| Start and End | Day 1 | Day 2 | Day 3 |
|---|---|---|---|
| 8:30 – 9:00 am | Registrations & Kick-off | Azure Cosmos DB Pricing and Costs | Registrations & Kick-off |
| 9:00 – 10:00 am | Azure Cosmos DB Overview | Azure Cosmos DB Global Distribution | Introduction to SQL Managed Instance |
| 10:00 – 11:00 am | Azure Cosmos DB Overview cont | Azure Cosmos DB Consistency Models | Managed Instance architecture, Features, Management |
| 11:00 –11:15 am | Break | ||
| 11:15 am – 12:00 pm | Azure Cosmos DB Request Units, Azure Cosmos DB Resource Model | Azure Cosmos DB Indexing, Azure Cosmos DB Querying | Networking overview and considerations, Security considerations |
| 12:00 - 1:00 pm | Lunch | ||
| 1:00 - 2:00 pm | Creating a partitioned solution using Azure Cosmos DB (Hands on) | Authoring Azure Cosmos DB Stored Procedures using JavaScript (Hands on) | Introduction to SQL Managed Instance (hands on) |
| 2:00 - 3:00 pm | Azure Cosmos DB Partitioning, Azure Cosmos DB Object Model Design | Azure Cosmos DB Concurrency, Azure Cosmos DB Transactions, Azure Cosmos DB Change Feed | Migration overview. Migration using SQL Managed Instance (hands on) |
| 3:00 - 3:15 pm | Break | ||
| 3:15 - 4:15 pm | Querying an Azure Cosmos DB Database using the SQL API (Hands on) | Azure Cosmos DB Security and Troubleshooting | Connecting to Managed Instance, Additional topics |
| 4:15 - 5:00 pm | Discussion, Q&A | Discussion, Q&A | Discussion, Q&A |
Azure Cosmos DB:
Azure SQL Database Managed Instance:
Azure Cosmos DB:
Azure SQL Database Managed Instance:
| Start and End | Day 1 | Day 2 | Day 3 |
|---|---|---|---|
| 8:30 – 9:00 am | Registrations & Kick-off | Recap & Quiz | Recap & Quiz |
| 9:00 – 10:00 am | Modern Data Warehousing on Azure – Patterns and Practices | Spark Overview/Internals | Orchestrating pipelines with ADF (Hands on) |
| 10:00 – 11:00 am | Data Ingestion Using ADF (Hands on) | Reading Data from Data Lake/Blobs (Hands On) | Solution Compete Discussions |
| 11:00 –11:15 am | Break | ||
| 11:15 am – 12:00 pm | Azure SQL DW – What’s new | Transformations and Actions | Hackathon Introduction |
| 12:00 - 1:00 pm | Lunch | ||
| 1:00 - 2:00 pm | DW Data Loading – Considerations and caveats (Hands on) | Transformations and Actions (Hands on) | Hackathon |
| 2:00 - 3:00 pm | DW Performance deep dive and query tuning practices | Loading into SQL DW and Cosmos DB | Hackathon |
| 3:00 - 3:15 pm | Break | ||
| 3:15 - 4:15 pm | Query tuning (Hands on) | Recommended Data Pipeline Architectures | Hackathon Cont. and final presentations |
| 4:15 - 5:00 pm | Securing DW environments | Azure Databricks Delta | Hackathon Cont. and final presentations |
Azure SQL DW and ADF:
Azure Databricks:
Azure SQL DW and ADF:
Azure Databricks:
| Start and End | Day 1 | Day 2 | Day 3 |
|---|---|---|---|
| 8:30 – 9:00 am | Registrations & Kick-off | Recap & Quiz | Recap & Quiz |
| 9:00 – 10:00 am | Data Science with Big Data – Patterns and Practices | ML Pipelines (Hands on) | MLFlow - Track and benchmark model performance |
| 10:00 – 11:00 am | Spark Internals – Understanding the Engine | Linear Regression with Spark ML (Hands on) | Azure ML service for model management and Deployment |
| 11:00 –11:15 am | Break | ||
| 11:15 am – 12:00 pm | Leveraging Dataframes in Spark | Random Forests with Spark ML (Hands on) | Hackathon Introduction |
| 12:00 - 1:00 pm | Lunch | ||
| 1:00 - 2:00 pm | Spark ML | Convolutional Neural Networks | Hackathon |
| 2:00 - 3:00 pm | Spark ML Lab (Hands On) | Transfer Learning (Hands On) | Hackathon |
| 3:00 - 3:15 pm | Break | ||
| 3:15 - 4:15 pm | Spark ML Lab (Hands On) | Horovod – Part 1 (Hands On) | Hackathon Cont. and final presentations |
| 4:15 - 5:00 pm | Spark ML Streaming (Hands On) | Horovod – Part 2 (Hands On) | Hackathon Cont. and final presentations |
Azure Databricks:
Azure ML Service:
Azure Databricks:
Azure ML Service:
| Start and End | Day 1 | Day 2 | Day 3 |
|---|---|---|---|
| 8:30 – 9:00 am | Registrations & Kick-off | Recap & Quiz | Recap & Quiz |
| 9:00 – 10:00 am | Cognitive Services and PictureBot Introduction | Language Understanding (Hands on) | Cognitive Search Introduction and Lab Architecture, Cognitive Search I: Text Skills (Hands on) |
| 10:00 – 11:00 am | Computer Vision (Hands on) | Bot Architectures & Building Bots (Hands on) | Cognitive Search II: Image Skills (Hands on) |
| 11:00 –11:15 am | Break | ||
| 11:15 am – 12:00 pm | Computer Vision (Hands on) | Building Intelligent Bots contd. (hands on) | Hackathon Introduction |
| 12:00 - 1:00 pm | Lunch | ||
| 1:00 - 2:00 pm | Custom Vision, Image Classification, Object Detection (Hands on) | Bot Logging (Hands on) | Hackathon |
| 2:00 - 3:00 pm | Azure Search (Hands on) | Bot testing (Hands on) | Hackathon |
| 3:00 - 3:15 pm | Break | ||
| 3:15 - 4:15 pm | Bot Design and LUIS Design | Day 2 Case: Bot Architectures | Hackathon Cont. and final presentations |
| 4:15 - 5:00 pm | Day 1 Case: Part 1: Bots and Part 2: LUIS | Discussion: Case 1+2 | Hackathon Cont. and final presentations |
Cognitive Services & Bots: