Brochure
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- 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
- Home
- CloudSwyft Global Systems, Inc
- Courses
- Data Science on Microsoft Azure Using Python Programming
Data Science on Microsoft Azure Using Python Programming
Quick Facts
| particular | details | ||||
|---|---|---|---|---|---|
|
Medium of instructions
English
|
Mode of learning
Self study
|
Mode of Delivery
Video and Text Based
|
Learning efforts
5-6 Hours Per Week
|
Course and certificate fees
certificate availability
Yes
certificate providing authority
Futurelearn
The syllabus
Azure Cloud Fundamentals for Data Science with Python
Course Introduction
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
Data Query with Transact-SQL with Python
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
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
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
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
Microsoft Future Ready: Introduction to Python Programming
Course Introduction
- About this Course
- Introduction to Python
- Introducing Variables and Types
- Python Lists
- Subsetting Lists
- Manipulating Lists
- Wrapping up the week
Introduction to Functions, Methods and Objects
- Introduction to Functions
- Methods and Objects
- Python Packages
- NumPy and NumPy Arrays
- 2D NumPy Arrays
- Basic Statistics with NumPy
- Wrapping up the Week
Boolean Logic, Pandas and Data Visualisation
- Boolean Logic and Control Flow
- Pandas
- Plotting with Matplotlib
- Histograms
- Data Visualisation
- Final Labs and Course Wrap Up
Microsoft Future Ready: Data Science Research Methods on Python Programming
Course Introduction
- About this Course
- The Research Process
- The Psychology of Providing Data
- CloudSwyft Hands-On Lab 1
- Planning for Analysis
- Wrapping up the Week
Research Claims, Measurement and Correlation and Experimental Design
- Power and Sample Size Planning
- Research Practices
- CloudSwyft Hands-On Lab 2
- Frequency Claims
- Association Claims
- Causal Claims
- CloudSwyft Hands-On Lab 3
- Wrapping Up the Week
Measurement, Correlational and Experimental Design
- Survey Design and Measurement
- Reliability and Validity
- CloudSwyft Hands-On Lab 4
- Bivariate and Multivariate Designs
- Between and Within Groups Experimental Designs
- Factorial Designs
- CloudSwyft Hands-On Lab 5
- Wrapping Up the Course
Microsoft Future Ready: Designing and Implementing a Data Science Solution on Azure
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
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
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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