Highlights of the Masterclass:

Machine Learning Operations (MLOps) Introduction
Getting started with AWS for Machine Learning
AWS SageMaker
AWS Machine Learning Operations (MLOps)
AWS MLOps - Build, Train & deploy ML Model

Masterclass Curriculum:

Machine Learning Operations (MLOps) Introduction

What is MLOps?
MLOps Motivation
MLOps Components
Automated ML pipelines vs CI/CD ML pipelines
Different Roles involved in MLOps (ML Engineering + Operations)
Machine Learning Life Cycle
MLOps Vs DevOps
Different tools for MLOps
Benefits Of AWS MLOps

Getting started with AWS for Machine Learning

Tour of AWS cloud platform [Hands-on]
AWS Machine Learning & AI Platforms services
Amazon S3 introduction
Amazon S3 for Machine Learning [Hands-on]
Creating your first S3 Bucket [Hands-on]

AWS SageMaker

Introduction to Amazon Sagemaker
Using Amazon S3 along with Sagemaker [Hands-on]
Amazon SageMaker Notebooks and SDK [Hands-on]
Notebook instance type, IAM Role & VPC [Hands-on]
Build, Train & deploy ML Model using TensorFlow [Hands-on]
Endpoint & Endpoint configurations [Hands-on]
Generate inference from deployed model [Hands-on]

AWS Machine Learning Operations (MLOps)

Introduction Sagemaker pipelines
AWS CodeCommit [Hands-on]
AWS CodePipeline
AWS CodeBuild [Hands-on]
Containers for Amazon SageMaker
AWS MLOps - ML Model Monitoring
AWS MLOps - Amazon Sagemaker Feature Store
AWS MLOps - Post-Deployment Challenges

AWS MLOps - Build, Train & deploy ML Model

SageMaker Studio & SageMaker domain [Hands-on]
SageMaker Projects [Hands-on]
Repositories [Hands-on]
Pipelines & Graphs [Hands-on]
Experiments [Hands-on]
Model groups [Hands-on]
Endpoints [Hands-on]

About Psitron Technologies:

Psitron Technologies is an IoT and AI startup. Our mission at Psitron is to connect the world with innovative technologies. Psitron has responsibility for developing innovative innovations for addressing current problems in industries, especially focusing on industry 4.0 solutions.

Do you know?

This is the best time to learn machine learning as the trends in the market suggest. The global machine learning market is estimated at US dollar 8.43 billion in 2019 and is expected to reach 117 billion by 2027, at a CAGR of 39.2%. Thus, job opportunities in this sector are going to grow with a boom in the coming years.

AI and machine learning are not only used in machine learning applications but also in the Internet of things, like self-driving cars, smart homes, digital assistants, etc. In fact, during COVID-19, statistical machine learning played a significant role in generating advanced models for predicting virus spread and aid in the management of the pandemic across the world. Machine learning in finance has also secured a respectable place among business leaders using technology for generating automatic models for stock management.

Artificial intelligence can no longer be considered a technology of the future it is already shaping our everyday lives. There is no doubt that we are entering the age of artificial intelligence.

About Workshop:

Psitron Technologies Pvt. Ltd presents a workshop on Machine Learning Operations (MLOps). In this workshop, participants will be able to experience and explain the following things.

What is MLOps?

MLOps is a set of practices for collaboration and communication between data scientists and operations professionals. Applying these practices increases the quality, simplifies the management process, and automates the deployment of Machine Learning and Deep Learning models in large-scale production environments.

Duration:

2 consecutive days with 4 hours of sessions each day, for a total of 8 hours consisting of theory and hands-on practical sessions.

Schedule:

Note: All sessions are on Weekends

Date & Time:

Sat 10th - Sun 11th December

6:30 PM to 11 PM IST
9:00 AM to 1:30 PM EST
3:00 PM to 7:30 PM CET

Program price includes:

10 Hours of Training
Service tax and VAT
Certification

Group Discount:

Certification:

Participants will be certified by Psitron Technologies Pvt. Ltd.

Rules and Requirements:

Every participant must have one laptop of their own.
Required Software installation assistance will be provided from Psitron

For more information contact.

Sarathkumar. C

Founder & CEO

Psitron Technologies Pvt. Ltd.

+918940876397 / +918778033930

sarath@psitrontech.com

www.psitrontech.com

Machine Learning Operations (MLOps) Masterclass

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