|
Video Name |
Time |
|
1. Compute Options |
09:16 |
|
2. Google Compute Engine (GCE) |
07:38 |
|
3. Lab: Creating a VM Instance |
05:59 |
|
4. More GCE |
08:12 |
|
5. Lab: Editing a VM Instance |
04:45 |
|
6. Lab: Creating a VM Instance Using The Command Line |
04:43 |
|
7. Lab: Creating And Attaching A Persistent Disk |
04:00 |
|
8. Google Container Engine - Kubernetes (GKE) |
10:33 |
|
9. More GKE |
09:54 |
|
10. Lab: Creating A Kubernetes Cluster And Deploying A Wordpress Container |
06:55 |
|
11. App Engine |
06:48 |
|
12. Contrasting App Engine, Compute Engine and Container Engine |
06:03 |
|
13. Lab: Deploy And Run An App Engine App |
07:29 |
|
Video Name |
Time |
|
1. Storage Options |
09:48 |
|
2. Quick Take |
13:41 |
|
3. Cloud Storage |
10:37 |
|
4. Lab: Working With Cloud Storage Buckets |
05:25 |
|
5. Lab: Bucket And Object Permissions |
03:52 |
|
6. Lab: Life cycle Management On Buckets |
03:12 |
|
7. Lab: Running A Program On a VM Instance And Storing Results on Cloud Storage |
07:09 |
|
8. Transfer Service |
05:07 |
|
9. Lab: Migrating Data Using The Transfer Service |
05:32 |
|
10. Lab: Cloud Storage ACLs and API access with Service Account |
07:50 |
|
11. Lab: Cloud Storage Customer-Supplied Encryption Keys and Life-Cycle Management |
09:28 |
|
12. Lab: Cloud Storage Versioning, Directory Sync |
08:42 |
|
Video Name |
Time |
|
1. BigQuery Intro |
11:03 |
|
2. BigQuery Advanced |
09:59 |
|
3. Lab: Loading CSV Data Into Big Query |
09:04 |
|
4. Lab: Running Queries On Big Query |
05:26 |
|
5. Lab: Loading JSON Data With Nested Tables |
07:28 |
|
6. Lab: Public Datasets In Big Query |
08:16 |
|
7. Lab: Using Big Query Via The Command Line |
07:45 |
|
8. Lab: Aggregations And Conditionals In Aggregations |
09:51 |
|
9. Lab: Subqueries And Joins |
05:44 |
|
10. Lab: Regular Expressions In Legacy SQL |
05:36 |
|
11. Lab: Using The With Statement For SubQueries |
10:45 |
|
Video Name |
Time |
|
1. Pub Sub |
08:23 |
|
2. Lab: Working With Pubsub On The Command Line |
05:35 |
|
3. Lab: Working With PubSub Using The Web Console |
04:40 |
|
4. Lab: Setting Up A Pubsub Publisher Using The Python Library |
05:52 |
|
5. Lab: Setting Up A Pubsub Subscriber Using The Python Library |
04:08 |
|
6. Lab: Publishing Streaming Data Into Pubsub |
08:18 |
|
7. Lab: Reading Streaming Data From PubSub And Writing To BigQuery |
10:14 |
|
8. Lab: Executing A Pipeline To Read Streaming Data And Write To BigQuery |
05:54 |
|
9. Lab: Pubsub Source BigQuery Sink |
10:20 |
|
Video Name |
Time |
|
1. Introducing Machine Learning |
08:04 |
|
2. Representation Learning |
10:27 |
|
3. NN Introduced |
07:35 |
|
4. Introducing TF |
07:16 |
|
5. Lab: Simple Math Operations |
08:46 |
|
6. Computation Graph |
10:17 |
|
7. Tensors |
09:02 |
|
8. Lab: Tensors |
05:03 |
|
9. Linear Regression Intro |
09:57 |
|
10. Placeholders and Variables |
08:44 |
|
11. Lab: Placeholders |
06:36 |
|
12. Lab: Variables |
07:49 |
|
13. Lab: Linear Regression with Made-up Data |
04:52 |
|
14. Image Processing |
08:05 |
|
15. Images As Tensors |
08:16 |
|
16. Lab: Reading and Working with Images |
08:06 |
|
17. Lab: Image Transformations |
06:37 |
|
18. Introducing MNIST |
04:13 |
|
19. K-Nearest Neigbors |
07:42 |
|
20. One-hot Notation and L1 Distance |
07:31 |
|
21. Steps in the K-Nearest-Neighbors Implementation |
09:32 |
|
22. Lab: K-Nearest-Neighbors |
14:14 |
|
23. Learning Algorithm |
10:58 |
|
24. Individual Neuron |
09:52 |
|
25. Learning Regression |
07:51 |
|
26. Learning XOR |
10:27 |
|
27. XOR Trained |
11:11 |
|
Video Name |
Time |
|
1. Lab: Access Data from Yahoo Finance |
02:49 |
|
2. Non TensorFlow Regression |
05:53 |
|
3. Lab: Linear Regression - Setting Up a Baseline |
11:19 |
|
4. Gradient Descent |
09:56 |
|
5. Lab: Linear Regression |
14:42 |
|
6. Lab: Multiple Regression in TensorFlow |
09:15 |
|
7. Logistic Regression Introduced |
10:16 |
|
8. Linear Classification |
05:25 |
|
9. Lab: Logistic Regression - Setting Up a Baseline |
07:33 |
|
10. Logit |
08:33 |
|
11. Softmax |
11:55 |
|
12. Argmax |
12:13 |
|
13. Lab: Logistic Regression |
16:56 |
|
14. Estimators |
04:10 |
|
15. Lab: Linear Regression using Estimators |
07:49 |
|
16. Lab: Logistic Regression using Estimators |
04:54 |
|
Video Name |
Time |
|
1. VPCs And Subnets |
11:14 |
|
2. Global VPCs, Regional Subnets |
11:19 |
|
3. IP Addresses |
11:39 |
|
4. Lab: Working with Static IP Addresses |
05:46 |
|
5. Routes |
07:36 |
|
6. Firewall Rules |
15:33 |
|
7. Lab: Working with Firewalls |
07:05 |
|
8. Lab: Working with Auto Mode and Custom Mode Networks |
19:32 |
|
9. Lab: Bastion Host |
07:10 |
|
10. Cloud VPN |
07:27 |
|
11. Lab: Working with Cloud VPN |
11:11 |
|
12. Cloud Router |
10:31 |
|
13. Lab: Using Cloud Routers for Dynamic Routing |
14:07 |
|
14. Dedicated Interconnect Direct and Carrier Peering |
08:10 |
|
15. Shared VPCs |
10:11 |
|
16. Lab: Shared VPCs |
06:17 |
|
17. VPC Network Peering |
10:10 |
|
18. Lab: VPC Peering |
07:17 |
|
19. Cloud DNS And Legacy Networks |
05:19 |
|
Video Name |
Time |
|
1. Managed and Unmanaged Instance Groups |
10:53 |
|
2. Types of Load Balancing |
05:46 |
|
3. Overview of HTTP(S) Load Balancing |
09:20 |
|
4. Forwarding Rules Target Proxy and Url Maps |
08:31 |
|
5. Backend Service and Backends |
09:28 |
|
6. Load Distribution and Firewall Rules |
04:28 |
|
7. Lab: HTTP(S) Load Balancing |
11:21 |
|
8. Lab: Content Based Load Balancing |
07:06 |
|
9. SSL Proxy and TCP Proxy Load Balancing |
05:06 |
|
10. Lab: SSL Proxy Load Balancing |
07:49 |
|
11. Network Load Balancing |
05:08 |
|
12. Internal Load Balancing |
07:16 |
|
13. Autoscalers |
11:52 |
|
14. Lab: Autoscaling with Managed Instance Groups |
12:22 |
|
Video Name |
Time |
|
1. StackDriver |
12:08 |
|
2. StackDriver Logging |
07:39 |
|
3. Lab: Stackdriver Resource Monitoring |
08:12 |
|
4. Lab: Stackdriver Error Reporting and Debugging |
05:52 |
|
5. Cloud Deployment Manager |
06:05 |
|
6. Lab: Using Deployment Manager |
05:10 |
|
7. Lab: Deployment Manager and Stackdriver |
08:27 |
|
8. Cloud Endpoints |
03:48 |
|
9. Cloud IAM: User accounts, Service accounts, API Credentials |
08:53 |
|
10. Cloud IAM: Roles, Identity-Aware Proxy, Best Practices |
09:31 |
|
11. Lab: Cloud IAM |
11:57 |
|
12. Data Protection |
12:02 |