Filename | Size |
| 1. Introduction to the Data Science in Python Bootcamp/1. What is Data Science.mp4 | 8.4 MB |
| 1. Introduction to the Data Science in Python Bootcamp/1. What is Data Science.vtt | 4 KB |
| 1. Introduction to the Data Science in Python Bootcamp/2. Introduction to the Course & Instructor.mp4 | 29.6 MB |
| 1. Introduction to the Data Science in Python Bootcamp/2. Introduction to the Course & Instructor.vtt | 13.5 KB |
| 1. Introduction to the Data Science in Python Bootcamp/3. Data For the Course.html | 98 B |
| 1. Introduction to the Data Science in Python Bootcamp/3.1 scriptsLecture.zip.zip | 308 MB |
| 1. Introduction to the Data Science in Python Bootcamp/4. Introduction to the Python Data Science Tool.mp4 | 25 MB |
| 1. Introduction to the Data Science in Python Bootcamp/4. Introduction to the Python Data Science Tool.vtt | 10.1 KB |
| 1. Introduction to the Data Science in Python Bootcamp/5. For Mac Users.mp4 | 10.2 MB |
| 1. Introduction to the Data Science in Python Bootcamp/5. For Mac Users.vtt | 3.9 KB |
| 1. Introduction to the Data Science in Python Bootcamp/6. Introduction to the Python Data Science Environment.mp4 | 40.3 MB |
| 1. Introduction to the Data Science in Python Bootcamp/6. Introduction to the Python Data Science Environment.vtt | 17.2 KB |
| 1. Introduction to the Data Science in Python Bootcamp/7. Some Miscellaneous IPython Usage Facts.mp4 | 12 MB |
| 1. Introduction to the Data Science in Python Bootcamp/7. Some Miscellaneous IPython Usage Facts.vtt | 4.5 KB |
| 1. Introduction to the Data Science in Python Bootcamp/8. Online iPython Interpreter.mp4 | 7.7 MB |
| 1. Introduction to the Data Science in Python Bootcamp/8. Online iPython Interpreter.vtt | 3.4 KB |
| 1. Introduction to the Data Science in Python Bootcamp/9. Conclusion to Section 1.mp4 | 6.5 MB |
| 1. Introduction to the Data Science in Python Bootcamp/9. Conclusion to Section 1.vtt | 3.1 KB |
| 10. Unsupervised Learning in Python/1. Unsupervised Classification- Some Basic Ideas.mp4 | 6.2 MB |
| 10. Unsupervised Learning in Python/1. Unsupervised Classification- Some Basic Ideas.vtt | 1.8 KB |
| 10. Unsupervised Learning in Python/10. Principal Component Analysis (PCA)-Practical Implementation.mp4 | 9.1 MB |
| 10. Unsupervised Learning in Python/10. Principal Component Analysis (PCA)-Practical Implementation.vtt | 4.2 KB |
| 10. Unsupervised Learning in Python/11. Conclusions to Section 10.mp4 | 5.5 MB |
| 10. Unsupervised Learning in Python/11. Conclusions to Section 10.vtt | 2.5 KB |
| 10. Unsupervised Learning in Python/2. KMeans-theory.mp4 | 5.1 MB |
| 10. Unsupervised Learning in Python/2. KMeans-theory.vtt | 2.5 KB |
| 10. Unsupervised Learning in Python/3. KMeans-implementation on the iris data.mp4 | 19.5 MB |
| 10. Unsupervised Learning in Python/3. KMeans-implementation on the iris data.vtt | 7.6 KB |
| 10. Unsupervised Learning in Python/4. Quantifying KMeans Clustering Performance.mp4 | 9.6 MB |
| 10. Unsupervised Learning in Python/4. Quantifying KMeans Clustering Performance.vtt | 4.4 KB |
| 10. Unsupervised Learning in Python/5. KMeans Clustering with Real Data.mp4 | 12.1 MB |
| 10. Unsupervised Learning in Python/5. KMeans Clustering with Real Data.vtt | 4.5 KB |
| 10. Unsupervised Learning in Python/6. How Do We Select the Number of Clusters.mp4 | 19 MB |
| 10. Unsupervised Learning in Python/6. How Do We Select the Number of Clusters.vtt | 4.2 KB |
| 10. Unsupervised Learning in Python/7. Hierarchical Clustering-theory.mp4 | 10.2 MB |
| 10. Unsupervised Learning in Python/7. Hierarchical Clustering-theory.vtt | 5 KB |
| 10. Unsupervised Learning in Python/8. Hierarchical Clustering-practical.mp4 | 29.4 MB |
| 10. Unsupervised Learning in Python/8. Hierarchical Clustering-practical.vtt | 9.5 KB |
| 10. Unsupervised Learning in Python/9. Principal Component Analysis (PCA)-Theory.mp4 | 5.9 MB |
| 10. Unsupervised Learning in Python/9. Principal Component Analysis (PCA)-Theory.vtt | 3 KB |
| 11. Supervised Learning/1. What is This Section About.mp4 | 24.9 MB |
| 11. Supervised Learning/1. What is This Section About.vtt | 11.5 KB |
| 11. Supervised Learning/10. knn-Classification.mp4 | 18.2 MB |
| 11. Supervised Learning/10. knn-Classification.vtt | 8 KB |
| 11. Supervised Learning/11. knn-Regression.mp4 | 8.4 MB |
| 11. Supervised Learning/11. knn-Regression.vtt | 4 KB |
| 11. Supervised Learning/12. Gradient Boosting-classification.mp4 | 15 MB |
| 11. Supervised Learning/12. Gradient Boosting-classification.vtt | 6 KB |
| 11. Supervised Learning/13. Gradient Boosting-regression.mp4 | 10.9 MB |
| 11. Supervised Learning/13. Gradient Boosting-regression.vtt | 3.7 KB |
| 11. Supervised Learning/14. Voting Classifier.mp4 | 9.5 MB |
| 11. Supervised Learning/14. Voting Classifier.vtt | 3.8 KB |
| 11. Supervised Learning/15. Conclusions to Section 11.mp4 | 7.2 MB |
| 11. Supervised Learning/15. Conclusions to Section 11.vtt | 2.9 KB |
| 11. Supervised Learning/16. Section 11 Quiz.html | 163 B |
| 11. Supervised Learning/2. Data Preparation for Supervised Learning.mp4 | 28.3 MB |
| 11. Supervised Learning/2. Data Preparation for Supervised Learning.vtt | 10.1 KB |
| 11. Supervised Learning/3. Pointers on Evaluating the Accuracy of Classification and Regression Modelling.mp4 | 24 MB |
| 11. Supervised Learning/3. Pointers on Evaluating the Accuracy of Classification and Regression Modelling.vtt | 10.5 KB |
| 11. Supervised Learning/4. Using Logistic Regression as a Classification Model.mp4 | 20.6 MB |
| 11. Supervised Learning/4. Using Logistic Regression as a Classification Model.vtt | 8.7 KB |
| 11. Supervised Learning/5. RF-Classification.mp4 | 28.5 MB |
| 11. Supervised Learning/5. RF-Classification.vtt | 12.2 KB |
| 11. Supervised Learning/6. RF-Regression.mp4 | 23.6 MB |
| 11. Supervised Learning/6. RF-Regression.vtt | 9.7 KB |
| 11. Supervised Learning/7. SVM- Linear Classification.mp4 | 7.4 MB |
| 11. Supervised Learning/7. SVM- Linear Classification.vtt | 3.2 KB |
| 11. Supervised Learning/8. SVM- Non Linear Classification.mp4 | 5.1 MB |
| 11. Supervised Learning/8. SVM- Non Linear Classification.vtt | 2.3 KB |
| 11. Supervised Learning/9. Support Vector Regression.mp4 | 10.2 MB |
| 11. Supervised Learning/9. Support Vector Regression.vtt | 4.3 KB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/1. Theory Behind ANN and DNN.mp4 | 22.6 MB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/1. Theory Behind ANN and DNN.vtt | 9.9 KB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/10. Specify the Activation Function.mp4 | 6.2 MB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/10. Specify the Activation Function.vtt | 2.2 KB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/11. H2O Deep Learning For Predictions.mp4 | 12 MB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/11. H2O Deep Learning For Predictions.vtt | 5.2 KB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/12. Conclusions to Section 12.mp4 | 5.2 MB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/12. Conclusions to Section 12.vtt | 2.1 KB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/13. Section 12 Quiz.html | 163 B |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/2. Perceptrons for Binary Classification.mp4 | 10 MB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/2. Perceptrons for Binary Classification.vtt | 4.7 KB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/3. Getting Started with ANN-binary classification.mp4 | 8.5 MB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/3. Getting Started with ANN-binary classification.vtt | 3.5 KB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/4. Multi-label classification with MLP.mp4 | 13.5 MB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/4. Multi-label classification with MLP.vtt | 4.8 KB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/5. Regression with MLP.mp4 | 9 MB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/5. Regression with MLP.vtt | 3.5 KB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/6. MLP with PCA on a Large Dataset.mp4 | 19.2 MB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/6. MLP with PCA on a Large Dataset.vtt | 7.6 KB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/7. Start With Deep Neural Network (DNN).html | 229 B |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/8. Start with H20.mp4 | 12.1 MB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/8. Start with H20.vtt | 4.3 KB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/9. Default H2O Deep Learning Algorithm.mp4 | 8.2 MB |
| 12. Artificial Neural Networks (ANN) and Deep Learning (DL)/9. Default H2O Deep Learning Algorithm.vtt | 3.4 KB |
| 13. Miscellaneous Lectures & Information/1. Data For This Section.html | 137 B |
| 13. Miscellaneous Lectures & Information/2. Read in Data from Online CSV.mp4 | 6.7 MB |
| 13. Miscellaneous Lectures & Information/2. Read in Data from Online CSV.vtt | 3.9 KB |
| 13. Miscellaneous Lectures & Information/3. Read Data from a Database.mp4 | 12.3 MB |