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  • DP-3014: Implementing a Machine Learning solution with Azure Databricks

DP-3014: Implementing a Machine Learning solution with Azure Databricks

Overview

A specific training course called "Implementing a Machine Learning Solution with Azure Databricks" is intended for analytics professionals, data scientists, and data engineers who wish to use Azure Databricks to create and deploy machine learning models. An in-depth overview of using Azure Databricks, an analytics platform based on Apache Spark, for machine learning tasks on the Azure cloud is provided by this course.

 

  • Understanding Azure Databricks for Machine Learning
  • Setting Up Azure Databricks
  • Data Processing and Exploration
  • Machine Learning with Databricks
  • Building and Tuning ML Models
  • Deploying ML Models
  • Collaborative ML Development
  • Best Practices and Performance Optimization

  • Data Engineer
  • Data Scientist

Explore Azure Databricks

  • Provision an Azure Databricks workspace
  • Identify core workloads and personas for Azure Databricks
  • Describe key concepts of an Azure Databricks solution
  • Lab: Explore Azure Databricks

Use Apache Spark in Azure Databricks

  • Describe key elements of the Apache Spark architecture
  • Create and configure a Spark cluster
  • Describe use cases for Spark
  • Use Spark to process and analyze data stored in files
  • Use Spark to visualize data
  • Lab: Use Spark in Azure Databricks

Train a machine learning model in Azure Databricks

  • Prepare data for machine learning
  • Train a machine learning model
  • Evaluate a machine learning model
  • Lab: Train a machine learning model in Azure Databricks

Use MLflow in Azure Databricks

  • Use MLflow to log parameters, metrics, and other details from experiment runs
  • Use MLflow to manage and deploy trained models
  • Lab: Use MLflow in Azure Databricks

Tune hyperparameters in Azure Databricks

  • Use the Hyperopt library to optimize hyperparameters
  • Distribute hyperparameter tuning across multiple worker nodes
  • Lab: Optimize hyperparameters for machine learning in Azure Databricks

Use AutoML in Azure Databricks

  • Use the AutoML user interface in Azure Databricks
  • Use the AutoML API in Azure Databricks
  • Lab: Use AutoML in Azure Databricks

Train deep learning models in Azure Databricks

  • Train a deep learning model in Azure Databricks
  • Distribute deep learning training by using the Horovod library
  • Lab: Train deep learning models on Azure Databricks
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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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