Data Science on Microsoft Azure Using Python Programming

CloudSwyft Global Systems, Inc via Futurelearn

Intermediate

Online

15 Weeks

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
                                

Azure Cloud Fundamentals for Data Science with Python

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

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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Data Science on Microsoft Azure Using Python Programming

Intermediate

Online

15 Weeks

Quick Facts

Course and certificate fees

certificate availability

certificate providing authority

The syllabus

Azure Cloud Fundamentals for Data Science with Python

Course Introduction

Azure Fundamentals

Data Query with Transact-SQL with Python

Course Introduction

Querying, Set Operators, Functions, and Aggregating data

Subqueries, Table Expressions, Grouping Sets, and Pivoting Data

Modifying Data, Programming, Errors, and Transactions

Microsoft Future Ready: Introduction to Python Programming

Course Introduction

Introduction to Functions, Methods and Objects

Boolean Logic, Pandas and Data Visualisation

Microsoft Future Ready: Data Science Research Methods on Python Programming

Course Introduction

Research Claims, Measurement and Correlation and Experimental Design

Measurement, Correlational and Experimental Design

Microsoft Future Ready: Designing and Implementing a Data Science Solution on Azure

Course Introduction

Data Science on Azure

Azure Machine Learning Service

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