About this Course

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Advanced Level

General knowledge of Azure

Approx. 16 hours to complete
English
Subtitles: English

What you will learn

  • Define Artificial Intelligence and Machine Language

  • Describe AI tools and roles, and the Microsoft Team Data Science Process

  • Work with Azure APIs, including those for vision, language, and search

  • Create, train, test and deploy your AI model in the cloud

Skills you will gain

Python ProgrammingAzure AI modelsMicrosoft Team Data Sciences ProcessAzure Machine Learning ServiceAzure Machine Learning Workspace
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Advanced Level

General knowledge of Azure

Approx. 16 hours to complete
English
Subtitles: English

Instructor

Offered by

LearnQuest logo

LearnQuest

Syllabus - What you will learn from this course

Week
1

Week 1

4 hours to complete

Introduction to Artificial Intelligence

4 hours to complete
10 videos (Total 47 min), 6 readings, 4 quizzes
10 videos
Definition of AI and Machine Learning4m
Machine Learning Alogrithms5m
Python Basics1m
Python Collections6m
Python Variables2m
Python Scientific Ecosystem and ML Libraries5m
Linear Regression with Scikit Learn8m
Logistic Regression with Scikit Learn9m
Module conclusion1m
6 readings
Exercise: Sign up for a free Azure account or login to your existing one.30m
Definition of AI10m
Comparison of machine learning algorithms10m
Links to learn more about python10m
Exercise Python Basics notebook30m
Exercise: Scikit-learn models for regression and classification40m
4 practice exercises
Practice: Python Collections2m
AI and ML Definitions6m
Deep Learning3m
Module 1: Introduction to Artificial Intelligence30m
Week
2

Week 2

3 hours to complete

Standardized AI Processes and Azure Resources

3 hours to complete
9 videos (Total 44 min), 2 readings, 3 quizzes
9 videos
AI Tools2m
aiprocesses2m
TDSP Stages7m
TDSP General Manager Tasks4m
TDSP Task Lead Tasks5m
TDSP Project Lead Tasks5m
TDSPData Scientist Tasks14m
Module 2 Conclusion49s
2 readings
Microsoft Team Data Science Process10m
Exercise: TDSP in Azure Devops1h
3 practice exercises
Practice: TDSP6m
ML Studio3m
Module 2: Standardized AI Processes and Azure Resources30m
Week
3

Week 3

3 hours to complete

Azure Cognitive APIs

3 hours to complete
7 videos (Total 28 min), 3 readings, 3 quizzes
7 videos
Cognitive Services Overview1m
Azure Computer Vision API12m
face api2m
Other Cognitive Services API's2m
Sentiment analysis6m
Module 3 Conclusion1m
3 readings
Exercise: Computer Vision Notebook30m
Exercise: Face API Notebook30m
Exercise: Sentiment Analysis Notebook30m
3 practice exercises
Search API3m
Translation3m
Module 3: Azure Cognitive APIs30m
Week
4

Week 4

3 hours to complete

Azure Machine Learning Service: Model Training

3 hours to complete
7 videos (Total 37 min), 3 readings, 5 quizzes
7 videos
Azure ML Service1m
Ways to create an ML Workspace14m
Setting up Experiments2m
Train and register a model5m
Train a model using Azure ML11m
Module 4 Conclusion1m
3 readings
Microsoft Azure Machine Learning Documentation10m
Exercise: Workspace Notebook30m
Exercise: Model Training Notebook1h
5 practice exercises
Azure ML Process3m
Practice: Azure ML Workspace6m
Practice: Train3m
Train Process Step3m
Module 4: Azure Machine Learning Service30m

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