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Amazon SageMaker Studio for Data Scientists

Amazon SageMaker Studio helps data scientists prepare, build, train, deploy, and monitor machine learning (ML) models quickly by bringing together a broad set of capabilities purpose-built for ML. This course prepares experienced data scientists to use the tools that are part of SageMaker Studio to improve productivity at every step of the ML lifecycle. • Course level: Advanced • Duration: 3 days

ACTIVITES

This course includes presentations, demonstrations, practice labs, discussions, and a capstone project.

COURSE OBJECTIVES

In this course, you will learn to:

  • Accelerate the preparation, building, training, deployment, and monitoring of ML solutions by using Amazon SageMaker Studio.

INTENDED AUDIENCE

This course is intended for:

  • Experienced data scientists who are proficient in ML and deep learning fundamentals. Relevant experience includes using ML frameworks, Python programming, and the process of building, training, tuning, and deploying models.

PREREQUISITES

We recommend that attendees of this course have the following prerequisites:

We recommend that attendees of this course have the following prerequisites:

 

Product
Amazon Web Services
Code
AWS-SSD
Duration
3 Days
Price (baht)
32,400

About the course

COURSE OUTLINE

Module 1: Amazon SageMaker Setup and Navigation

  • Launch SageMaker Studio from the AWS Service Catalog.
  • Navigate the SageMaker Studio UI.
  • Demo 1: SageMaker UI Walkthrough
  • Lab 1: Launch SageMaker Studio from AWS Service Catalog

Module 2: Data Processing

  • Use Amazon SageMaker Studio to collect, clean, visualize, analyze, and transform data.
  • Set up a repeatable process for data processing.
  • Use SageMaker to validate that collected data is ML ready.
  • Detect bias in collected data and estimate baseline model accuracy.
  • Lab 2: Analyze and Prepare Data Using SageMaker Data Wrangler
  • Lab 3: Analyze and Prepare Data at Scale Using Amazon EMR
  • Lab 4: Data Processing Using SageMaker Processing and the SageMaker Python SDK
  • Lab 5: Feature Engineering Using SageMaker Feature Store

Module 3: Model Development

  • Use Amazon SageMaker Studio to develop, tune, and evaluate an ML model against business objectives and fairness and explainability best practices.
  • Fine-tune ML models using automatic hyperparameter optimization capability.
  • Use SageMaker Debugger to surface issues during model development.
  • Demo 2: Autopilot
  • Lab 6: Track Iterations of Training and Tuning Models Using SageMaker Experiments
  • Lab 7: Analyze, Detect, and Set Alerts Using SageMaker Debugger
  • Lab 8: Identify Bias Using SageMaker Clarify

Module 4: Deployment and Inference

  • Use Model Registry to create a model group; register, view, and manage model versions; modify model approval status; and deploy a model.
  • Design and implement a deployment solution that meets inference use case requirements.
  • Create, automate, and manage end-to-end ML workflows using Amazon SageMaker Pipelines.
  • Lab 9: Inferencing with SageMaker Studio
  • Lab 10: Using SageMaker Pipelines and the SageMaker Model Registry with SageMaker Studio

Module 5: Monitoring

  • Configure a SageMaker Model Monitor solution to detect issues and initiate alerts for changes in data quality, model quality, bias drift, and feature attribution (explainability) drift.
  • Create a monitoring schedule with a predefined interval
  • Demo 3: Model Monitoring

Module 6: Managing SageMaker Studio Resources and Updates

  • List resources that accrue charges.
  • Recall when to shut down instances.
  • Explain how to shut down instances, notebooks, terminals, and kernels.
  • Understand the process to update SageMaker Studio.

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)
10/17/202410/18/202425,000WD-19-02(T)
11/18/202411/19/202425,000WD-19-02(T)
12/19/202412/20/202425,000WD-19-02(T)
6/13/20246/14/202425,000EX-19-01(T)
7/8/20247/9/202425,000EX-19-01(T)
8/5/20248/6/202425,000EX-19-01(T)
9/23/20249/24/202425,000EX-19-01(T)
10/15/202410/16/202425,000EX-19-01(T)
11/14/202411/15/202425,000EX-19-01(T)
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