DP-100 Azure Data Scientist Associate Exam Prep

Topic 1 Explore the Azure Machine Learning workspace

• Explore Azure Machine Learning workspace resources and assets
• Explore developer tools for workspace interaction

Topic 2 Work with data in Azure Machine Learning

• Make data available in Azure Machine Learning

Topic 3 Automate machine learning model selection with Azure Machine Learning

• Find the best classification model with Automated Machine Learning

Topic 4 Train models with scripts in Azure Machine Learning

• Run a training script as a command job in Azure Machine Learning
• Track model training with MLflow in jobs

Topic 5 Optimize model training in Azure Machine Learning

• Run pipelines in Azure Machine Learning
• Perform hyperparameter tuning with Azure Machine Learning

Topic 6 Deploy and consume models with Azure Machine Learning

• Deploy a model to a managed online endpoint
• Deploy a model to a batch endpoint

Practice Exam

Prerequisite:

This is a intermediate course. The following knowledge is asumed:

• Basic Python
• Basic Pytorch
• Basic Machihne Learning

Software Requirement

Please install the following software prior to the class

1. Pycharm : - Install Pycharm (https://www.jetbrains.com/pycharm/download/)

2 . Install Pytorch 

Please follow this guide to install Pytorch https://pytorch.org/get-started/locally/

• Data Scientist
• Azure Data Engineer
• Azure Solution Architect
• Machine Learning Engineer
• Cloud Data Scientist
• Data Analytics Manager
• Cloud Solution Consultant
• Azure DevOps Engineer
• AI Developer on Azure
• Data Science Consultant
• Cloud Infrastructure Specialist
• Big Data Engineer on Azure
• Data Platform Specialist
• Machine Learning Operations (MLOps) Engineer
• Cloud Application Developer

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Truman Ng: I am a ACLP certified trainer. With In-depth and diversified experiences from Project Management DevOps, Blockchain, Project Management, Education, IT and even Numerology, I am passionate to meet good people and generate new ideas, in pursuit of realization of better world!