[GigaCourse com] Udemy - Support Vector Machines in Python - SVM in Python 2019
File List
| File | Size |
|---|---|
| 1. Setting up Python and Python Crash Course/1. Installing Python and Anaconda.mp4 | 18.56 MB |
| 1. Setting up Python and Python Crash Course/1. Installing Python and Anaconda.srt | 2.58 KB |
| 1. Setting up Python and Python Crash Course/10. Working with Seaborn Library of Python.mp4 | 48.63 MB |
| 1. Setting up Python and Python Crash Course/10. Working with Seaborn Library of Python.srt | 7.53 KB |
| 1. Setting up Python and Python Crash Course/2. Course resources.html | 95 B |
| 1. Setting up Python and Python Crash Course/2.1 Files_svm_py.zip | 1.84 MB |
| 1. Setting up Python and Python Crash Course/3. Opening Jupyter Notebook.mp4 | 73.04 MB |
| 1. Setting up Python and Python Crash Course/3. Opening Jupyter Notebook.srt | 9.14 KB |
| 1. Setting up Python and Python Crash Course/4. Introduction to Jupyter.mp4 | 50.9 MB |
| 1. Setting up Python and Python Crash Course/4. Introduction to Jupyter.srt | 12.35 KB |
| 1. Setting up Python and Python Crash Course/5. Arithmetic operators in Python Python Basics.mp4 | 15.9 MB |
| 1. Setting up Python and Python Crash Course/5. Arithmetic operators in Python Python Basics.srt | 29.11 MB |
| 1. Setting up Python and Python Crash Course/6. Strings in Python Python Basics.mp4 | 80.04 MB |
| 1. Setting up Python and Python Crash Course/6. Strings in Python Python Basics.srt | 16.39 KB |
| 1. Setting up Python and Python Crash Course/7. Lists, Tuples and Directories Python Basics.mp4 | 73.16 MB |
| 1. Setting up Python and Python Crash Course/7. Lists, Tuples and Directories Python Basics.srt | 16.98 KB |
| 1. Setting up Python and Python Crash Course/8. Working with Numpy Library of Python.mp4 | 53.76 MB |
| 1. Setting up Python and Python Crash Course/8. Working with Numpy Library of Python.srt | 10.47 KB |
| 1. Setting up Python and Python Crash Course/9. Working with Pandas Library of Python.mp4 | 56.13 MB |
| 1. Setting up Python and Python Crash Course/9. Working with Pandas Library of Python.srt | 8.15 KB |
| 1. Setting up Python and Python Crash Course/9.1 Customer.csv | 64.02 KB |
| 2. Machine Learning Basics/1. Introduction to Machine Learning.mp4 | 123.26 MB |
| 2. Machine Learning Basics/1. Introduction to Machine Learning.srt | 18.42 KB |
| 2. Machine Learning Basics/2. Building a Machine Learning Model.mp4 | 44.92 MB |
| 2. Machine Learning Basics/2. Building a Machine Learning Model.srt | 9.69 KB |
| 3. Maximum Margin Classifier/1. Course flow.mp4 | 9.78 MB |
| 3. Maximum Margin Classifier/1. Course flow.srt | 1.69 KB |
| 3. Maximum Margin Classifier/1.1 Resources.zip | 1.4 MB |
| 3. Maximum Margin Classifier/2. The Concept of a Hyperplane.mp4 | 35.33 MB |
| 3. Maximum Margin Classifier/2. The Concept of a Hyperplane.srt | 4.83 KB |
| 3. Maximum Margin Classifier/3. Maximum Margin Classifier.mp4 | 26.18 MB |
| 3. Maximum Margin Classifier/3. Maximum Margin Classifier.srt | 82.96 MB |
| 3. Maximum Margin Classifier/4. Limitations of Maximum Margin Classifier.mp4 | 12.52 MB |
| 3. Maximum Margin Classifier/4. Limitations of Maximum Margin Classifier.srt | 2.43 KB |
| 4. Support Vector Classifier/1. Support Vector classifiers.mp4 | 64.11 MB |
| 4. Support Vector Classifier/1. Support Vector classifiers.srt | 9.68 KB |
| 4. Support Vector Classifier/2. Limitations of Support Vector Classifiers.mp4 | 12.96 MB |
| 4. Support Vector Classifier/2. Limitations of Support Vector Classifiers.srt | 1.61 KB |
| 4. Support Vector Classifier/3. Quiz.html | 166 B |
| 5. Support Vector Machines/1. Kernel Based Support Vector Machines.mp4 | 45.7 MB |
| 5. Support Vector Machines/1. Kernel Based Support Vector Machines.srt | 6.39 KB |
| 5. Support Vector Machines/2. Quiz.html | 166 B |
| 5. Support Vector Machines/3. Quiz.html | 166 B |
| 6. Creating Support Vector Machine Model in Python/1. Regression and Classification Models.mp4 | 5.21 MB |
| 6. Creating Support Vector Machine Model in Python/1. Regression and Classification Models.srt | 811 B |
| 6. Creating Support Vector Machine Model in Python/10. The Data set for the Classification problem.mp4 | 21.99 MB |
| 6. Creating Support Vector Machine Model in Python/10. The Data set for the Classification problem.srt | 1.8 KB |
| 6. Creating Support Vector Machine Model in Python/11. Classification model - Preprocessing.mp4 | 54.47 MB |
| 6. Creating Support Vector Machine Model in Python/11. Classification model - Preprocessing.srt | 8.24 KB |
| 6. Creating Support Vector Machine Model in Python/12. Classification model - Standardizing the data.mp4 | 11.88 MB |
| 6. Creating Support Vector Machine Model in Python/12. Classification model - Standardizing the data.srt | 1.76 KB |
| 6. Creating Support Vector Machine Model in Python/13. SVM Based classification model.mp4 | 78.52 MB |
| 6. Creating Support Vector Machine Model in Python/13. SVM Based classification model.srt | 11.5 KB |
| 6. Creating Support Vector Machine Model in Python/14. Hyper Parameter Tuning.mp4 | 70.8 MB |
| 6. Creating Support Vector Machine Model in Python/14. Hyper Parameter Tuning.srt | 9.82 KB |
| 6. Creating Support Vector Machine Model in Python/15. Polynomial Kernel with Hyperparameter Tuning.mp4 | 22.94 MB |
| 6. Creating Support Vector Machine Model in Python/15. Polynomial Kernel with Hyperparameter Tuning.srt | 4.08 KB |
| 6. Creating Support Vector Machine Model in Python/16. Radial Kernel with Hyperparameter Tuning.mp4 | 45.73 MB |
| 6. Creating Support Vector Machine Model in Python/16. Radial Kernel with Hyperparameter Tuning.srt | 6.59 KB |
| 6. Creating Support Vector Machine Model in Python/2. The Data set for the Regression problem.mp4 | 41.72 MB |
| 6. Creating Support Vector Machine Model in Python/2. The Data set for the Regression problem.srt | 2.95 KB |
| 6. Creating Support Vector Machine Model in Python/3. Importing data for regression model.mp4 | 32.16 MB |
| 6. Creating Support Vector Machine Model in Python/3. Importing data for regression model.srt | 5.27 KB |
| 6. Creating Support Vector Machine Model in Python/4. Missing value treatment.mp4 | 22.3 MB |
| 6. Creating Support Vector Machine Model in Python/4. Missing value treatment.srt | 3.11 KB |
| 6. Creating Support Vector Machine Model in Python/5. Dummy Variable creation.mp4 | 31.72 MB |
| 6. Creating Support Vector Machine Model in Python/5. Dummy Variable creation.srt | 4.71 KB |
| 6. Creating Support Vector Machine Model in Python/6. X-y Split.mp4 | 19.36 MB |
| 6. Creating Support Vector Machine Model in Python/6. X-y Split.srt | 3.81 KB |
| 6. Creating Support Vector Machine Model in Python/7. Test-Train Split.mp4 | 27.48 MB |
| 6. Creating Support Vector Machine Model in Python/7. Test-Train Split.srt | 5.77 KB |
| 6. Creating Support Vector Machine Model in Python/8. Standardizing the data.mp4 | 47.28 MB |
| 6. Creating Support Vector Machine Model in Python/8. Standardizing the data.srt | 6.22 KB |
| 6. Creating Support Vector Machine Model in Python/9. SVM based Regression Model in Python.mp4 | 79.83 MB |
| 6. Creating Support Vector Machine Model in Python/9. SVM based Regression Model in Python.srt | 9.65 KB |
| 7. Bonus Section/1. Bonus Lecture.html | 1.6 KB |
| 8. Appendix 1 Data Preprocessing/1. Gathering Business Knowledge.mp4 | 22.31 MB |
| 8. Appendix 1 Data Preprocessing/1. Gathering Business Knowledge.srt | 3.9 KB |
| 8. Appendix 1 Data Preprocessing/10. Missing Value Imputation in Python.mp4 | 23.4 MB |
| 8. Appendix 1 Data Preprocessing/10. Missing Value Imputation in Python.srt | 4.06 KB |
| 8. Appendix 1 Data Preprocessing/11. Seasonality in Data.mp4 | 17.03 MB |
| 8. Appendix 1 Data Preprocessing/11. Seasonality in Data.srt | 3.78 KB |
| 8. Appendix 1 Data Preprocessing/12. Bi-variate analysis and Variable transformation.mp4 | 100.44 MB |
| 8. Appendix 1 Data Preprocessing/12. Bi-variate analysis and Variable transformation.srt | 18.29 KB |
| 8. Appendix 1 Data Preprocessing/13. Variable transformation and deletion in Python.mp4 | 44.11 MB |
| 8. Appendix 1 Data Preprocessing/13. Variable transformation and deletion in Python.srt | 7.54 KB |
| 8. Appendix 1 Data Preprocessing/14. Non-usable variables.mp4 | 20.24 MB |
| 8. Appendix 1 Data Preprocessing/14. Non-usable variables.srt | 5.39 KB |
| 8. Appendix 1 Data Preprocessing/15. Dummy variable creation Handling qualitative data.mp4 | 36.83 MB |
| 8. Appendix 1 Data Preprocessing/15. Dummy variable creation Handling qualitative data.srt | 4.86 KB |
| 8. Appendix 1 Data Preprocessing/16. Dummy variable creation in Python.mp4 | 26.55 MB |
| 8. Appendix 1 Data Preprocessing/16. Dummy variable creation in Python.srt | 5.51 KB |
| 8. Appendix 1 Data Preprocessing/17. Correlation Analysis.mp4 | 71.62 MB |
| 8. Appendix 1 Data Preprocessing/17. Correlation Analysis.srt | 11.04 KB |
| 8. Appendix 1 Data Preprocessing/18. Correlation Analysis in Python.mp4 | 55.32 MB |
| 8. Appendix 1 Data Preprocessing/18. Correlation Analysis in Python.srt | 6.55 KB |
| 8. Appendix 1 Data Preprocessing/2. Data Exploration.mp4 | 20.5 MB |
| 8. Appendix 1 Data Preprocessing/2. Data Exploration.srt | 3.6 KB |
| 8. Appendix 1 Data Preprocessing/3. The Dataset and the Data Dictionary.mp4 | 69.4 MB |
| 8. Appendix 1 Data Preprocessing/3. The Dataset and the Data Dictionary.srt | 7.82 KB |
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