DP-100 Azure Data Scientist Associate Certification Overview

Course syllabus

Who it’s for

What’s included

FAQs

Designing and Implementing a Data Science Solution on Azure DP-100 Course Outline

Module 1: Explore Azure Machine Learning Workspace Resources and Assets

  • Introduction
  • Create a Workspace
  • Identify Resources
  • Identify Assets
  • Train Models
  • Explore Workspace

Module 2: Explore Developer Tools for Workspace Interaction

  • Introduction
  • Explore the Studio
  • Explore Python SDK
  • Explore the CLI
  • Explore Developer Tools

Module 3: Make Data Available in Azure Machine Learning

  • Introduction
  • Understand URIs
  • Create a Datastore
  • Create a Data Asset
  • Make Data Available

Module 4: Work with Compute Targets in Azure Machine Learning

  • Introduction
  • Choose a Compute Target
  • Use a Compute Instance
  • Use a Compute Cluster
  • Work with Compute Resources

Module 5: Work with Environments in Azure Machine Learning

  • Introduction
  • Understand Environments
  • Use Curated Environments
  • Create Custom Environments
  • Work with Environments

Module 6: Find the Best Classification Model with Automated Machine Learning

  • Introduction
  • Preprocess Data
  • Run an Experiment
  • Evaluate Models
  • Find the Best Model

Module 7: Track Model Training in Jupyter Notebooks with MLflow

  • Introduction
  • Configure MLflow
  • Track Models in Notebooks
  • Track Model Training

Module 8: Run a Training Script as a Command Job in Azure Machine Learning

  • Introduction
  • Convert to Script
  • Run a Command Job
  • Use Parameters
  • Run a Training Script

Module 9: Track Model Training with MLflow in Jobs

  • Introduction
  • Track Metrics
  • View Metrics
  • Use MLflow to Track Training Jobs

Module 10: Perform Hyperparameter Tuning with Azure Machine Learning

  • Introduction
  • Define a Search Space
  • Configure Sampling
  • Configure Termination
  • Run a Sweep Job

Module 11: Run Pipelines in Azure Machine Learning

  • Introduction
  • Create Components
  • Create a Pipeline
  • Run a Pipeline Job

Module 12: Register an MLflow Model in Azure Machine Learning

  • Introduction
  • Log Models
  • Understand Model Format
  • Register a Model
  • Log and Register Models

Module 13: Create and Explore the Responsible AI Dashboard for a Model in Azure Machine Learning

  • Introduction
  • Understand Responsible AI
  • Create the Dashboard
  • Evaluate the Dashboard
  • Explore the Dashboard

Module 14: Deploy a Model to a Managed Online Endpoint

  • Introduction
  • Explore Online Endpoints
  • Deploy to Online Endpoint
  • Test Online Endpoints
  • Deploy an Online Model

Module 15: Deploy a Model to a Batch Endpoint

  • Introduction
  • Understand Batch Endpoints
  • Deploy to Batch Endpoint
  • Invoke Batch Endpoints
  • Deploy a Batch Model

Module 16: Plan and Prepare to Develop AI Solutions on Azure

  • Introduction
  • What is AI?
  • Azure AI Services
  • Azure AI Foundry
  • Developer Tools and SDKs
  • Responsible AI
  • Explore AI Foundry Portal

Module 17: Choose and Deploy Models from the Model Catalog in Azure AI Foundry Portal

  • Introduction
  • Explore Language Models
  • Deploy a Model
  • Improve Performance
  • Explore and Deploy Models

Module 18: Develop an AI App with the Azure AI Foundry SDK

  • Introduction
  • What is Azure AI Foundry SDK?
  • Work with Connections
  • Create a Chat Client
  • Create an AI Chat App

Module 19: Get Started with Prompt Flow to Develop Language Model Apps in the Azure AI Foundry

  • Introduction
  • Understand LLM App Lifecycle
  • Explore Core Components
  • Explore Connections
  • Explore Variants and Monitoring Options
  • Get Started with Prompt Flow

Module 20: Build a RAG-Based Agent with Your Own Data Using Azure AI Foundry

  • Introduction
  • Ground Your Language Model
  • Make Your Data Searchable
  • Build an Agent with Prompt Flow
  • Create a Custom Agent

Module 21: Fine-Tune a Language Model with Azure AI Foundry

  • Introduction
  • When to Fine-Tune
  • Prepare Your Data
  • Explore Fine-Tuning
  • Fine-Tune a Model

Module 22: Evaluate the Performance of Generative AI Apps with Azure AI Foundry

  • Introduction
  • Assess Model Performance
  • Manually Evaluate
  • Assess App Performance
  • Evaluate Your AI App

Module 23: Responsible Generative AI

  • Introduction
  • Plan a Solution
  • Identify Harms
  • Measure Harms
  • Mitigate Harms
  • Operate a Solution
  • Explore Content Filters
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Who should attend this Designing and Implementing a Data Science Solution on Azure DP-100 Course?

This Designing and Implementing a Data Science Solution on Azure (DP-100) Course is designed to introduce professionals to Azure's Data Science and Machine Learning solutions. This Microsoft Azure Certification can be beneficial to a wide range of professionals, including:

  • Data Scientists
  • Azure Data Engineers
  • Data Analysts
  • AI Engineers
  • Cloud Solution Architects
  • Machine Learning Developers
  • Big Data Engineers
  • Research Scientists

Prerequisites of the Designing and Implementing a Data Science Solution on Azure DP-100 Course

For attending this Designing and Implementing a Data Science Solution on Azure DP-100 Course, the required prerequisites are proficiency in one of the programming languages like Python, R, or SQL and a basic knowledge about Machine Learning and Azure Machine Learning.

Designing and Implementing a Data Science Solution on Azure DP-100 Course Overview

This Designing and Implementing a Data Science Solution on Azure DP-100 Course plays a vital role in transforming raw data into actionable insights, making it more relevant than ever. As organisations harness the power of data to drive decision-making, this Microsoft Azure Certification provides essential knowledge for professionals looking to navigate the dynamic landscape of data science on Microsoft Azure.

Proficiency in Data Science on Microsoft Azure is crucial for professionals in various domains, including Data Analysts, Data Engineers, Machine Learning Engineers, and aspiring Data Scientists. This knowledge empowers them to harness the extensive capabilities of Microsoft Azure, allowing them to make informed decisions, build innovative solutions, and stay competitive in the evolving digital world.

In this 4-day Designing and Implementing a Data Science Solution on Azure DP-100 Training Course, delegates will learn essential skills and knowledge to design and implement data science solutions on Azure. They will gain expertise in data ingestion strategies, model training, model deployment, workspace resources, developer tools environments, and various aspects of Machine Learning and data pipelines. The Knowledge Academy’s highly skilled and professional trainers, with 9+ years of experience teaching Microsoft Courses, will conduct this training.

Course Objectives

  • To understand the principles of designing Data Science solutions on Azure
  • To gain proficiency in data ingestion, model training, and model deployment
  • To learn to utilise Azure Machine Learning workspace resources and tools
  • To acquire skills to work with compute targets and create data pipelines
  • To master the art of performing model evaluation and deployment
  • To develop expertise in tracking and managing models using MLflow

After completing this DP-100 Azure Data Scientist Associate Course, delegates become proficient in designing and implementing data science solutions on Microsoft Azure. They will be armed with comprehensive knowledge and practical skills. Graduates are prepared to tackle real-world data challenges. They can confidently apply their expertise in various domains, enabling businesses to harness the full potential of their data.

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What’s included in this Designing and Implementing a Data Science Solution on Azure DP-100 Course?

  • World-Class Training Sessions from Experienced Instructors
  • Designing and Implementing a Data Science Solution on Azure DP-100 Certificate
  • Digital Delegate Pack

You’ll also get access to the MyTKA Training Portal, which will be your go to hub for all your training.
Hands-On Labs: Included as part of our online instructor-led delivery, these labs provide real-world exercises in a simulated environment guided by expert instructors to enhance your practical skills.
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Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led DP-100 Azure Data Scientist Associate Certification Course. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

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Live classes

Join a scheduled class with a live instructor and other delegates.

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Interactive

Engage in activities, and communicate with your trainer and peers.

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We handpick from a global pool of expert trainers for our Online Instructor-led courses.

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Expertise

With 10+ years of quality, instructor-led training, we equip professionals with lasting skills for success.

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Global Reach

With classes running in all timezones, access any of our courses and course material from anywhere, anytime.

Master DP-100 Azure Data Scientist Associate Certification with a flexible yet structured approach that combines live, expert-led sessions and self-paced study. With weekly one-to-one tutor support and consistently high pass rates, you’ll receive tailored guidance and achieve real results.

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Structured Yet Flexible Learning

Take part in scheduled, instructor-led sessions with real-time feedback, while enjoying the freedom to study independently. Interactive resources and progress tracking tools help you stay motivated and on target.

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Engaging & Interactive Training

Join dynamic live sessions featuring discussions, practical activities, and peer collaboration. Learn from DP-100 Azure Data Scientist Associate Certification industry experts and reinforce your knowledge with self-paced modules—plus, connect with professionals in your field.

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Expert-Led Course

Gain valuable insight from experienced trainers during live sessions, and revisit course materials anytime to deepen your understanding. This method offers the ideal balance between expert guidance and independent learning.

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Global Training Accessibility

Access top-quality training across time zones—anytime, anywhere. Whether at home or on the go, our expert-led sessions and flexible study materials support your goals, and help you on the journey towards the certification.

Experience the most sought-after learning style with The Knowledge Academy's DP-100 Azure Data Scientist Associate Certification Course. Available in 490+ locations across 190+ countries, our hand-picked Classroom venues offer an invaluable human touch. Immerse yourself in a comprehensive, interactive experience with our expert-led DP-100 Azure Data Scientist Associate Certification sessions.

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Highly experienced trainers

Boost your skills with our expert trainers, boasting 10+ years of real-world experience, ensuring an engaging and informative training experience

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State of the art training venues

We only use the highest standard of learning facilities to make sure your experience is as comfortable and distraction-free as possible

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Small class sizes

Our Classroom courses with limited class sizes foster discussions and provide a personalised, interactive learning environment

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Great value for money

Achieve certification without breaking the bank. Find a lower price elsewhere? We'll match it to guarantee you the best value

Streamline large-scale training requirements with The Knowledge Academy’s In-house/Onsite DP-100 Azure Data Scientist Associate Certification Course at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.

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Tailored learning experience

Leverage benefits offered from a certification that fits your unique business or project needs

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Maximise your training budget

Cut unnecessary costs and focus your entire budget on what really matters, the training.

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Team building opportunity

Our DP-100 Azure Data Scientist Associate Certification Course offers a unique chance for your team to bond and engage in discussions, enriching the learning experience beyond traditional classroom settings

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Monitor employees progress

The course know-how will help you track and evaluate your employees' progression and performance with relative ease

Package deals for DP-100 Azure Data Scientist Associate Certification

Our training experts have compiled a range of course packages on a variety of categories in DP-100 Azure Data Scientist Associate Certification, to boost your career. The packages consist of the best possible qualifications with DP-100 Azure Data Scientist Associate Certification, and allows you to purchase multiple courses at a discounted rate.

DP-100 Azure Data Scientist Associate Certification FAQs

What is Azure Machine Learning?

Azure Machine Learning is a cloud-based service by Microsoft enabling the creation, training, and deployment of machine learning models at a scale. It simplifies end-to-end machine learning workflows, supporting robust experimentation, automation, and operationalisation in data science projects.

What is the DP-100 Azure Data Scientist Associate Certification?

The DP-100 Azure Data Scientist Associate Certification validates expertise in designing, developing, and deploying data science solutions using Azure Machine Learning. It demonstrates proficiency in working with data pipelines, machine learning workflows, and leveraging Azure tools effectively.

What is the use of Azure Machine Learning model?

Azure Machine Learning models are used to predict outcomes, automate processes, and provide actionable insights. They enhance business intelligence, improve decision-making, and enable innovation through predictive analytics and artificial intelligence applications.

What is the importance of model deployment and consumption?

Deploying models makes them accessible for real-world applications, ensuring scalability and reliability. Consumption enables businesses to integrate predictive insights into decision-making processes, improving operational efficiency, customer satisfaction, and data-driven strategy implementation.

What topics are covered in the Azure Data Scientist Associate Course?

The DP-100 Azure Data Scientist Associate Course covers Azure Machine Learning services, model training, evaluation, and deployment. Key topics include data preparation, feature engineering, managing machine learning pipelines, and optimising solutions for business impact.

What are the prerequisites for the Azure Data Scientist Associate Certification?

For attending this Designing and Implementing a Data Science Solution on Azure DP-100 Course, the required prerequisites are proficiency in one of the programming languages like Python, R, or SQL and a basic knowledge about Machine Learning and Azure Machine Learning.

Can I take the DP-100 exam online?

Yes, the DP-100 exam can be taken online through Microsoft's secure examination platform. This option offers convenience and flexibility for learners to complete the certification remotely.

What will I learn in this DP-100 Azure Data Scientist Associate Course?

You’ll gain skills in building machine learning models, deploying scalable solutions, and using Azure Machine Learning services to create end-to-end data science workflows that address business challenges effectively.

How long does the Azure Data Scientist Associate Certification last?

The Azure Data Scientist Associate certification remains valid for one year. Professionals must renew it annually to maintain their certification status and demonstrate updated expertise.

What is Microsoft Certified Azure Data Scientist Associate salary?

Microsoft Certified Azure Data Scientist Associates earn an average salary ranging between £50,000 and £80,000 annually in the United Kingdom. This varies based on experience, location, and the organisation’s industry.

What career opportunities are available after obtaining the Azure Data Scientist Associate certification?

This Azure Data Scientist Associate DP-100 Certification opens roles such as Data Scientist, Machine Learning Engineer, and AI Specialist. Professionals can work in industries like finance, healthcare, and technology, leveraging Azure tools for data-driven innovation and operational improvement.

Why choose The Knowledge Academy over others?

The Knowledge Academy in the United Kingdom stands out as a prestigious training provider known for its extensive course offerings, expert instructors, adaptable learning formats, and industry recognition. It's a dependable option for those seeking this Azure Data Scientist Associate DP-100 course.

What is the cost/training fees for DP-100 Azure Data Scientist Associate Certification in the United Kingdom?

The training fees for DP-100 Azure Data Scientist Associate Certificationin the United Kingdom starts from £4495

Which is the best training institute/provider of DP-100 Azure Data Scientist Associate Certification in the United Kingdom?

The Knowledge Academy is the Leading global training provider for DP-100 Azure Data Scientist Associate Certification.

What are the best Microsoft Azure Certification courses in the United Kingdom?

Please see our Microsoft Azure Certification courses available in the United Kingdom

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