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MLOps Engineering on AWS

OverviewWith DevOps-style techniques, machine learning models can now be built, trained, and deployed more effectively. Enroll in the AWS MLOps Engineering course. The DevOps methodologies used in software development are expanded upon and applied to the process of generating machine learning models in the MLOps Engineering on AWS course. The course places a strong emphasis on the necessity of code, models, and data for effective ML implementations. It will show how to overcome the difficulties posed by hand-offs between data scientists, software developers, operations, and engineers by utilizing tools, automation, procedures, and cooperation.You will also learn about using tools and procedures to keep an eye on and take appropriate action when the model prediction in production begins to deviate from predetermined key performance metrics in this MLOps Engineering on AWS class. Note: Lab time is only accessible during class; it cannot be used after that. There are extra lab fees for ...

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Overview

With DevOps-style techniques, machine learning models can now be built, trained, and deployed more effectively. Enroll in the AWS MLOps Engineering course.


The DevOps methodologies used in software development are expanded upon and applied to the process of generating machine learning models in the MLOps Engineering on AWS course. The course places a strong emphasis on the necessity of code, models, and data for effective ML implementations. It will show how to overcome the difficulties posed by hand-offs between data scientists, software developers, operations, and engineers by utilizing tools, automation, procedures, and cooperation.
You will also learn about using tools and procedures to keep an eye on and take appropriate action when the model prediction in production begins to deviate from predetermined key performance metrics in this MLOps Engineering on AWS class.

Note: Lab time is only accessible during class; it cannot be used after that. There are extra lab fees for "repeat students."

 

  • 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
  • Maximize confidence in the ML release process
  • Deployment operations
  • Identify potential security threats in ML and explain basic mitigation approaches
  • 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

  • DevOps Engineer
  • Data Scientist
  • Software Developer
  • Cloud Developer

Required

AWS Technical Essentials
Practical Data Science with Amazon SageMaker

DevOps Engineering on AWS
Recommended
The Elements of Data Science (digital course), or equivalent experience
Machine Learning Terminology and Process (digital course)

Trainer Profile

Mr. Mohammed Gufran

Mr. Mohammed Gufran

Cisco Instructor

Gufran, a Cisco Authorized and CCIE certified instructor, possesses more than 15 years of training mastery in Networking, Security, SDN, and many other advanced courses and technologies. With CCNA, CCNP, and many other diverse Cisco specializations, he's achieved CCIE Security (50220). From foundational concepts to complex Cisco networks & and security topics like Identity Service Engine, Web Security, Email Security, Firewalls, VPN, NGIPS, and NGFW, he's a seasoned instructor. He aptly managed global training projects, collaborating with esteemed institutions like the Bank of Tanzania, EMAL - Abu Dhabi, PIC - Kuwait, and many clients based in the US & and UK. His journey empowers organizations and individuals through roles ranging from Training Consultant to Senior Training Consultant, including contributions to content management and trainer evaluation.

StudentsFeedback
Emanuel Paun

United State

Mohammad was an amazing professor. I do not have a strong networking background and Mohammad was very patient in teaching me the basics in topics like wireless. The way he taught (hands on/labs) really helped solidify everything we learned through the 5 days of classes. I have nothing but positive feedback for the way he taught these course and his personality was amazing. 10/10 professor.

Shreyas Deshpande

India

The training helped me connect dots and taught me a lot new concepts as well. The instructor is very knowledgeable in the subject and the demonstrations are very helpful for me to understand issues, and related solutions. I really appreciate and enjoyed the lectures and learning from instructor. Thank you very much!

Yeiner Carrillo

United State

The  BGP class was very interactive and pleasant, I personally liked the instructor's methodology. Thankyou 

James Ferrell

United State

Very cordial and great expertise,Courteous, knowledgeable, detail orientated Mohammed was an awesome instructor. very knowledgeable. 

Jason Pope

United State

The instructor was an outstanding; very personable and presented the material well. I liked the fact that he worked with us on the daily schedule which helped us take care of some crucial tasks here at the end of the year.

Paul Martinez

United State

Mohammed was great, super flexible and took my pervious experience into account. His adaptability made the learning sessions engaging, and his consideration of my background knowledge significantly enhanced the learning process. Overall, a fantastic experience with a teacher who understands how to make learning both effective and enjoyable."

Asadullah Osmani

Afghanistan

Gurfan, is a very Knowledgeable instructor and delivered the material professionally and was welling to explain and help with questions during the session.Great instructor vert knowledgeable and knew the topic very well and he very knowledgeable , i do recommend others to take courses with him.

Pramod Vidwat

India

Has a good knowledge on the subject and more important we had a lot of labs to practice and get the concepts cleared.

Helder

Mozambique

Is a great instructor, explains very well about the classes, very attentive, dynamic and very motivated, I learned a lot from him and I always hope to count on him during my I.T. careers, he is a excellent teacher.

Hirofumi Takemi

Japan

It was an excellent course and I was very lucky to have you as my trainer. Thanks a lot. Hope to see you again somewhere sometime.

Stevenson Kiteculo

Africa

What to say about the coach, I don't know where to start but I tell you, you have a big picture in your company, he helped me even in having motivation that everything is possible when you believe. He is a great teacher and a great person congratulations on you having him.It was a great pleasure to have you as a teacher, in fact he marked my life and I really want to be able to count on your future help, especially the teacher because thanks to him I was able to motivate myself and smile thinking about a great career all this was possible thanks to the efforts , attention and dedication he had to help me thank you very much

Mark Powell

United States

I learned a lot. His method of teaching and the way he made sure I understand everything will prove well for me passing my test.

Emmanuel A Bankole

Angola

I really appreciate this training, it has really impacted great knowledge and you are cool and perfect instructor if I have to be honest.

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