduction to Jupyter.mp4 | 40.9 MB |
| 2. Setting up Python and Jupyter Notebook/3. Introduction to Jupyter.srt | 12.3 KB |
| 2. Setting up Python and Jupyter Notebook/4. Arithmetic operators in Python Python Basics.mp4 | 12.7 MB |
| 2. Setting up Python and Jupyter Notebook/4. Arithmetic operators in Python Python Basics.srt | 4 KB |
| 2. Setting up Python and Jupyter Notebook/5. Strings in Python Python Basics.mp4 | 64.4 MB |
| 2. Setting up Python and Jupyter Notebook/5. Strings in Python Python Basics.srt | 16.4 KB |
| 2. Setting up Python and Jupyter Notebook/6. Lists, Tuples and Directories Python Basics.mp4 | 60.3 MB |
| 2. Setting up Python and Jupyter Notebook/6. Lists, Tuples and Directories Python Basics.srt | 17 KB |
| 2. Setting up Python and Jupyter Notebook/7. Working with Numpy Library of Python.mp4 | 43.9 MB |
| 2. Setting up Python and Jupyter Notebook/7. Working with Numpy Library of Python.srt | 10.5 KB |
| 2. Setting up Python and Jupyter Notebook/8. Working with Pandas Library of Python.mp4 | 46.9 MB |