Investigate Data Science Fundamentals using Microsoft Azure
5-6 hrs per week
Approx 18 weeks
Certificates
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Cost
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Level
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Median base salary
£45,000
UK job openings/month
1,724
Course 1
Microsoft Future Ready: Azure Cloud Fundamentals
This course will provide foundational level knowledge of cloud services and how those services are provided with Microsoft Azure.
1 test
2 weeks
6 hours per week
Week 1
Course Introduction
- About this Course
- Cloud Concepts
- Review and Summary: Cloud Concepts
- Core Azure Architectural Components
- Core Azure Services
- Azure Products and Solutions
- Review and Wrapping up the week
Week 2
Azure Fundamentals
- Azure Management Tools
- Networks and Security in Azure
- Azure Governance, Monitoring and Trust
- Privacy, Compliance and Data Protection standards in Azure
- Review and Summary: Security Components
- Azure Pricing and Support
- Review and Summary: Pricing and Support
- Wrap Up and Course Completion
Course 2
Microsoft Future Ready: Data Query with Transact-SQL (T-SQL)
Grow your understanding of Transact-SQ and explore the Transact-SQL language.
4 weeks
5 hours per week
Week 1
Course Introduction
- About this Course
- Introduction to Transact-SQL
- Summary and CloudSwyft Hands-On Lab 1
- Querying Tables with SELECT
- Summary and CloudSwyft Hands-On Lab 2
- Wrapping up the Week
Week 2
Querying, Set Operators, Functions, and Aggregating data
- Querying Multiple Tables with JOIN
- Summary and CloudSwyft Hands-On Lab 3
- Using Set Operators
- Summary and CloudSwyft Hands-On Lab 4
- Using Functions and Aggregating Data
- Summary and CloudSwyft Hands-On Lab 5
- Wrapping up the Week
Week 3
Subqueries, Table Expressions, Grouping Sets, and Pivoting Data
- Using Subqueries and APPLY
- Summary and CloudSwyft Hands-On Lab 6
- Using Table Expressions
- Summary and CloudSwyft Hands-On Lab 7
- Grouping Sets and Pivoting Data
- Summary and CloudSwyft Hands-On Lab 8
- Wrapping up the Week
Week 4
Modifying Data, Programming, Errors, and Transactions
- Modifying Data
- Summary and CloudSwyft Hands-On Lab 9
- Programming with Transact SQL
- Summary and CloudSwyft Hands-On Lab 10
- Errors and Transactions
- Summary and CloudSwyft Hands-On Lab 11
- Wrapping up the Course
Course 3
Introduction to Data Science with Microsoft Azure
This course is designed as a progressive step in your data science with Azure journey
2 weeks
5 hours per week
Week 1
Course Introduction
- About this Course
- Becoming a Successful Data Scientist
- An Introduction to Data
- Analysing and Visualising Data
- Wrapping up the Week
Week 2
Statistics and Machine Learning
- An Introduction to Statistics
- Introduction to Machine Learning
- Wrapping up the Course
Course 4
Microsoft Future Ready: Ethics and Laws in Data and Analytics
Ethics and Law in Data Analytics
1 test
3 weeks
5 hours per week
Week 1
Course Introduction
- About this Course
- Data's Ethical Foundations
- Data's Legal Foundations
- Ethical Data Practice
- CloudSwyft Hands-On Learning: Lab Check 1
- Wrapping Up the Week
Week 2
Data - Individuals, Society and Business Ethics
- CloudSwyft Hands-On Learning: Lab Check 2
- Data Bias and Identity
- Data Privacy and Power
- Business and Ethical Data Use
- Wrapping Up the Week
Week 3
Data - Business Law, A.I. and Future Opportunities
- Business and Data Privacy
- CloudSwyft Hands-On Learning: Lab Check 3
- AI and Design
- XAI
- CloudSwyft Hands-On Learning: Lab Check 4
- Course Wrap-Up
Course 5
Microsoft Future Ready: Essential Mathematics for Machine Learning and AI
Learn the mathematical foundations required to put you on your career path as a machine learning engineer or AI professional.
4 tests
4 weeks
5 hours per week
Week 1
Course Introduction
- About this Course
- Algebra Fundamentals
- Exponents and Polynomials
- Factorisation, Quadratic Equations and Functions
- Wrapping Up the Week
Week 2
Differential Calculus
- Differential Calculus Foundations
- Derivatives
- Differentiation
- Wrapping Up the Week
Week 3
Vectors and Matrices
- Vectors
- Matrices
- Matrix Transformations
- Wrapping Up the Week
Week 4
Statistics and Probability
- Visualising Data
- Central Tendencies
- Probability
- Confidence Intervals and Hypothesis Testing
- Wrap Up and Course Completion
Course 6
Microsoft Future Ready: Designing and Implementing a Data Science Solution on Azure
Develop your understanding of how to design and implement a data science solution on Microsoft Azure.
3 weeks
6 hours per week
Week 1
Course Introduction
- About this Course
- Data Science
- The Data Science Process
- Azure and Data Science
- Cloud-based and On-premises Machine Learning
- Wrapping up the Week
Week 2
Data Science on Azure
- Development platforms and tools
- Introduction to Data Science with Azure Notebooks
- CloudSwyft Hands-On Lab 1
- Introducing the Azure Machine Learning (AML) Service
- Training Machine Learning Models
- Wrapping Up the Week
Week 3
Azure Machine Learning Service
- Registering and Deploying Models
- CloudSwyft Hands-On Lab 2
- Automating Model Selection with AML Service
- CloudSwyft Hands-On Lab 3
- Managing and Monitoring Models with AML Service
- Wrapping Up the Course
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