DP-100 Azure Data Scientist Associate Certification Overview
Designing and Implementing a Data Science Solution on Azure DP-100 Course Outline
Module 1: Design a Data Ingestion Strategy for Machine Learning Projects
- Introduction
- Identify Your Data Source and Format
- Choose How to Serve Data to Machine Learning Workflows
- Design a Data Ingestion Solution
- Exercise: Design a Data Ingestion Strategy
Module 2: Design a Machine Learning Model Training Solution
- Introduction
- Identify Machine Learning Tasks
- Choose a Service to Train a Machine Learning Model
- Decide Between Compute Options
- Exercise: Design a Model Training Strategy
Module 3: Design a Model Deployment Solution
- Introduction
- Understand How Model Will Be Consumed
- Decide on Real-Time or Batch Deployment
- Exercise - Design a Deployment Solution
Module 4: Azure Machine Learning Workspace Resources and Assets
- Introduction
- Video - Explore the Azure Machine Learning Workspace
- Create an Azure Machine Learning Workspace
- Identify Azure Machine Learning Resources
- Identify Azure Machine Learning Assets
- Train Models in the Workspace
- Exercise - Explore the Workspace
Module 5: Developer Tools for Workspace Interaction
- Introduction
- Studio
- Python SDK
- CLI
- Exercise-Explore the Developer Tools
Module 6: Make Data Available in Azure Machine Learning
- Introduction
- Video - Make Data Available in Azure Machine Learning
- Understand URIs
- Create a Datastore
- Create a Data Asset
- Exercise - Make Data Available in Azure Machine Learning
Module 7: Work with Compute Targets in Azure Machine Learning
- Introduction
- Choose the Appropriate Compute Target
- Create and Use a Compute Instance
- Create and Use a Compute Cluster
- Exercise - Work with Compute Resources
Module 8: Work with Environments in Azure Machine Learning
- Introduction
- Understand Environments
- Use Curated Environments
- Create and Use Custom Environments
- Exercise - Work with Environments
Module 9: Classification Model with Automated Machine Learning
- Introduction
- Video - Find the Best Classification Model with Automated Machine Learning
- Preprocess Data and Configure Featurisation
- Run an Automated Machine Learning Experiment
- Evaluate and Compare Models
- Exercise - Find the Best Classification Model with Automated Machine Learning
Module 10: Track Model Training in Jupyter Notebooks with MLflow
- Introduction
- Configure MLflow For Model Tracking in Notebooks
- Train and Track Models in Notebooks
- Exercise - Track Model Training
Module 11: Run Training Script as a Command Job in Azure Machine Learning
- Introduction
- Video - Run a Training Script as a Command Job in Azure Machine Learning
- Convert a Notebook to a Script
- Run a Script as a Command Job
- Use Parameters in a Command Job
- Exercise - Run a Training Script as a Command Job
Module 12: Track Model Training with MLflow in Jobs
- Introduction
- Video - Track Model Training with MLFlow in Jobs
- Track Metrics with MLflow
- View Metrics and Evaluate Models
- Exercise - Use MLflow to Track Training Jobs
Module 13: Run Pipelines in Azure Machine Learning
- Introduction
- Video - Run Pipelines in Azure Machine Learning
- Create Components
- Create a Pipeline
- Run a Pipeline Job
- Exercise - Run a Pipeline Job
Module 14: Perform Hyperparameter Tuning with Azure Machine Learning
- Introduction
- Define a Search Space
- Configure a Sampling Method
- Configure Early Termination
- Use a Sweep Job for Hyperparameter Tuning
- Exercise - Run a Sweep Job
Module 15: Deploy a Model to a Managed Online Endpoint
- Introduction
- Managed Online Endpoints
- Deploy the MLflow Model to a Managed Online Endpoint
- Deploy a Model to a Managed Online Endpoint
- Test Managed Online Endpoints
- Exercise - Deploy an MLflow Model to an Online Endpoint
Module 16: Deploy a Model to a Batch Endpoint
- Introduction
- Video - Deploy a Model to a Batch Endpoint
- Understand and Create Batch Endpoints
- Deploy Your MLflow Model to a Batch Endpoint
- Deploy a Custom Model to a Batch Endpoint
- Invoke and Troubleshoot Batch Endpoints
- Exercise - Deploy an MLflow Model to a Batch Endpoint
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 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.
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
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Ways to take this course
Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led DP-100 Azure Data Scientist Associate Certification. 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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Unlock your potential with The Knowledge Academy's DP-100 Azure Data Scientist Associate Certification, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.
Experience the most sought-after learning style with The Knowledge Academy's DP-100 Azure Data Scientist Associate Certification. 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.
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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Our DP-100 Azure Data Scientist Associate Certification 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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What our customers are saying
Instructor Overview Lokesh Shukla effectively delivered the "Designing and Implementing a Data Science Solution on Azure DP100" course, showcasing deep knowledge of Azure Machine Learning. Syllabus Coverage and Instructional Quality Lokesh adeptly covered essential topics, from data ingestion to model deployment. His clear explanations and practical examples helped demystify complex concepts, making them accessible to all attendees. Engagement and Interaction He encouraged active participation, fostering a collaborative learning environment. This approach enhanced the practical understanding of the course material. Practical Application and Support Lokesh linked theoretical content with real-world applications, guiding me through Azure’s tools and demonstrating their use in business contexts. Conclusion Lokesh Shukla’s expertise made the course both informative and applicable, providing participants with valuable skills in Azure Machine Learning. His teaching is highly recommended for those interested in advancing their knowledge in data science solutions on Azure.
Babak Fakhim
Thank you.
Tahmid Bari
Calm and patient
Venkat Dinesh
DP-100 Azure Data Scientist Associate Certification FAQs
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"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"
Joshua Davies, Thames Water
DP-100 Azure Data Scientist Associate Certification in Qatar
Microsoft Azure Data Scientist Associate
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