DPS 2020 Training Class – Machine Learning – by Anupama Natarajan

Pre-Con Title

Machine Learning For Developers

Track(s)

Data Science (AI/ML)

Tags

#MachineLearning #DataScience #AzureML #ML.NET #MLOps

Level

Advanced

Trainer/Speaker

Anupama Natarajan

Abstract

If you are a developer and new to Machine Learning and would like to learn ML from Fundamentals to Advanced, then this session is for you. This course will start with an introduction to Machine Learning and walk you through the Machine Learning process. You will get to learn the different types of ML Algorithms and how to use the right algorithm for the right problem with some real-world scenario examples. Then we will delve into the creating Machine Learning models using Azure Machine Learning Service and finally we will wrap up the session with some ML best practices you must consider.

Modules/Topics

Introduction to Machine Learning

• What is Machine Learning?
• Machine Learning Challenges
• Benefits of Machine Learning
• How to determine Machine Learning Use Cases in your organisation?

Machine Learning Fundamentals

• Machine Learning Process
• Machine Learning Algorithms and Patterns
• Machine Learning Life Cycle
• How to choose the right algorithm for the right problem?

Advanced Machine Learning

• Introduction to Azure ML Studio
• Machine Learning Models using Python Notebooks
• Create ML models using drag-and-drop tool
• ML models using Automated Machine Learning
• Machine Learning models using VS Code
• Introduction to ML.NET

Machine Learning Best Practices

•  Models Optimization
• Enterprise Security and Governance
• Responsible ML (Privacy, Fairness and Confidentiality)
• MLOps and Monitoring

Attendee Pre-requisite (if any)

Prior knowledge with Azure Portal, C# or Python.

Is this class being recorded?

Yes. This class will be recorded and the registered attendee will get 12 months streaming access to the recorded class. The recordings will be available within 30 days of class completion.

Additional Comments from Instructor/Speaker

No special instructions/comments from the Speaker

Additional Comments from the Organizers

DPS 2020 Pre-Con price increases on the 1st of every month. This month’s pricing is the lowest. Book Now and save.

Pre-Con Trainings are instructor-led, demo-based, 8 hours (4 hrs each day).

Due virtual mode delivery, Pre-Cons are not hands-on. The 8-hour delivery is designed for maximum coverage and demos by the instructor. However, delegates will get the pre-con material (PDFs, demos, scripts, etc, as shared by instructor) to practice at their convenience.

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