Course Code: IT 1812
11 Course Visits
Microsoft Certified: Azure Data Scientist Associate
Course Sector:
Information Technology
Course Dates and Locations
Choose a date and location to book your seat
No.
Date
Days
Location
Fees
Enrollment
01
21 - 26 Sep 2025
5 Days
Dubai, UAE
$4,900
Introduction
Training course introducion / brief

Microsoft Certified: Azure Data Scientist Associate

The Microsoft Certified: Azure Data Scientist Associate course is designed to equip learners with the essential skills to effectively utilize Azure Machine Learning for data science projects. This course covers the complete lifecycle of a data science project, from data preparation to model deployment and management, enabling participants to build robust machine learning solutions on the Azure platform.

Course Objectives
At the end of the training course, participants will be able to
  • Understand the Azure Machine Learning environment and its components.
  • Prepare and transform data for machine learning applications.
  • Build, evaluate, and optimize machine learning models using Azure ML.
  • Deploy machine learning models as web services and integrate them into applications.
  • Manage and govern machine learning models throughout their lifecycle.
  • Apply best practices for ethical AI and data science.
Course Audience
Who is this course for, and can benefit the most
  • Data scientists and machine learning practitioners seeking to enhance their skills in Azure.
  • IT professionals looking to specialize in data science and machine learning on the Azure platform.
Course Outline
The course aims and learning outcomes
Introduction to Azure Machine Learning
  • Overview of Azure Machine Learning
  • Understanding the data science lifecycle
  • Setting up an Azure Machine Learning workspace
Data Preparation
  • Data ingestion and exploration
  • Data cleaning and transformation
  • Feature engineering techniques
  • Using Azure Data Factory for data integration
Building Machine Learning Models
  • Selecting algorithms for different scenarios
  • Training machine learning models using Azure ML
  • Utilizing automated machine learning (AutoML)
  • Experiment tracking with Azure ML
Model Evaluation and Optimization
  • Evaluating model performance metrics
  • Hyperparameter tuning techniques
  • Cross-validation and model selection
  • Handling imbalanced datasets
Model Deployment
  • Deploying models as web services
  • Using Azure Kubernetes Service for model deployment
  • Configuring endpoints and testing deployments
  • Versioning and rollback of models
Consuming Deployed Models
  • Integrating models with applications
  • Using Azure Logic Apps and Power Apps
  • Securing access to deployed models
  • Monitoring and logging model performance
Model Management and Governance
  • Maintaining and retraining models
  • Implementing model governance practices
  • Managing data drift and model accuracy
  • Best practices for model lifecycle management
Providers and Associations
Providing the best training services and benefits to our valued clients
Boost certificate of completion
BOOST's Professional Attendance Certificate “BPAC” is always given to the delegates after completing the training course, and depends on their attendance of the program at a rate of no less than 80%, besides their active participation and engagement during the program sessions.
ENDORSED EDUCATION PROVIDER
Over all rating
Excellent
Average
Below average
Flexible deadlines
Customized dates accordance to your schedule
Shareable Certificate
Earn certificate upon completion
COURSE METHODOLOGY

Our Training programs are implemented by combining the participants' academic knowledge and practical practice (30% theoretical / 70% practical activities).

At The end of the training program, Participants are involved in practical workshop to show their skills in applying what they were trained for. A detailed report is submitted to each participant and the training department in the organization on the results of the participant's performance and the return on training. Our programs focus on exercises, case studies, and individual and group presentations.

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