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Microsoft DP-100T01 - Designing and Implementing a Data Science Solution on Azure

  • Length 4 days
  • Price  $3685 inc GST
Course overview
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Why study this course

Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This course teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring with Azure Machine Learning and MLflow.

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What you’ll learn

After completing this course, students will be able to:

  • Design and prepare a machine learning solution

  • Explore data, and run experiments

  • Train and deploy models

  • Optimise language models for AI applications


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Microsoft Azure at Lumify Work

Lumify Work has been delivering effective training across all Microsoft products for over 30 years. We are proud to be both Australia's and New Zealand’s first Microsoft Gold Learning Solutions Partner and the winner of the Microsoft MCT Superstars Award for FY24, which formally recognises us as having the highest quality Microsoft Certified Trainers (MCTs) in ANZ. All Lumify Work Microsoft Azure courses follow Microsoft Official Curriculum (MOC) and are led by MCTs.


Who is the course for?

This course is designed for data scientists with existing knowledge of Python and machine learning frameworks like Scikit-Learn, PyTorch, and Tensorflow, who want to build and operate machine learning solutions in the cloud.


Course subjects

Explore and configure the Azure Machine Learning workspace

  • Explore Azure Machine Learning workspace resources and assets

  • Explore developer tools for workspace interaction

  • Make data available in Azure Machine Learning

  • Work with compute targets in Azure Machine Learning

  • Work with environments in Azure Machine Learning

Experiment with Azure Machine Learning

  • Find the best classification model with Automated Machine Learning

  • Track model training in Jupyter notebooks with MLflow

Optimise model training with Azure Machine Learning

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

  • Track model training with MLflow in jobs

  • Perform hyperparameter tuning with Azure Machine Learning

  • Run pipelines in Azure Machine Learning

Manage and review models in Azure Machine Learning

  • Register an MLflow model in Azure Machine Learning

  • Create and explore the Responsible AI dashboard for a model in Azure

Deploy and consume models with Azure Machine Learning

  • Deploy a model to a managed online endpoint

  • Deploy a model to a batch endpoint

Develop generative AI apps in Azure AI Foundry portal

  • Introduction to Azure AI Foundry

  • Explore and deploy models from the model catalog in Azure AI Foundry portal

  • Get started with prompt flow to develop language model apps in the Azure AI Foundry

  • Build a RAG-based agent with your own data using Azure AI Foundry

  • Fine-tune a language model with Azure AI Foundry

  • Evaluate the performance of generative AI apps with Azure AI Foundry

  • Responsible generative AI


Prerequisites

Successful Azure Data Scientists start this role with a fundamental knowledge of cloud computing concepts, and experience in general data science and machine learning tools and techniques.

Specifically:

  • Creating cloud resources in Microsoft Azure

  • Using Python to explore and visualise data

  • Training and validating machine learning models using common frameworks like Scikit-Learn, PyTorch, and TensorFlow

If you are completely new to data science and machine learning, please complete Microsoft Azure AI Fundamentals first.


Terms & Conditions

The supply of this course by Lumify Work is governed by the booking terms and conditions. Please read the terms and conditions carefully before enrolling in this course, as enrolment in the course is conditional on acceptance of these terms and conditions.


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