Azure AI Tips for Developers: Securing Your Data

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Walt Ritscher

23:56

9 View

01 - Introduction

01 - Azure AI for Devs Security Tips.mp4

01:03

02 - 1. Security Tips For Developers

01 - Overview of Azure and machine learning.mp4

01:35

02 - How attackers target machine learning models.mp4

06:25

03 - Leverage the AI community expertise.mp4

03:58

04 - Use Microsoft Counterfit to test your models.mp4

02:33

05 - Harden your Azure network.mp4

04:19

06 - Audits, logs, and monitoring Safeguarding AI systems and ensuring reliability.mp4

04:03

Description

Security is paramount in Azure AI development, due to the vulnerability of machine learning models to adversarial attacks on training data. To mitigate these risks, it's crucial to validate and sanitize training data, employ secure data transfer protocols, and protect sensitive or personal information within training data. In this course, programmer and UI designer Walt Ritscher presents useful security tips for developers. Understand the significance of security in Azure AI development and its implications for machine learning models. Go over techniques for validating and sanitizing training data to protect against adversarial attacks and maintain model accuracy. Explore secure data transfer protocols to ensure the integrity and confidentiality of data during system interactions. Plus, find out how to implement auditing, logging, and monitoring systems for anomaly detection, security maintenance, and regulatory compliance in Azure AI projects.

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Artificial Intelligence

Microsoft Azure

Walt Ritscher

Instructor's Courses

I am a seasoned trainer, writer, and speaker who loves learning technology and sharing my discoveries with other technology enthusiasts. My enthusiasm for crafting software interfaces blossomed early. Just a few days after discovering how to move pixels around a computer screen I was devouring books on the topic of computer graphics and UI design. Teaching programming and UI design is one of my ongoing passions. I've taught hundreds of courses for universities, colleges, and private training companies. On the consulting side I've had the opportunity to work with customers like UPS, HP, Intel, Wintellect and Intuit. Now I'm a senior staff instructor at LinkedIn Learning. My content team produces hundreds of technical training courses for software developers each year. I'm creating courses on Microsoft developer tools and topics. I love speaking at tech conferences, I'm a frequent speaker at major industry events in Europe, Asia and the Americas. I received the Microsoft MVP award for thirteen years (2005-2018) I joined the ranks of video authors in 2002, producing a small series of .NET videos for Microsoft Press. 2010 saw my first video course on Lynda.com. Now I have hundreds of hours of video training courses available at LinkedIn Learning. My current UI obsession revolves around the Windows 10 and XAML based languages. If you want to know more about XAML based pixel shaders check out my "HLSL and Pixel Shaders for XAML Developers" book available from O'Reilly Media. I'm also a big fan of keyboard synthesizers, digital music and music production. Specialties: smart client , device and web UI technologies, audio and music production, writing, speaking, curriculum development, teaching.

Linkedin Learning

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LinkedIn Learning is an American online learning provider. It provides video courses taught by industry experts in software, creative, and business skills. It is a subsidiary of LinkedIn. All the courses on LinkedIn fall into four categories: Business, Creative, Technology and Certifications. It was founded in 1995 by Lynda Weinman as Lynda.com before being acquired by LinkedIn in 2015. Microsoft acquired LinkedIn in December 2016.