DP-100T01-A: Designing and Implementing a Data Science Solution on Azure Training

Live Online & Classroom Enterprise Certification Training

The DP-100T01-A: Designing and Implementing a Data Science Solution on Azure course focuses on building, training, and deploying machine learning models on Azure using Azure Machine Learning, enabling end-to-end data science workflows in the cloud.

COURSE BROCHURE DOWNLOAD PDF

Looking for a private batch ?

REQUEST A CALLBACK

Certified Trainer
Authorized Courseware
Completion Certificate from ATP

Enterprise Reporting
Lifetime Access
CloudLabs
24x7 Support
Real-time code analysis and feedback

What is DP-100T01-A: Designing and Implementing a Data Science Solution on Azure Certification Training about?

This course teaches you how to operate machine learning solutions at cloud scale using Microsoft Azure. You will learn to manage the Azure Machine Learning workspace, run experiments and train models, deploy and operationalize solutions, and monitor their performance. The course emphasizes end-to-end machine learning workflows, including data preparation, model training, deployment, and governance within the Azure ecosystem.

What are the objectives of DP-100T01-A: Designing and Implementing a Data Science Solution on Azure Certification Training ?

Create and manage Azure Machine Learning workspaces
Perform data ingestion, preparation, and feature engineering
Train, evaluate, and tune machine learning models
Automate machine learning workflows using pipelines
Deploy, manage, and monitor models in production
Apply responsible AI principles and model governance in Azure

Who is DP-100T01-A: Designing and Implementing a Data Science Solution on Azure Certification Training for?

Data scientists and AI engineers using Azure for ML workloads
Machine learning engineers aiming to operationalize ML solutions
Data engineers expanding into AI/ML solution deployment
Technical professionals preparing for the Azure Data Scientist Associate certification

What are the prerequisites for DP-100T01-A: Designing and Implementing a Data Science Solution on Azure Certification Training?

Familiarity with Python programming and basic data science concepts
Understanding of machine learning algorithms and data preparation techniques
Basic knowledge of Azure core services and Azure Machine Learning

Available Training Modes

Live Online Training

Course Outline Expand All

Expand All

Module 1: 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

Module 2: Experiment with Azure Machine Learning

Find the best classification model with Automated Machine Learning

Track model training in Jupyter notebooks with MLflow

Module 3: Optimize 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

Module 4: Manage and review models in Azure Machine Learning

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

Module 5: Deploy and consume models with Azure Machine Learning

Deploy a model to a managed online endpoint

Deploy a model to a batch endpoint

Module 6: Develop generative AI apps in Azure

Plan and prepare to develop AI solutions on Azure

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

Develop an AI app with the Azure AI Foundry SDK

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

Develop a RAG-based solution with your own data using Azure AI Foundry

Fine-tune a language model with Azure AI Foundry

Implement a responsible generative AI solution in Azure AI Foundry

Evaluate generative AI performance in Azure AI Foundry portal

DOWNLOAD COURSE BROCHURE

Who is the instructor for this training?

The trainer for this DP-100T01-A: Designing and Implementing a Data Science Solution on Azure Training has extensive experience in this domain, including years of experience training & mentoring professionals.

DP-100T01-A: Designing and Implementing a Data Science Solution on Azure Certification Training - Certification & Exam

SpringPeople is the Authorized Training Partner of Microsoft.
The training fees is exclusive of exam cost.
For any queries; feel free to reach us at microsoft@springpeople.com

Reviews

My outlook on training changed completely after attending SpringPeople BPC training. The content, the trainer and infrastructure at SpringPeople were top notch and perfectly in tune with the industry requirements. Regardless to say, training is now something that I look forward to to. Kudos to everyone at SpringPeople!

Shweta Priya

Sony

I attended the 3-day AngularJs training at SpringPeople. The trainer was an industry veteran with vast experience in the subject. Notably, the hands-on training, and the Q&A session stood out. Overall, I found SpringPeople a great place to learn with excellent facilities and great trainers. Would recommend SpringPeople to my colleagues and friends.

Swati Singh

I attended the training on API Design for Mulesoft. The sessions were well planned and value-laden. I benefited immensely from the hands-on experience enabled through virtual labs. I would like to specifically commend the efficiency of the support team who were always available to resolve my concerns.

Nikhil Kohli

Stryker

I attended the jQuery training batch, conducted by Mr. Vijay, an SME who did a thorough coverage of all the essentials. He took us through concepts such as jQuery animations, event handlers, plugins, and jQuery-UI by small programs, very easily. The sessions were useful and well structured. By the end of the training, I was well equipped to develop a SPA on Product Management System. Overall, the learning experience at SpringPeople was great!

Heena Rajan

Mindtree