Filename | Size |
| 1. Introduction to Course/1. Introduction.mp4 | 11.6 MB |
| 1. Introduction to Course/1. Introduction.vtt | 4 KB |
| 1. Introduction to Course/2. Course Overview.mp4 | 14.4 MB |
| 1. Introduction to Course/2. Course Overview.vtt | 12.9 KB |
| 1. Introduction to Course/2.1 Python-and-Spark-for-Big-Data-master.zip.zip | 1.7 MB |
| 1. Introduction to Course/2.2 Course Overview Slides.html | 161 B |
| 1. Introduction to Course/3. Frequently Asked Questions.html | 447 B |
| 1. Introduction to Course/3.1 Python-and-Spark-for-Big-Data-master.zip.zip | 1.7 MB |
| 1. Introduction to Course/4. What is Spark Why Python.mp4 | 48.1 MB |
| 1. Introduction to Course/4. What is Spark Why Python.vtt | 26.9 KB |
| 1. Introduction to Course/4.1 Spark and Python Slides.html | 161 B |
| 10. Introduction to Machine Learning with MLlib/1. Introduction to Machine Learning and ISLR.mp4 | 18.9 MB |
| 10. Introduction to Machine Learning with MLlib/1. Introduction to Machine Learning and ISLR.vtt | 15.4 KB |
| 10. Introduction to Machine Learning with MLlib/1.1 Slides for ML Intro.html | 161 B |
| 10. Introduction to Machine Learning with MLlib/2. Machine Learning with Spark and Python with MLlib.mp4 | 51.3 MB |
| 10. Introduction to Machine Learning with MLlib/2. Machine Learning with Spark and Python with MLlib.vtt | 13.9 KB |
| 11. Linear Regression/1. Linear Regression Theory and Reading.mp4 | 9.9 MB |
| 11. Linear Regression/1. Linear Regression Theory and Reading.vtt | 7.2 KB |
| 11. Linear Regression/1.1 Slides for Linear Regression.html | 161 B |
| 11. Linear Regression/2. Linear Regression Documentation Example.mp4 | 40.6 MB |
| 11. Linear Regression/2. Linear Regression Documentation Example.vtt | 19.1 KB |
| 11. Linear Regression/3. Regression Evaluation.mp4 | 12 MB |
| 11. Linear Regression/3. Regression Evaluation.vtt | 9.5 KB |
| 11. Linear Regression/4. Linear Regression Example Code Along.mp4 | 39.2 MB |
| 11. Linear Regression/4. Linear Regression Example Code Along.vtt | 20.3 KB |
| 11. Linear Regression/4.1 Ecommerce_Customers.csv.csv | 84.8 KB |
| 11. Linear Regression/5. Linear Regression Consulting Project.mp4 | 6.8 MB |
| 11. Linear Regression/5. Linear Regression Consulting Project.vtt | 4.3 KB |
| 11. Linear Regression/6. Linear Regression Consulting Project Solutions.mp4 | 38.8 MB |
| 11. Linear Regression/6. Linear Regression Consulting Project Solutions.vtt | 19.9 KB |
| 12. Logistic Regression/1. Logistic Regression Theory and Reading.mp4 | 20.6 MB |
| 12. Logistic Regression/1. Logistic Regression Theory and Reading.vtt | 15.6 KB |
| 12. Logistic Regression/1.1 Slides for Logistic Regression.html | 161 B |
| 12. Logistic Regression/2. Logistic Regression Example Code Along.mp4 | 53.4 MB |
| 12. Logistic Regression/2. Logistic Regression Example Code Along.vtt | 20.6 KB |
| 12. Logistic Regression/3. Logistic Regression Code Along.mp4 | 41.5 MB |
| 12. Logistic Regression/3. Logistic Regression Code Along.vtt | 24 KB |
| 12. Logistic Regression/3.1 Great Example from Databricks.html | 150 B |
| 12. Logistic Regression/3.2 Explanation of AUC.html | 148 B |
| 12. Logistic Regression/4. Logistic Regression Consulting Project.mp4 | 6.3 MB |
| 12. Logistic Regression/4. Logistic Regression Consulting Project.vtt | 4.7 KB |
| 12. Logistic Regression/5. Logistic Regression Consulting Project Solutions.mp4 | 34 MB |
| 12. Logistic Regression/5. Logistic Regression Consulting Project Solutions.vtt | 13.4 KB |
| 13. Decision Trees and Random Forests/1. Tree Methods Theory and Reading.mp4 | 14.7 MB |
| 13. Decision Trees and Random Forests/1. Tree Methods Theory and Reading.vtt | 10.4 KB |
| 13. Decision Trees and Random Forests/1.1 Slides for Tree Methods.html | 161 B |
| 13. Decision Trees and Random Forests/2. Tree Methods Documentation Examples.mp4 | 34.2 MB |
| 13. Decision Trees and Random Forests/2. Tree Methods Documentation Examples.vtt | 18.1 KB |
| 13. Decision Trees and Random Forests/3. Decision Tress and Random Forest Code Along Examples.mp4 | 49.1 MB |
| 13. Decision Trees and Random Forests/3. Decision Tress and Random Forest Code Along Examples.vtt | 26.8 KB |
| 13. Decision Trees and Random Forests/4. Random Forest - Classification Consulting Project.mp4 | 5.4 MB |
| 13. Decision Trees and Random Forests/4. Random Forest - Classification Consulting Project.vtt | 3.4 KB |
| 13. Decision Trees and Random Forests/5. Random Forest Classification Consulting Project Solutions.mp4 | 15.9 MB |
| 13. Decision Trees and Random Forests/5. Random Forest Classification Consulting Project Solutions.vtt | 10.3 KB |
| 14. K-means Clustering/1. K-means Clustering Theory and Reading.mp4 | 12.9 MB |
| 14. K-means Clustering/1. K-means Clustering Theory and Reading.vtt | 9.4 KB |
| 14. K-means Clustering/1.1 Slides for Clustering.html | 161 B |
| 14. K-means Clustering/2. KMeans Clustering Documentation Example.mp4 | 20.8 MB |
| 14. K-means Clustering/2. KMeans Clustering Documentation Example.vtt | 12.9 KB |
| 14. K-means Clustering/3. Clustering Example Code Along.mp4 | 27.9 MB |
| 14. K-means Clustering/3. Clustering Example Code Along.vtt | 16.3 KB |
| 14. K-means Clustering/4. Clustering Consulting Project.mp4 | 6.6 MB |
| 14. K-means Clustering/4. Clustering Consulting Project.vtt | 4.2 KB |
| 14. K-means Clustering/5. Clustering Consulting Project Solutions.mp4 | 23 MB |
| 14. K-means Clustering/5. Clustering Consulting Project Solutions.vtt | 10.1 KB |
| 15. Collaborative Filtering for Recommender Systems/1. Introduction to Recommender Systems.mp4 | 12.7 MB |
| 15. Collaborative Filtering for Recommender Systems/1. Introduction to Recommender Systems.vtt | 8.9 KB |
| 15. Collaborative Filtering for Recommender Systems/1.1 Recommender Slides.html | 161 B |
| 15. Collaborative Filtering for Recommender Systems/2. Recommender System - Code Along Project.mp4 | 24.6 MB |
| 15. Collaborative Filtering for Recommender Systems/2. Recommender System - Code Along Project.vtt | 15.7 KB |
| 16. Natural Language Processing/1. Introduction to Natural Language Processing.mp4 | 14.3 MB |
| 16. Natural Language Processing/1. Introduction to Natural Language Processing.vtt | 11.7 KB |
| 16. Natural Language Processing/1.1 NLP Slides.html | 161 B |
| 16. Natural Language Processing/2. NLP Tools Part One.mp4 | 36.2 MB |
| 16. Natural Language Processing/2. NLP Tools Part One.vtt | 20 KB |
| 16. Natural Language Processing/3. NLP Tools Part Two.mp4 | 18.9 MB |
| 16. Natural Language Processing/3. NLP Tools Part Two.vtt | 9.4 KB |
| 16. Natural Language Processing/4. Natural Language Processing Code Along Project.mp4 | 35.2 MB |
| 16. Natural Language Processing/4. Natural Language Processing Code Along Project.vtt | 17.2 KB |
| 17. Spark Streaming with Python/1. Introduction to Streaming with Spark!.mp4 | 32.6 MB |
| 17. Spark Streaming with Python/1. Introduction to Streaming with Spark!.vtt | 15.4 KB |
| 17. Spark Streaming with Python/1.1 Spark Streaming Slides.html | 161 B |
| 17. Spark Streaming with Python/2. Spark Streaming Documentation Example.mp4 | 28.6 MB |
| 17. Spark Streaming with Python/2. Spark Streaming Documentation Example.vtt | 15.3 KB |
| 17. Spark Streaming with Python/3. Spark Streaming Twitter Project - Part.mp4 | 11.8 MB |
| 17. Spark Streaming with Python/3. Spark Streaming Twitter Project - Part.vtt | 6.4 KB |
| 17. Spark Streaming with Python/4. Spark Streaming Twitter Project - Part Two.mp4 | 29.3 MB |
| 17. Spark Streaming with Python/4. Spark Streaming Twitter Project - Part Two.vtt | 15.9 KB |
| 17. Spark Streaming with Python/5. Spark Streaming Twitter Project - Part Three.mp4 | 55 MB |
| 17. Spark Streaming with Python/5. Spark Streaming Twitter Project - Part Three.vtt | 25.5 KB |
| 18. Bonus/1. Bonus Lecture Coupons.html | 5.8 KB |
| 2. Setting up Python with Spark/1. Set-up Overview.mp4 | 10.8 MB |
| 2. Setting up Python with Spark/1. Set-up Overview.vtt | 9 KB |
| 2. Setting up Python with Spark/1.1 Slides for Installation Options Overview.html | 161 B |
| 2. Setting up Python with Spark/1.2 Slides for Installation.html | 161 B |
| 2. Setting up Python with Spark/2. Note on Installation Sections.html | 347 B |
| 3. Local VirtualBox Set-up/1. Local Installation VirtualBox Part 1.mp4 | 37.7 MB |
| 3. Local VirtualBox Set-up/1. Local Installation VirtualBox Part 1.vtt | 15.9 KB |
| 3. Local VirtualBox Set-up/2. Local Installation VirtualBox Part 2.mp4 | 46.5 MB |