Code: AWS_DS AWS Difficulty: Advanced

Practical Data Science with Amazon SageMaker

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Price without VAT 750,00 €

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Goals

In this course, you will learn how to:

  • Apply Amazon SageMaker to a specific use case and dataset
  • Practice all the steps of the typical data science process
  • Visualize and understand the dataset
  • Explore how the attributes of the dataset relate to each other
  • Prepare the dataset for training
  • Use built-in algorithms
  • Train models with Amazon SageMaker using built-in algorithms
  • Explore results and performance of the model, and demonstrate how it can be tuned and executed outside of SageMaker
  • Run predictions on a batch of data with Amazon SageMaker
  • Deploy a model to an endpoint in Amazon SageMaker for real-time predictions
  • Learn how to configure an endpoint for serving predictions at scale
  • Understand Hyperparameter Optimization (HPO) with Amazon SageMaker to find optimal model parameters
  • Understand how to perform A/B model testing using Amazon SageMaker
  • Perform the domain-specific cost of errors analysis to further tune the model threshold in order to maximize model utility expressed in financial terms

Training format

As a standard, we implement a full-time course (onsite or ILT *) in the ALEF Training Center. Upon agreement, it is possible to implement the course at the client's premises. The course can also be implemented online (vILT **) via a video conferencing platform - Cisco Webex meetings. Instructor- led virtual training is a combination of the best of a traditional classroom course and interactive training without having to leave your own office or the comfort of your home. Convince yourself of top quality transmission, video calls and effective team collaboration.

Explanations:

  • ILT - Instructor Led-Training * - instructor-led training in the classroom. ** vILT (Virtual Instructor-Led Training) - this is a form of distance learning, where the instructor conducts training from the classroom through an online platform to which students connect from their offices or the comfort of their home.

Requirements

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

  • Experience with Python programming language
  • Familiarity with NumPy and Pandas Python libraries is a plus
  • Familiarity with fundamental machine learning algorithms
  • Familiarity with productionizing machine learning models

Contents

In this course, learn how to solve a real-world use case with machine learning and produce actionable results using Amazon SageMaker. This course teaches you how to use Amazon SageMaker to cover the different stages of the typical data science process, from analyzing and visualizing a data set, to preparing the data and feature engineering, down to the practical aspects of model building, training, tuning and deployment.

Literature

Participants will receive access to an electronic version of the study materials.

Technical equipment

It's recommended to bring your own notebook, but not required. All students will have their own workstation to use during the course.

Tailored trainings

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Training rooms

ALEF operates with training rooms match submarine's style to unexpected, unusual while still being smart and available to work in. We have several type of rooms for small groups and up to larger rooms with modern technical equipment and supportive technologies we provide.

We also deliver the high-quality multimedia sharing for efficient, effective virtual communication on a global scale. In the Competence Center is also available Spark Board. Cisco Sparkboard integrates the most common tools needed for team collaboration in physical meeting rooms into a single elegant device. It also combines white board, video or audio conference features.

All ALEF training centres operates with testing centre that provides full acess to take an exam and get certificate provided by our vendors. ALEF provides to our customer complete management and administration.

Training rooms – Bratislava

Team of lecturers

Our team - consisting of more than 50 instructors - offers a full range of technological knowledge in the field of routing, switching, security, collaboration and data centers. The expertise of instructors is evidenced by a range of top-level international certifications.

The uniqueness of our lecturers lies mainly in their extensive experience in connection with each project, allowing them to respond very flexibly to any question or suggestion from students, and to pass on their practical knowledge to the participants of these courses. Thanks to the synergy of the company’s reliable operation and many years of experience, we have been very flexible in responding to the changes prepared in the Cisco field, so we can guarantee you a wide range of certified courses that enable you and your colleagues to acquire the necessary know-how for future certification tests.

In addition to the certified trainings, we offer special courses that are focused primarily on the development of the necessary configuration skills.

OUR KNOWLEDGE IS YOUR FUTURE

200 +

Courses

20+

Training rooms

10000+

Certificates

50+

Certified lecturers

7

Countries

Cisco Learning PartnerCisco Business Enablement Partner   Comptia F5AWS