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MLOps Engineering on AWS

• This course builds upon and extends the DevOps practice prevalent in software development to build, train, and deploy machine learning (ML) models. The course stresses the importance of data, model, and code to successful ML deployments. It will demonstrate the use of tools, automation, processes, and teamwork in addressing the challenges associated with handoffs between data engineers, data scientists, software developers, and operations. The course will also discuss the use of tools and processes to monitor and take action when the model prediction in production starts to drift from agreed-upon key performance indicators • The instructor will encourage the participants in this course to build an MLOps action plan for their organization through daily reflection of lesson and lab content, and through conversations with peers and instructors. • Course level: Intermediate • Duration: 3 days, 8 hours/day

ACTIVITES

This course includes presentations, labs, demonstrations, workbooks, and group exercises.

COURSE OBJECTIVES

In this course, you will learn to:

  • Describe machine learning operations
  • Understand the key differences between DevOps and MLOps
  • Describe the machine learning workflow
  • Discuss the importance of communications in MLOps
  • Explain end-to-end options for automation of ML workflows
  • List key Amazon SageMaker features for MLOps automation
  • Build an automated ML process that builds, trains, tests, and deploys models
  • Build an automated ML process that retrains the model based on change(s) to the model code
  • Identify elements and important steps in the deployment process
  • Describe items that might be included in a model package, and their use in training or inference
  • Recognize Amazon SageMaker options for selecting models for deployment, including support for ML frameworks and built-in algorithms or bring-your-own-models
  • Differentiate scaling in machine learning from scaling in other applications
  • Determine when to use different approaches to inference
  • Discuss deployment strategies, benefits, challenges, and typical use cases
  • Describe the challenges when deploying machine learning to edge devices
  • Recognize important Amazon SageMaker features that are relevant to deployment and inference
  • Describe why monitoring is important
  • Detect data drifts in the underlying input data
  • Demonstrate how to monitor ML models for bias
  • Explain how to monitor model resource consumption and latency
  • Discuss how to integrate human-in-the-loop reviews of model results in production

INTENDED AUDIENCE

This course is intended for any one of the following roles with responsibility for productionizing machine learning models in the AWS Cloud:

  • DevOps engineers
  • ML engineers
  • Developers/operations with responsibility for operationalizing ML models

PREREQUISITES

Required

Recommended

  • AWS Skill Builder (digital course), or equivalent experience
  • Machine Learning Terminology and Process (digital course)
Product
Amazon Web Services
Code
AWS-MLE
Duration
3 Days
Price (baht)
32,400

About the course

COURSE OUTLINE

Day 1

Module 0: welcome

  • Course introduction

Module 1: Introduction to MLOps

  • Machine learning operations
  • Goals of MLOps
  • Communication
  • From DevOps to MLOps
  • ML workflow
  • Scope
  • MLOps view of ML workflow
  • MLOps cases

Module 2: MLOps Development

  • Intro to build, train, and evaluate machine learning models
  • MLOps security
  • Automating
  • Apache Airflow
  • Kubernetes integration for MLOps
  • Amazon SageMaker for MLOps
  • Lab: Bring your own algorithm to an MLOps pipeline
  • Demonstration: Amazon SageMaker
  • Intro to build, train, and evaluate machine learning models
  • Lab: Code and serve your ML model with AWS CodeBuild
  • Activity: MLOps Action Plan Workbook

Day 2

Module 3: MLOps Deployment

  • Introduction to deployment operations
  • Model packaging
  • Inference
  • Lab: Deploy your model to production
  • SageMaker production variants
  • Deployment strategies
  • Deploying to the edge
  • Lab: Conduct A/B testing
  • Activity: MLOps Action Plan Workbook

Day 3

Module 4: Model Monitoring and Operations

  • Lab: Troubleshoot your pipeline
  • The importance of monitoring
  • Monitoring by design
  • Lab: Monitor your ML model
  • Human-in-the-loop
  • Amazon SageMaker Model Monitor
  • Demonstration: Amazon SageMaker Pipelines, Model Monitor, model registry, and Feature Store
  • Solving the Problem(s)
  • Activity: MLOps Action Plan Workbook

Module 5: Wrap-up

  • Course review
  • Activity: MLOps Action Plan Workbook
  • Wrap-up

Register for Training

Schedule

Start DateEnd DateDuration (days)PriceCode
6/10/20246/14/2024520,000AZ-204T00
7/15/20247/19/2024520,000AZ-204T00
8/5/20248/9/2024520,000AZ-204T00
9/2/20249/6/2024520,000AZ-204T00
10/7/202410/11/2024520,000AZ-204T00
11/4/202411/8/2024520,000AZ-204T00
12/9/202412/13/2024520,000AZ-204T00
6/6/20236/9/2023416,000AZ-220T00
7/24/20237/27/2023416,000AZ-220T00
8/15/20238/18/2023416,000AZ-220T00
9/5/20239/8/2023416,000AZ-220T00
10/9/202310/12/2023416,000AZ-220T00
11/7/202311/10/2023416,000AZ-220T00
12/12/202312/15/2023416,000AZ-220T00
6/4/20246/7/2024416,000AZ-400T00
7/23/20247/26/2024416,000AZ-400T00
8/13/20248/16/2024416,000AZ-400T00
9/10/20249/13/2024416,000AZ-400T00
10/8/202410/11/2024416,000AZ-400T00
11/5/202411/8/2024416,000AZ-400T00
12/10/202412/13/2024416,000AZ-400T00
6/10/20246/14/2024520,000AZ-040T00
7/8/20247/12/2024520,000AZ-040T00
8/5/20248/9/2024520,000AZ-040T00
9/2/20249/6/2024520,000AZ-040T00
10/7/202410/11/2024520,000AZ-040T00
11/4/202411/8/2024520,000AZ-040T00
12/9/202412/13/2024520,000AZ-040T00
6/25/20246/28/2024416,000AZ-104T00(T)
7/9/20247/12/2024416,000AZ-104T00(T)
8/6/20248/9/2024416,000AZ-104T00(T)
9/10/20249/13/2024416,000AZ-104T00(T)
10/15/202410/18/2024416,000AZ-104T00(T)
11/5/202411/8/2024416,000AZ-104T00(T)
12/10/202412/13/2024416,000AZ-104T00(T)
6/10/20246/12/2024312,000AZ-120T00
7/15/20247/17/2024312,000AZ-120T00
8/13/20248/15/2024312,000AZ-120T00
9/11/20249/13/2024312,000AZ-120T00
10/15/202410/17/2024312,000AZ-120T00
11/11/202411/13/2024312,000AZ-120T00
12/11/202412/13/2024312,000AZ-120T00
6/25/20246/28/2024416,000AZ-140T00
7/23/20247/26/2024416,000AZ-140T00
8/20/20248/23/2024416,000AZ-140T00
9/17/20249/20/2024416,000AZ-140T00
10/28/202410/31/2024416,000AZ-140T00
11/19/202411/22/2024416,000AZ-140T00
12/17/202412/20/2024416,000AZ-140T00
6/4/20246/7/2024416,000AZ-305T00
7/16/20247/19/2024416,000AZ-305T00
8/13/20248/16/2024416,000AZ-305T00
9/10/20249/13/2024416,000AZ-305T00
10/8/202410/11/2024416,000AZ-305T00
11/12/202411/15/2024416,000AZ-305T00
12/10/202412/13/2024416,000AZ-305T00
6/6/20236/9/2023416,000AZ-600T00
7/24/20237/27/2023416,000AZ-600T00
8/15/20238/18/2023416,000AZ-600T00
9/5/20239/8/2023416,000AZ-600T00
10/9/202310/12/2023416,000AZ-600T00
11/7/202311/10/2023416,000AZ-600T00
12/12/202312/15/2023416,000AZ-600T00
6/5/20246/7/2024312,000AZ-700T00
7/10/20247/12/2024312,000AZ-700T00
8/7/20248/9/2024312,000AZ-700T00
9/4/20249/6/2024312,000AZ-700T00
10/2/202410/4/2024312,000AZ-700T00
11/6/202411/8/2024312,000AZ-700T00
12/11/202412/13/2024312,000AZ-700T00
6/7/20236/9/2023312,000AZ-720T00
7/12/20237/14/2023312,000AZ-720T00
8/2/20238/4/2023312,000AZ-720T00
9/6/20239/8/2023312,000AZ-720T00
10/4/202310/6/2023312,000AZ-720T00
11/1/202311/3/2023312,000AZ-720T00
12/6/202312/8/2023312,000AZ-720T00
6/4/20246/7/2024416,000AZ-800T00(T)
7/16/20247/19/2024416,000AZ-800T00(T)
8/13/20248/16/2024416,000AZ-800T00(T)
9/10/20249/13/2024416,000AZ-800T00(T)
10/8/202410/11/2024416,000AZ-800T00(T)
11/12/202411/15/2024416,000AZ-800T00(T)
12/10/202412/13/2024416,000AZ-800T00(T)
6/18/20246/21/2024416,000AZ-801T00
7/23/20247/26/2024416,000AZ-801T00
8/20/20248/23/2024416,000AZ-801T00
9/17/20249/20/2024416,000AZ-801T00
10/28/202410/31/2024416,000AZ-801T00
11/19/202411/22/2024416,000AZ-801T00
12/17/202412/20/2024416,000AZ-801T00
6/10/20246/10/202414,000AZ-900T00(T)
7/19/20247/19/202414,000AZ-900T00(T)
8/19/20248/19/202414,000AZ-900T00(T)
9/9/20249/9/202414,000AZ-900T00(T)
10/7/202410/7/202414,000AZ-900T00(T)
11/11/202411/11/202414,000AZ-900T00(T)
12/9/202412/9/202414,000AZ-900T00(T)
6/4/20246/7/2024416,000AI-102T00
7/16/20247/19/2024416,000AI-102T00
8/13/20248/16/2024416,000AI-102T00
9/10/20249/13/2024416,000AI-102T00
10/8/202410/11/2024416,000AI-102T00
11/12/202411/15/2024416,000AI-102T00
12/10/202412/13/2024416,000AI-102T00
6/10/20246/10/202414,000AI-900T00
7/8/20247/8/202414,000AI-900T00
8/13/20248/13/202414,000AI-900T00
9/6/20249/6/202414,000AI-900T00
10/7/202410/7/202414,000AI-900T00
11/4/202411/4/202414,000AI-900T00
12/9/202412/9/202414,000AI-900T00
6/6/20246/7/202428,000DP-080T00
7/8/20247/9/202428,000DP-080T00
8/5/20248/6/202428,000DP-080T00
9/9/20249/10/202428,000DP-080T00
10/7/202410/8/202428,000DP-080T00
11/14/202411/15/202428,000DP-080T00
12/9/202412/10/202428,000DP-080T00
6/5/20246/7/2024312,000DP-100T01
7/3/20247/5/2024312,000DP-100T01
8/7/20248/9/2024312,000DP-100T01
9/4/20249/6/2024312,000DP-100T01
10/2/202410/4/2024312,000DP-100T01
11/6/202411/8/2024312,000DP-100T01
12/11/202412/13/2024312,000DP-100T01
6/18/20246/21/2024416,000DP-300T00(T)
7/23/20247/26/2024416,000DP-300T00(T)
8/20/20248/23/2024416,000DP-300T00(T)
9/17/20249/20/2024416,000DP-300T00(T)
10/28/202410/31/2024416,000DP-300T00(T)
11/19/202411/22/2024416,000DP-300T00(T)
12/17/202412/20/2024416,000DP-300T00(T)
6/18/20246/21/2024416,000DP-420T00
7/16/20247/19/2024416,000DP-420T00
8/20/20248/23/2024416,000DP-420T00
9/17/20249/20/2024416,000DP-420T00
10/15/202410/18/2024416,000DP-420T00
11/12/202411/15/2024416,000DP-420T00
12/17/202412/20/2024416,000DP-420T00
520,000MD-100T00
520,000MD-101T00
6/24/20246/28/2024520,000MD-102T00(T)
7/8/20247/12/2024520,000MD-102T00(T)
8/19/20248/23/2024520,000MD-102T00(T)
9/23/20249/27/2024520,000MD-102T00(T)
10/7/202410/11/2024520,000MD-102T00(T)
11/25/202411/29/2024520,000MD-102T00(T)
12/23/202412/27/2024520,000MD-102T00(T)
520,000MS-100T00
520,000MS-101T00
6/17/20246/21/2024520,000MS-102T00(T)
7/15/20247/19/2024520,000MS-102T00(T)
8/26/20248/30/2024520,000MS-102T00(T)
9/23/20249/27/2024520,000MS-102T00(T)
10/7/202410/11/2024520,000MS-102T00(T)
11/25/202411/29/2024520,000MS-102T00(T)
12/23/202412/27/2024520,000MS-102T00(T)
6/10/20246/14/2024520,000MS-203T00
320,000MS-220T00
6/11/20246/14/2024416,000MS-600T00
6/4/20246/7/2024416,000MS-700T00(T)
7/23/20247/26/2024416,000MS-700T00(T)
8/13/20248/16/2024416,000MS-700T00(T)
9/10/20249/13/2024416,000MS-700T00(T)
10/15/202410/18/2024416,000MS-700T00(T)
11/12/202411/15/2024416,000MS-700T00(T)
12/10/202412/13/2024416,000MS-700T00(T)
312,000MS-720T00
6/18/20246/21/2024416,000MS-721T00
7/23/20247/26/2024416,000MS-721T00
8/13/20248/16/2024416,000MS-721T00
9/10/20249/13/2024416,000MS-721T00
10/8/202410/11/2024416,000MS-721T00
11/12/202411/15/2024416,000MS-721T00
12/10/202412/13/2024416,000MS-721T00
312,000MS-740T00
6/14/20246/14/202414,000MS-080T00
7/15/20247/15/202414,000MS-080T00
8/15/20248/15/202414,000MS-080T00
9/16/20249/16/202414,000MS-080T00
10/21/202410/21/202414,000MS-080T00
11/18/202411/18/202414,000MS-080T00
12/6/202412/6/202414,000MS-080T00
6/14/20246/14/202414,000MS-900T01(T)
7/15/20247/15/202414,000MS-900T01(T)
8/15/20248/15/202414,000MS-900T01(T)
9/16/20249/16/202414,000MS-900T01(T)
10/21/202410/21/202414,000MS-900T01(T)
11/18/202411/18/202414,000MS-900T01(T)
12/6/202412/6/202414,000MS-900T01(T)
6/10/20246/14/2024520,00055354A(T)
7/15/20247/19/2024520,00055354A(T)
8/19/20248/23/2024520,00055354A(T)
9/16/20249/20/2024520,00055354A(T)
10/7/202410/11/2024520,00055354A(T)
11/18/202411/22/2024520,00055354A(T)
12/16/202412/20/2024520,00055354A(T)
6/4/20246/7/2024416,000AZ-500T00(T)
7/16/20247/19/2024416,000AZ-500T00(T)
8/13/20248/16/2024416,000AZ-500T00(T)
9/10/20249/13/2024416,000AZ-500T00(T)
10/8/202410/11/2024416,000AZ-500T00(T)
11/12/202411/15/2024416,000AZ-500T00(T)
12/10/202412/13/2024416,000AZ-500T00(T)
416,000MS-500T00
6/4/20246/7/2024416,000SC-100T00(T)
7/16/20247/19/2024416,000SC-100T00(T)
8/13/20248/16/2024416,000SC-100T00(T)
9/10/20249/13/2024416,000SC-100T00(T)
10/8/202410/11/2024416,000SC-100T00(T)
11/12/202411/15/2024416,000SC-100T00(T)
12/10/202412/13/2024416,000SC-100T00(T)
6/4/20246/7/2024416,000SC-200T00(T)
7/16/20247/19/2024416,000SC-200T00(T)
8/13/20248/16/2024416,000SC-200T00(T)
9/10/20249/13/2024416,000SC-200T00(T)
10/8/202410/11/2024416,000SC-200T00(T)
11/12/202411/15/2024416,000SC-200T00(T)
12/10/202412/13/2024416,000SC-200T00(T)
6/18/20246/21/2024416,000SC-300T00(T)
7/23/20247/26/2024416,000SC-300T00(T)
8/20/20248/23/2024416,000SC-300T00(T)
9/17/20249/20/2024416,000SC-300T00(T)
10/28/202410/31/2024416,000SC-300T00(T)
11/19/202411/22/2024416,000SC-300T00(T)
12/17/202412/20/2024416,000SC-300T00(T)
6/18/20246/21/2024416,000SC-400T00(T)
7/16/20247/19/2024416,000SC-400T00(T)
8/27/20248/30/2024416,000SC-400T00(T)
9/24/20249/27/2024416,000SC-400T00(T)
10/28/202410/31/2024416,000SC-400T00(T)
11/19/202411/22/2024416,000SC-400T00(T)
12/10/202412/13/2024416,000SC-400T00(T)
6/10/20246/10/202414,000SC-900T00(T)
7/26/20247/26/202414,000SC-900T00(T)
8/13/20248/13/202414,000SC-900T00(T)
9/9/20249/9/202414,000SC-900T00(T)
10/7/202410/7/202414,000SC-900T00(T)
11/11/202411/11/202414,000SC-900T00(T)
12/4/202412/4/202414,000SC-900T00(T)
6/4/20246/7/2024416,000PL-100T00(T)
6/18/20246/21/2024416,000PL-200T00(T)
7/9/20247/12/2024416,000PL-200T00(T)
8/13/20248/16/2024416,000PL-200T00(T)
9/10/20249/13/2024416,000PL-200T00(T)
10/15/202410/18/2024416,000PL-200T00(T)
11/12/202411/15/2024416,000PL-200T00(T)
12/17/202412/20/2024416,000PL-200T00(T)
6/10/20246/12/2024312,000PL-300T00(T)
7/23/20247/25/2024312,000PL-300T00(T)
7/30/20248/1/2024312,000PL-300T00(T)
8/13/20248/15/2024312,000PL-300T00(T)
9/11/20249/13/2024312,000PL-300T00(T)
10/15/202410/17/2024312,000PL-300T00(T)
11/11/202411/13/2024312,000PL-300T00(T)
12/11/202412/13/2024312,000PL-300T00(T)
6/17/20246/21/2024520,000PL-400T00(T)
7/8/20247/12/2024520,000PL-400T00(T)
8/19/20248/23/2024520,000PL-400T00(T)
9/16/20249/20/2024520,000PL-400T00(T)
10/7/202410/11/2024520,000PL-400T00(T)
11/18/202411/22/2024520,000PL-400T00(T)
12/16/202412/20/2024520,000PL-400T00(T)
6/18/20246/21/2024416,000PL-500T00(T)
7/9/20247/12/2024416,000PL-500T00(T)
8/20/20248/23/2024416,000PL-500T00(T)
9/2/20249/5/2024416,000PL-500T00(T)
10/15/202410/18/2024416,000PL-500T00(T)
11/19/202411/22/2024416,000PL-500T00(T)
12/17/202412/20/2024416,000PL-500T00(T)
6/17/20246/19/2024312,000PL-600T00(T)
7/23/20247/25/2024312,000PL-600T00(T)
8/26/20248/28/2024312,000PL-600T00(T)
9/25/20249/27/2024312,000PL-600T00(T)
10/28/202410/30/2024312,000PL-600T00(T)
11/20/202411/22/2024312,000PL-600T00(T)
12/23/202412/25/2024312,000PL-600T00(T)
6/10/20246/10/202414,000PL-900T00(T)
7/8/20247/8/202414,000PL-900T00(T)
8/13/20248/13/202414,000PL-900T00(T)
9/6/20249/6/202414,000PL-900T00(T)
10/7/202410/7/202414,000PL-900T00(T)
11/4/202411/4/202414,000PL-900T00(T)
12/9/202412/9/202414,000PL-900T00(T)
6/24/20246/27/2024410,000PWA-201(T)
7/1/20247/4/2024410,000PWA-201(T)
8/26/20248/29/2024410,000PWA-201(T)
9/23/20249/26/2024410,000PWA-201(T)
10/7/202410/10/2024410,000PWA-201(T)
11/25/202411/28/2024410,000PWA-201(T)
12/23/202412/26/2024410,000PWA-201(T)
6/24/20246/25/202425,000M365-End-User(T)
7/8/20247/9/202425,000M365-End-User(T)
8/5/20248/6/202425,000M365-End-User(T)
9/2/20249/3/202425,000M365-End-User(T)
9/30/202410/1/202425,000M365-End-User(T)
11/6/202411/7/202425,000M365-End-User(T)
12/2/202412/3/202425,000M365-End-User(T)
12,500O365-Admin-ENH
6/13/20246/13/202414,00055154B(T)
7/15/20247/15/202414,00055154B(T)
8/16/20248/16/202414,00055154B(T)
9/16/20249/16/202414,00055154B(T)
10/18/202410/18/202414,00055154B(T)
11/11/202411/11/202414,00055154B(T)
12/9/202412/9/202414,00055154B(T)
6/10/20246/10/202412,500OF-19-NF
6/13/20246/14/202425,000WD-19-01
6/20/20246/21/202425,000WD-19-02
6/13/20246/14/202425,000EX-19-01
6/20/20246/21/202425,000EX-19-02
6/24/20246/24/202412,500EX-19-03
6/11/20246/12/202425,000PP-19-01
6/13/20246/14/202425,000PP-19-02
6/5/20246/7/202437,500PJ-19-US
6/24/20246/24/202412,500OL-19-01
6/24/20246/28/2024520,000ASP-MVC5
7/15/20247/19/2024520,000ASP-MVC5
8/26/20248/30/2024520,000ASP-MVC5
9/23/20249/27/2024520,000ASP-MVC5
10/7/202410/11/2024520,000ASP-MVC5
11/25/202411/29/2024520,000ASP-MVC5
12/23/202412/27/2024520,000ASP-MVC5
6/27/20246/28/202428,00055267-A
7/30/20247/31/202428,00055267-A
8/19/20248/20/202428,00055267-A
9/16/20249/17/202428,00055267-A
10/24/202410/25/202428,00055267-A
11/18/202411/19/202428,00055267-A
12/19/202412/20/202428,00055267-A
6/4/20246/7/2024416,00055284-A
7/16/20247/19/2024416,00055284-A
8/13/20248/16/2024416,00055284-A
9/10/20249/13/2024416,00055284-A
10/15/202410/18/2024416,00055284-A
11/11/202411/14/2024416,00055284-A
12/10/202412/13/2024416,00055284-A
6/13/20246/14/202428,00055285-A
7/30/20247/31/202428,00055285-A
8/19/20248/20/202428,00055285-A
9/16/20249/17/202428,00055285-A
10/21/202410/22/202428,00055285-A
11/18/202411/19/202428,00055285-A
12/19/202412/20/202428,00055285-A
6/24/20246/28/2024520,00055039-B
7/15/20247/19/2024520,00055039-B
8/26/20248/30/2024520,00055039-B
9/23/20249/27/2024520,00055039-B
10/7/202410/11/2024520,00055039-B
11/25/202411/29/2024520,00055039-B
12/23/202412/27/2024520,00055039-B
6/18/20246/21/2024416,00055215-B(T)
7/1/20247/4/2024416,00055215-B(T)
8/13/20248/16/2024416,00055215-B(T)
9/10/20249/13/2024416,00055215-B(T)
10/8/202410/11/2024416,00055215-B(T)
11/12/202411/15/2024416,00055215-B(T)
12/10/202412/13/2024416,00055215-B(T)
6/5/20246/7/2024312,00055199-A(T)
7/3/20247/5/2024312,00055199-A(T)
8/7/20248/9/2024312,00055199-A(T)
9/4/20249/6/2024312,00055199-A(T)
10/2/202410/4/2024312,00055199-A(T)
11/6/202411/8/2024312,00055199-A(T)
12/2/202412/4/2024312,00055199-A(T)
6/11/20246/12/202428,00055200-A(T)
7/8/20247/9/202428,00055200-A(T)
8/5/20248/6/202428,00055200-A(T)
9/9/20249/10/202428,00055200-A(T)
10/7/202410/8/202428,00055200-A(T)
11/14/202411/15/202428,00055200-A(T)
12/2/202412/3/202428,00055200-A(T)
416,00055217-A
6/24/20246/28/2024520,00055234-A(T)
7/15/20247/19/2024520,00055234-A(T)
8/26/20248/30/2024520,00055234-A(T)
9/23/20249/27/2024520,00055234-A(T)
10/7/202410/11/2024520,00055234-A(T)
11/25/202411/29/2024520,00055234-A(T)
12/23/202412/27/2024520,00055234-A(T)
6/17/20246/19/2024312,00055238-B(T)
7/24/20247/26/2024312,00055238-B(T)
8/7/20248/9/2024312,00055238-B(T)
9/4/20249/6/2024312,00055238-B(T)
10/28/202410/30/2024312,00055238-B(T)
11/11/202411/13/2024312,00055238-B(T)
12/11/202412/13/2024312,00055238-B(T)
6/6/20246/7/202428,00055251-A(T)
7/1/20247/2/202428,00055251-A(T)
8/1/20248/2/202428,00055251-A(T)
9/2/20249/3/202428,00055251-A(T)
10/7/202410/8/202428,00055251-A(T)
11/4/202411/5/202428,00055251-A(T)
12/2/202412/3/202428,00055251-A(T)
6/10/20246/14/2024512,00010972(T)
7/8/20247/12/2024512,00010972(T)
8/5/20248/9/2024512,00010972(T)
9/2/20249/6/2024512,00010972(T)
10/7/202410/11/2024512,00010972(T)
11/4/202411/8/2024512,00010972(T)
12/9/202412/13/2024512,00010972(T)
6/18/20246/21/2024416,00010987(T)
7/23/20247/26/2024416,00010987(T)
8/6/20248/9/2024416,00010987(T)
9/17/20249/20/2024416,00010987(T)
10/15/202410/18/2024416,00010987(T)
11/12/202411/15/2024416,00010987(T)
12/17/202412/20/2024416,00010987(T)
6/24/20246/26/2024312,00010997
7/15/20247/17/2024312,00010997
8/26/20248/28/2024312,00010997
9/25/20249/27/2024312,00010997
10/28/202410/30/2024312,00010997
11/25/202411/27/2024312,00010997
12/23/202412/25/2024312,00010997
6/24/20246/28/2024520,00020761
7/15/20247/19/2024520,00020761
8/26/20248/30/2024520,00020761
9/23/20249/27/2024520,00020761
10/28/202411/1/2024520,00020761
11/25/202411/29/2024520,00020761
12/16/202412/20/2024520,00020761
6/10/20246/14/2024520,00020764(T)
7/8/20247/12/2024520,00020764(T)
8/26/20248/30/2024520,00020764(T)
9/9/20249/13/2024520,00020764(T)
9/30/202410/4/2024520,00020764(T)
11/11/202411/15/2024520,00020764(T)
12/9/202412/13/2024520,00020764(T)
6/13/20246/14/202428,00020778(T)
7/18/20247/19/202428,00020778(T)
8/5/20248/6/202428,00020778(T)
9/2/20249/3/202428,00020778(T)
10/7/202410/8/202428,00020778(T)
11/14/202411/15/202428,00020778(T)
12/2/202412/3/202428,00020778(T)
6/5/20246/7/2024312,00020779
7/3/20247/5/2024312,00020779
8/7/20248/9/2024312,00020779
9/4/20249/6/2024312,00020779
10/2/202410/4/2024312,00020779
11/6/202411/8/2024312,00020779
12/11/202412/13/2024312,00020779
6/10/20246/14/2024520,000WS-011T00(T)
7/8/20247/12/2024520,000WS-011T00(T)
8/5/20248/9/2024520,000WS-011T00(T)
9/2/20249/6/2024520,000WS-011T00(T)
9/30/202410/4/2024520,000WS-011T00(T)
11/4/202411/8/2024520,000WS-011T00(T)
12/9/202412/13/2024520,000WS-011T00(T)
7/9/20247/12/2024416,000DP-600T00
10/8/202410/11/2024416,000DP-600T00
6/14/20246/14/202414,000DP-3011
9/9/20249/9/202414,000DP-3011
7/15/20247/15/202414,000DP-3012
10/18/202410/18/202414,000DP-3012
8/16/20248/16/202414,000DP-3014
11/11/202411/11/202414,000DP-3014
7/12/20247/12/202414,000DP-605T00
10/25/202410/25/202414,000DP-605T00
6/14/20246/14/202414,000DP-900T00(T)
7/15/20247/15/202414,000DP-900T00(T)
8/2/20248/2/202414,000DP-900T00(T)
9/16/20249/16/202414,000DP-900T00(T)
10/18/202410/18/202414,000DP-900T00(T)
11/11/202411/11/202414,000DP-900T00(T)
12/16/202412/16/202414,000DP-900T00(T)
6/4/20246/7/202448,000IC-001T00
7/2/20247/5/202448,000IC-001T00
8/6/20248/9/202448,000IC-001T00
9/10/20249/13/202448,000IC-001T00
10/1/202410/4/202448,000IC-001T00
11/5/202411/8/202448,000IC-001T00
12/10/202412/13/202448,000IC-001T00
112,900ERT-GAI01
110,000ERTV-01
7/1/20247/3/2024326,000ERTV-02
8/21/20248/23/2024326,000ERTV-02
9/16/20249/18/2024326,000ERTV-02
10/28/202410/30/2024326,000ERTV-02
11/11/202411/13/2024326,000ERTV-02
12/16/202412/18/2024326,000ERTV-02
7/15/20247/17/2024326,000ERTV-03
10/16/202410/18/2024326,000ERTV-03
9/25/20249/27/2024326,000ERTV-04
8/7/20248/9/2024326,000ERTV-05
11/25/202411/27/2024326,000ERTV-05
590,000VSFT7
166,000VSTS7
340,000VSD8(T)
25,000SRMICM82
6/10/20246/12/2024340,000VSKDM7(T)
449,000TKGIEICM110
6/24/20246/28/2024560,000NSXTICM32(T)
60,000NSXICM64(T)
60,000VCDICM104(T)
25,000VRASSSODM86(T)
60,000VSANICM8(T)
40,000VSTDCM8(T)
60,000WS1DM22(T)
90,000WS1DMUEMT22(T)
566,000NSXTD32
9/23/20249/27/2024560,000VROICM86(T)
10/2/202310/6/2023566,000NSXTTO32
10/16/202310/20/2023560,000HDM8
11/6/202311/10/2023560,000HDM8
25,000HIA8
7/23/20247/26/2024449,000KFCO(T)
6/6/20246/7/2024210,800AWS-CPE(T)
6/17/20246/18/2024210,800AWS-CPE(T)
7/4/20247/5/2024210,800AWS-CPE(T)
7/16/20247/17/2024210,800AWS-CPE(T)
8/6/20248/7/2024210,800AWS-CPE(T)
6/26/20246/26/202415,900AWS-EBL
6/25/20246/25/202415,900AWS-EFS
6/19/20246/21/2024332,400AWS-ARC(T)
7/3/20247/5/2024332,400AWS-ARC(T)
8/21/20248/23/2024332,400AWS-ARC(T)
9/18/20249/20/2024332,400AWS-ARC(T)
10/16/202410/18/2024332,400AWS-ARC(T)
11/20/202411/22/2024332,400AWS-ARC(T)
12/18/202412/20/2024332,400AWS-ARC(T)
10,800AWS-WBP
32,400AWS-ADA
10,800AWS-AWB
54,000AWS-ARA
6/19/20246/21/2024332,400AWS-COA(T)
7/16/20247/18/2024332,400AWS-COA(T)
8/28/20248/30/2024332,400AWS-COA(T)
9/25/20249/27/2024332,400AWS-COA(T)
10/28/202410/30/2024332,400AWS-COA(T)
11/20/202411/22/2024332,400AWS-COA(T)
12/25/202412/27/2024332,400AWS-COA(T)
21,600AWS-FIN
32,400AWS-CFM
8/21/20248/23/2024332,400AWS-DWA
9/18/20249/20/2024332,400AWS-DWA
10/16/202410/18/2024332,400AWS-DWA
11/20/202411/22/2024332,400AWS-DWA
12/18/202412/20/2024332,400AWS-DWA
10,800AWS-BLK
10,800AWS-BDA
10,800AWS-BBD
10,800AWS-BSD
21,600AWS-AVA
8/28/20248/30/2024332,400AWS-PDD
9/25/20249/27/2024332,400AWS-PDD
10/28/202410/30/2024332,400AWS-PDD
11/20/202411/22/2024332,400AWS-PDD
12/25/202412/27/2024332,400AWS-PDD
8/21/20248/23/2024332,400AWS-DEV
9/18/20249/20/2024332,400AWS-DEV
10/16/202410/18/2024332,400AWS-DEV
11/20/202411/22/2024332,400AWS-DEV
12/18/202412/200/2024332,400AWS-DEV
32,400AWS-ADE
8/28/20248/30/2024332,400AWS-DOP
9/25/20249/27/2024332,400AWS-DOP
10/28/202410/30/2024332,400AWS-DOP
11/20/202411/22/2024332,400AWS-DOP
12/25/202412/27/2024332,400AWS-DOP
8/26/20248/26/2024110,800AWS-DEL
9/17/20249/17/2024110,800AWS-DEL
10/15/202410/15/2024110,800AWS-DEL
11/19/202411/19/2024110,800AWS-DEL
8/27/20248/29/2024332,400AWS-MLE
9/18/20249/20/2024332,400AWS-MLE
10/16/202410/18/2024332,400AWS-MLE
11/20/202411/22/2024332,400AWS-MLE
10,800AWS-PDS
43,200AWS-MLP
32,400AWS-SSD
21,600AWS-VSE
6/21/20246/21/2024110,800AWS-MES
7/1/20247/1/2024110,800AWS-MES
8/5/20248/5/2024110,800AWS-MES
9/16/20249/16/2024110,800AWS-MES
10/15/202410/15/2024110,800AWS-MES
11/15/202411/15/2024110,800AWS-MES
12/16/202412/16/2024110,800AWS-MES
6/19/20246/21/2024332,400AWS-MGA
8/7/20248/9/2024332,400AWS-MGA
10/16/202410/18/2024332,400AWS-MGA
6/21/20246/21/2024110,800AWS-SES
7/19/20247/19/2024110,800AWS-SES
8/20/20248/20/2024110,800AWS-SES
9/16/20249/16/2024110,800AWS-SES
10/15/202410/15/2024110,800AWS-SES
11/15/202411/15/2024110,800AWS-SES
12/16/202412/16/2024110,800AWS-SES
8/28/20248/30/2024332,400AWS-SEN
9/25/20249/27/2024332,400AWS-SEN
10/28/202410/30/2024332,400AWS-SEN
11/20/202411/22/2024332,400AWS-SEN
12/25/202412/27/2024332,400AWS-SEN
10,800AWS-SGS
10,800AWS-SBP
6/18/20246/18/2024110,800AWS-TES(T)
7/15/20247/15/2024110,800AWS-TES(T)
8/19/20248/19/2024110,800AWS-TES(T)
8/27/20248/27/2024110,800AWS-TES(T)
9/19/20249/19/2024110,800AWS-TES(T)
10/17/202410/17/2024110,800AWS-TES(T)
11/7/202411/7/2024110,800AWS-TES(T)
12/10/202412/10/2024110,800AWS-TES(T)
6/10/20246/12/2024342,300D1101651GC10
7/3/20247/5/2024342,300D1101651GC10
8/7/20248/9/2024342,300D1101651GC10
9/4/20249/6/2024342,300D1101651GC10
10/2/202410/4/2024342,300D1101651GC10
11/6/202411/8/2024342,300D1101651GC10
12/11/202412/13/2024342,300D1101651GC10
6/10/20246/14/2024556,500D107509GC10
7/1/20247/5/2024556,500D107509GC10
8/5/20248/9/2024556,500D107509GC10
9/2/20249/6/2024556,500D107509GC10
9/30/202410/4/2024556,500D107509GC10
11/4/202411/8/2024556,500D107509GC10
12/9/202412/13/2024556,500D107509GC10
6/17/20246/21/2024556,500D107511GC10
7/15/20247/19/2024556,500D107511GC10
8/19/20248/23/2024556,500D107511GC10
9/9/20249/13/2024556,500D107511GC10
10/7/202410/11/2024556,500D107511GC10
11/11/202411/15/2024556,500D107511GC10
12/16/202412/20/2024556,500D107511GC10
6/24/20246/28/2024556,500D108103GC20
7/15/20247/19/2024556,500D108103GC20
8/26/20248/30/2024556,500D108103GC20
9/16/20249/20/2024556,500D108103GC20
10/28/202411/1/2024556,500D108103GC20
11/18/202411/22/2024556,500D108103GC20
12/23/202412/27/2024556,500D108103GC20
6/18/20246/21/2024456,400D108654GC10
7/9/20247/12/2024456,400D108654GC10
8/13/20248/16/2024456,400D108654GC10
9/10/20249/13/2024456,400D108654GC10
10/15/202410/18/2024456,400D108654GC10
11/12/202411/15/2024456,400D108654GC10
12/10/202412/13/2024456,400D108654GC10
556,500D78848GC20
6/25/20246/28/2024456,400D108634GC10
7/23/20247/26/2024456,400D108634GC10
8/20/20248/23/2024456,400D108634GC10
9/17/20249/20/2024456,400D108634GC10
10/15/202410/18/2024456,400D108634GC10
11/19/202411/22/2024456,400D108634GC10
12/17/202412/20/2024456,400D108634GC10
6/4/20246/5/2024236,900D108638GC10
7/1/20247/2/2024236,900D108638GC10
8/1/20248/2/2024236,900D108638GC10
9/2/20249/3/2024236,900D108638GC10
9/30/202410/1/2024236,900D108638GC10
11/4/202411/5/2024236,900D108638GC10
12/2/202412/3/2024236,900D108638GC10
6/10/20246/14/2024570,500D108774GC20
7/8/20247/12/2024570,500D108774GC20
8/5/20248/9/2024570,500D108774GC20
9/9/20249/13/2024570,500D108774GC20
10/7/202410/11/2024570,500D108774GC20
11/18/202411/22/2024570,500D108774GC20
12/16/202412/20/2024570,500D108774GC20
6/24/20246/28/2024570,500D108630GC10
7/15/20247/19/2024570,500D108630GC10
8/26/20248/30/2024570,500D108630GC10
9/23/20249/27/2024570,500D108630GC10
10/28/202411/1/2024570,500D108630GC10
11/25/202411/29/2024570,500D108630GC10
12/23/202412/27/2024570,500D108630GC10
6/24/20246/28/2024570,500D110148GC10
7/15/20247/19/2024570,500D110148GC10
8/26/20248/30/2024570,500D110148GC10
9/23/20249/27/2024570,500D110148GC10
10/28/202411/1/2024570,500D110148GC10
11/25/202411/29/2024570,500D110148GC10
12/16/202412/20/2024570,500D110148GC10
6/10/20246/10/202412,500OF-19-NF(T)
7/8/20247/8/202412,500OF-19-NF(T)
8/13/20248/13/202412,500OF-19-NF(T)
9/6/20249/6/202412,500OF-19-NF(T)
10/7/202410/7/202412,500OF-19-NF(T)
11/4/202411/4/202412,500OF-19-NF(T)
12/6/202412/6/202412,500OF-19-NF(T)
6/13/20246/14/202425,000WD-19-01(T)
7/8/20247/9/202425,000WD-19-01(T)
8/5/20248/6/202425,000WD-19-01(T)
9/23/20249/24/202425,000WD-19-01(T)
10/15/202410/16/202425,000WD-19-01(T)
11/14/202411/15/202425,000WD-19-01(T)
12/9/202412/10/202425,000WD-19-01(T)
6/20/20246/21/202425,000WD-19-02(T)
7/18/20247/19/202425,000WD-19-02(T)
8/19/20248/20/202425,000WD-19-02(T)
9/23/20249/24/202425,000WD-19-02(T)
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