Machine learning is a blazing topic today. Data scientists love the power of machine learning frameworks such as TensorFlow. However, software developers can struggle with a TensorFlow based machine learning solution on Azure.

In this talk, I will show you how to use TensorFlow to design a deep learning neural network, train, and save the model. I will show how easy it can be to create a service from this model with the Azure Machine Learning Service.

We will cover data ingestion, experiments, model management, and deployment. After this talk, you will have a basic understanding of Azure Machine Learning service, the key concepts and workflows involved and how to set up machine learning DevOps.

About the speakers

Patrick Zhao

Patrick Zhao is a Senior Software Architect at SSW. He has +6 years of experience in the FinTech industry and during that time Patrick has delivered a number of different data analytics and machine learning solutions. Patrick is enthusiastic for cloud technology and machine learning DevOps.

Academy

Related Videos

Multitenancy with SQL Server | Mehmet Ozdemir

In this Tech Talk, Andreas Lengkeek has a chat with Mehmet Ozdemir. We learn about Multitenancy with SQL Server, and go through some scenarios where this might be useful. In this video SSW Solution Architect Mehmet Ozdemir chats with Andreas Lengkeek about the three options for Multitenancy with SQL Server and how he goes about…

Building Rock SOLID Serverless applications | William Liebenberg

The world has embraced Serverless computing, but some systems still end up with the same problems we thought would be a thing of the past. William covers how we should apply familiar SOLID principles to our Serverless Application architecture and infrastructure. This lets you create systems that are are light, easy to maintain, and benefit…

Automagic Tenant Config for Mobile Apps | Matt Goldman

How do you get environment- or tenant-specific config into your users’ hands? With mobile or desktop apps, for managed devices we can pre-configure these using SOE or MDM tools. However, deploying configuration to unmanaged devices is the real challenge! In this talk, Matt Goldman looks at some different options for automating this for your users.…

Transform your Power BI Dashboards with Custom Visuals built in React | Prem Radhakrishnan

Quick Question – How many Visualization options come built-in with Power BI? Quick Answer – Not nearly enough. Prem will walk you through the extra visualizations that are in the wonderful awesome Power BI Visuals Marketplace called AppSource. However, no matter how many options you find, there is always a need for that little bit…

Cracking passwords & why L33t!fied passwords are bad | Alexei Doudkine

Watch this demo of how a hacker who has broken into your machine can quickly and easily get your password hashes, take them offline and crack them to retrieve your original password. In this talk, Alexei discusses how passwords are stored in Windows, some techniques real-world hackers use to crack password hashes and what you…

Symmetric encryption, hashing & digital signatures + More – Cryptography 101 | Robert Boedigheimer

Learn the fundamentals of cryptography, including public/private and symmetric encryption, hashing, and digital signatures. Discover which techniques are appropriate for various situations. Review practical real life examples for storing passwords, protecting URL parameters, securely exchanging information with partners, and safely encrypting sensitive information on public web sites. Concepts apply to all platforms, examples will be…

NDC Sydney 2020 – Ask Me Anything!

Matt Wicks talks with Yaser about his talk at NDC: Tuning web performance with just browser APIs For more interviews, watch the full video playlist:  

The 5 important questions about .NET 5 | Brendan Richards

The 5 important questions about .NET 5 ​Back in 2016 Microsoft made the brave step of building a brand new .Net Core away from the classic “Full Framework” .NET. This meant they were able to hit the “Redo button” in so many ways, bringing us the modern, open-source, fast and cross-platform framework that we use…

Angular – Satisfying your Performance Hungry UI | Gabriel George

Angular is one of the fastest JavaScript UI frameworks, however sometimes when we want to render a large number of components it can still perform poorly. You think to yourself “Am I doing it wrong?” Gabe will show us how to the use built-in functionality of Angular to make rendering snappier.

EF Core Query Tags and logging | Jernej “JK” Kavka

.NET Core allows us to log just about everything very easily, but when something goes wrong with SQL queries, how exactly do you figure out where it’s coming from…? This is where EF Core Query Tags comes into play, along with a couple of logging strategies, you’ll never be confused by the intent and location…