Applied Machine Learning with BigQuery on Google's Cloud

Files:

• Get Bonus Downloads Here.url (0.2 KB)
~Get Your Files Here ! 1. Introduction
• 1. Introduction-en_US.srt (3.8 KB)
• 1. Introduction.mp4 (4.8 MB)
• 2. Section Introduction-en_US.srt (3.9 KB)
• 2. Section Introduction.mp4 (7.5 MB)
• 3. Scaling Out Instead of Up-en_US.srt (2.3 KB)
• 3. Scaling Out Instead of Up.mp4 (20.2 MB)
• 4. Google's Scaled Out Revolution-en_US.srt (6.0 KB)
• 4. Google's Scaled Out Revolution.mp4 (10.5 MB)
• 5. Demo Creating an Account on Google's Cloud Platform-en_US.srt (6.6 KB)
• 5. Demo Creating an Account on Google's Cloud Platform.mp4 (20.3 MB)
2. BigQuery Basics
• 1. Section Introduction-en_US.srt (2.8 KB)
• 1. Section Introduction.mp4 (8.0 MB)
• 2. BigQuery Defined-en_US.srt (3.1 KB)
• 2. BigQuery Defined.mp4 (6.8 MB)
• 3. BigQuery Stores Structured Data-en_US.srt (2.5 KB)
• 3. BigQuery Stores Structured Data.mp4 (2.8 MB)
• 4. Parallel Execution-en_US.srt (1.9 KB)
• 4. Parallel Execution.mp4 (4.6 MB)
• 5. Demo Web UI-en_US.srt (2.4 KB)
• 5. Demo Web UI.mp4 (7.1 MB)
• 6. What BigQuery Is Not-en_US.srt (2.9 KB)
• 6. What BigQuery Is Not.mp4 (6.6 MB)
• 7. BigQuery Technology Stack-en_US.srt (3.6 KB)
• 7. BigQuery Technology Stack.mp4 (4.4 MB)
• 8. Demo Navigation Basics-en_US.srt (6.7 KB)
• 8. Demo Navigation Basics.mp4 (23.0 MB)
3. An Introduction to Applied Machine Learning
• 1. Section Introduction-en_US.srt (2.3 KB)
• 1. Section Introduction.mp4 (2.6 MB)
• 10. Basic Jupyter Notebook Navigation-en_US.srt (8.2 KB)
• 10. Basic Jupyter Notebook Navigation.mp4 (23.7 MB)
• 2. Three Core Careers-en_US.srt (4.4 KB)
• 2. Three Core Careers.mp4 (6.7 MB)
• 3. Applied Machine Learning-en_US.srt (3.2 KB)
• 3. Applied Machine Learning.mp4 (14.3 MB)
• 4. The Machine Learning Process-en_US.srt (3.5 KB)
• 4. The Machine Learning Process.mp4 (6.0 MB)
• 5. Types of Machine Learning-en_US.srt (5.5 KB)
• 5. Types of Machine Learning.mp4 (6.5 MB)
• 6. Why Python is King-en_US.srt (2.4 KB)
• 6. Why Python is King.mp4 (3.0 MB)
• 7. Install Python on Windows-en_US.srt (2.2 KB)
• 7. Install Python on Windows.mp4 (7.1 MB)
• 8. Install Python on a MAC-en_US.srt (3.7 KB)
• 8. Install Python on a MAC.mp4 (60.8 MB)
• 9. The Array-en_US.srt (2.0 KB)
• 9. The Array.mp4 (2.7 MB)
4. Machine Learning Libraries
• 1. Section Overview-en_US.srt (2.7 KB)
• 1. Section Overview.mp4 (3.0 MB)
• 2. Core Machine Learning Libraries-en_US.srt (3.3 KB)
• 2. Core Machine Learning Libraries.mp4 (4.2 MB)
• 3. Demo Core Machine Learning Libraries-en_US.srt (10.7 KB)
• 3. Demo Core Machine Learning Libraries.mp4 (30.1 MB)
• 4. Sourcing Data-en_US.srt (6.8 KB)
• 4. Sourcing Data.mp4 (30.6 MB)
• 5. Exploratory Data Analysis-en_US.srt (6.8 KB)
• 5. Exploratory Data Analysis.mp4 (20.8 MB)
• 6. Data Cleansing-en_US.srt (3.9 KB)
• 6. Data Cleansing.mp4 (5.8 MB)
• 7. Demo Modeling-en_US.srt (5.0 KB)
• 7. Demo Modeling.mp4 (14.1 MB)
• Modeling-Cleansed-Data-Decision-Tree.ipynb (12.8 KB)
5. Classification and Regression
• 1. Section Introduction-en_US.srt (2.3 KB)
• 1. Section Introduction.mp4 (2.8 MB)
• 2. Linear Regression-en_US.srt (2.9 KB)
• 2. Linear Regression.mp4 (3.0 MB)
• 3. Demo Linear Regression-en_US.srt (3.7 KB)
• 3. Demo Linear Regression.mp4 (9.5 MB)
• 4. Classification-en_US.srt (1.9 KB)
• 4. Classification.mp4 (2.6 MB)
• 5. Demo Classification-en_US.srt (5.7 KB)
• 5. Demo Classification.mp4 (16.8 MB)
• 6. What is an Artificial Neural Network-en_US.srt (5.2 KB)
• 6. What is an Artificial Neural Network.mp4 (18.9 MB)
6. Machine Learning with BigQuery
• 1. Section Introduction-en_US.srt (3.8 KB)
• 1. Section Introduction.mp4 (4.5 MB)
• 10. Installing the Google Cloud SDK-en_US.srt (4.3 KB)
• 10. Installing the Google Cloud SDK.mp4 (20.2 MB)
• 11. Demo gsutil Navigation Basics-en_US.srt (5.7 KB)
• 11. Demo gsutil Navigation Basics.mp4 (24.7 MB)
• 12. Demo Segmenting Datasets-en_US.srt (8.9 KB)
• 12. Demo Segmenting Datasets.mp4 (49.5 MB)
• 2. Datasets and Tables-en_US.srt (4.8 KB)
• 2. Datasets and Tables.mp4 (15.0 MB)
• 3. Demo Datasets and Tables-en_US.srt (2.8 KB)
• 3. Demo Datasets and Tables.mp4 (11.6 MB)
• 4. Demo Cloud Datalab-en_US.srt (4.0 KB)
• 4. Demo Cloud Datalab.mp4 (9.7 MB)
• 5. Demo Modeling the Titanic Dataset in Cloud Datalab-en_US.srt (4.3 KB)
• 5. Demo Modeling the Titanic Dataset in Cloud Datalab.mp4 (14.8 MB)
• 6. Demo Modeling the Iris Dataset on Cloud Datalab-en_US.srt (6.6 KB)
• 6. Demo Modeling the Iris Dataset on Cloud Datalab.mp4 (32.4 MB)
• 7. Demo Scale Cloud Datalab-en_US.srt (2.4 KB)
• 7. Demo Scale Cloud Datalab.mp4 (11.2 MB)
• 8. BigQuery ML-en_US.srt (2.3 KB)
• 8. BigQuery ML.mp4 (3.0 MB)
• 9. Demo BigQuery ML Binary Logistic Regression-en_US.srt (5.2 KB)
• 9. Demo BigQuery ML Binary Logistic Regression.mp4 (20.9 MB)
• Bonus Resources.txt (0.3 KB)