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DP-3007: Train And Deploy A Machine Learning Model With Azure Machine Learning

OverviewFor data scientists and AI engineers interested in using Azure Machine Learning to create, train, and implement machine learning models, there is a course called DP-3007: Train and Deploy a Machine Learning Model with Azure Machine Learning. Participants will learn how to run training scripts as command jobs, track trials using MLflow, and manage data, computing resources, and environments inside Azure ML through hands-on exercises. By the time the course concludes, students will have the end-to-end knowledge and abilities required to effectively operationalize machine learning workflows in the cloud by deploying models to controlled online endpoints.  

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Overview

For data scientists and AI engineers interested in using Azure Machine Learning to create, train, and implement machine learning models, there is a course called DP-3007: Train and Deploy a Machine Learning Model with Azure Machine Learning. Participants will learn how to run training scripts as command jobs, track trials using MLflow, and manage data, computing resources, and environments inside Azure ML through hands-on exercises. By the time the course concludes, students will have the end-to-end knowledge and abilities required to effectively operationalize machine learning workflows in the cloud by deploying models to controlled online endpoints.

 

  • Make data available in Azure Machine Learning
  • Work with compute targets in Azure Machine Learning
  • Work with environments in Azure Machine Learning
  • Run a training script as a command job in Azure Machine Learning
  • Track model training with MLflow in jobs
  • Register an MLflow model in Azure Machine Learning
  • Deploy a model to a managed online endpoint

  • Data Scientist
  • AI Engineer

Make data available in Azure Machine Learning

  • Access data by using Uniform Resource Identifiers (URIs)
  • Connect to cloud data sources with datastores
  • Use data asset to access specific files or folders
  • Lab: Make data available in Azure Machine Learning

Work with compute targets in Azure Machine Learning

  • Choose the appropriate compute target
  • Work with compute instances and clusters
  • Manage installed packages with environments
  • Lab: Work with compute resources

Work with environments in Azure Machine Learning

  • Understand environments in Azure Machine Learning
  • Explore and use curated environments
  • Create and use custom environments
  • Lab: Work with environments

Run a training script as a command job in Azure Machine Learning

  • Convert a notebook to a script
  • Test scripts in a terminal
  • Run a script as a command job
  • Use parameters in a command job
  • Lab: Run a training script as a command job

Track model training with MLflow in jobs

  • Use MLflow when you run a script as a job
  • Review metrics, parameters, artifacts, and models from a run
  • Lab: Use MLflow to track training jobs

Register an MLflow model in Azure Machine Learning

  • Log models with MLflow
  • Understand the MLmodel format
  • Register an MLflow model in Azure Machine Learning
  • Lab: Log and register models with MLflow

Deploy a model to a managed online endpoint
  • Use managed online endpoints
  • Deploy your MLflow model to a managed online endpoint
  • Deploy a custom model to a managed online endpoint
  • Test online endpoints
  • Lab: Deploy an MLflow model to an online endpoint

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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