Cloud Scale Machine Learning

Build machine learning models at any scale from in Cloud Scale Machine Learning, a comprehensive 2-day course designed for data and tech professionals. This course will provide participants with a comprehensive understanding of how to scale machine learning models and data analysis. In this course, you’ll learn the strategies and tools to determine the best fit for specific use cases and gain hands-on experience applying that knowledge with state-of-the-art tools. Participants will gain hands-on experience using technologies for scalable machine learning, such as Dask, Ray, Horovod, and DeepSpeed. Upon completion, participants be empowered to build machine learning models that only are only possible through cloud scale computing.

Duration

2 Days

AUDIENCE

Data Scientists, Data Engineers, Machine Learning Engineers, MLOps professionals.

Prerequisites

Participants should have intermediate programming skills (preferably in Python), an understanding of mathematics and statistics, basic familiarity with machine learning / neural networks, a grasp of computer science fundamentals, familiarity with common operating systems and basic command-line operations, and a willingness to review pre-course materials.

These prerequisites will help participants engage effectively with the course material and hands-on labs, making the learning experience more rewarding. Attendees will also need to be able to ssh into a supplied cloud instance during the course to complete the lab work.

Upon completing this course, participants will:

• Build an in-depth understanding of how to scale machine learning models and data analysis
• Learn how to determine which scaling strategy and tools best fit your use case
• Gain hands-on experience using state-of-the-art technologies for scalable machine learning, such as Dask, Ray, Hovorod and DeepSpeed
• Develop the skills and expertise to build machine learning models with trillions of parameters, using petabytes of data

Register 21 days before class start date and save 10%! Enter discount code EARLY10 during registration.

Register 21 days before class start date and save $250! Enter discount code EARLY250 during registration.

Is there a discount available for current students?

UMBC students and alumni, as well as students who have previously taken a public training course with UMBC Training Centers are eligible for a 10% discount, capped at $250. Please provide a copy of your UMBC student ID or an unofficial transcript or the name of the UMBC Training Centers course you have completed. Asynchronous courses are excluded from this offer.

What is the cancellation and refund policy?

Student will receive a refund of paid registration fees only if UMBC Training Centers receives a notice of cancellation at least 10 business days prior to the class start date for classes or the exam date for exams.