Serverless + Machine Learning – Bringing the best of two worlds together

•

0 j'aime•142 vues

This document discusses combining containers and machine learning by demonstrating a serverless platform that executes code in response to events. It shows how to write code in the language of your choice and expose actions as API endpoints using Cloud Functions. The demonstration uses a dataset to trigger a sequence of inputs that are processed by Cloud Functions and stored in a NoSQL database.

Technologie

Bringing the best of Containers and
Machine Learning together
Vidyasagar Machupalli, Technical Product Manager, IBM
http://vmac.xyz | @VidyasagarMSC

Functions as a Service (FaaS) platform to execute
code in response to events
5

Write your code in the language you like the most
6

Expose your actions as API endpoints
Cloud Functions
Cloud Functions
7

Source: https://medium.com/openwhisk/squeezing-the-milliseconds-how-to-make-
serverless-platforms-blazing-fast-aea0e9951bd0
Best usage of Containers

What you just saw
15
Input Trigger Sequence
https://bit.ly/2qGp57o
WATSON
STUDIO
CLOUDANT
NOSQL DB
CLOUDANT
NOSQL DB
CLOUD
FUNCTIONS CLOUD
FUNCTIONS

https://developer.ibm.com/code/
Signup for IBM Cloud
https://bluemix.net
http://ibm.biz/solution-tutorials
Solution Tutorials

Contenu connexe

Tendances

Introducción al JAMStack - JS Ourense

Carlos Azaustre

What's New in Xamarin? - Santo Domingo

James Montemagno

Building cross-platform native UIs with one shared codebase was once just a dream. With Xamarin.Forms, this dream is now a reality. Xamarin.Forms allows you to build a native UI for three platforms with one shared C# codebase. Simply put, if you know C# then you're ready to build iOS, Android, and Windows apps with more platforms on the horizon. Xamarin.Forms is already packed with tons of awesome features, and recently has seen major improvements in stability and performance. The fun doesn't stop there as we continue to make significant advancements. Join us as we give you a full breakdown of all the spectacular features that have been released and a peek into the future of Xamarin.Forms.

Build 2017 - B8099 - What's new in Xamarin.Forms

Windows Developer

Xamarin.Forms helps you build a native UI for three platforms with one shared C# codebase. Simply put, if you know C# then you already know how to build iOS, Android, and Windows apps. Leverage the .NET Framework to build out your shared business logic including integration with web services and Azure Mobile Apps and then build out your shared UI in C# or XAML. Xamarin.Forms also features a built-in two-way data binding, dependency service to help you implement platform-specific code, an advanced cross-platform animation system, support for custom controls, and lots of other powerful features to help you build the best apps possible in the least amount of time. This session will focus on the latest developments in Xamarin.Forms that will help you share more code and build more beautiful apps in less time. You will look at Custom Renders, Effects, Platform Specifics, Bindable Native Views, the Xamarin.Forms previewer, and more. You'll also look at tweaking and tuning your Xamarin.Forms applications for the best performance possible.

Optimizing and Extending Xamarin.Forms iOS, Android, and UWP Apps

James Montemagno

Windows Server 2016 is the most advanced server platform ever built. New features including containers, Docker Enterprise support, nested virtualization, shielded VMs, improved Linux support, .NET Core, and many others make this the best release of Windows Server for developers and IT professionals alike. This session focuses on the amazing innovations developers can and should be taking advantage of in Windows Server 2016 along with a preview of future innovation coming to Windows Server.

Build 2017 - B8013 - Developing on Windows Server: Innovation for today and t...

Windows Developer

MAUI Blazor - One App that runs everywhere

Jose Javier Columbie

A Lap around ASP.NET 5 - VConf

Sam Basu

How to create a Function App on Cosmos DB

Hansamali Gamage

Serverless with Firebase - Launchpad Build Burgos

Carlos Azaustre

Putting Hadoop on any Cloud. NATI SHALOM at Big Data Spain 2012

Big Data Spain

Azure App Service è il servizio Microsoft per l'hosting di applicazioni basate sul Web (Web App, Api App, Mobile App o Logic App). In Azure App Service Il piano tariffario determina le limitazioni in termini di spazio sul disco, il numero di app che è possibile ospitare e il numero di istanze di macchine virtuali che è possibile scalare all'interno del piano. Inoltre il piano tariffario scelto determina anche quali funzionalità sono disponibili. Scopriamo le differenze tra i vari piani, come cambiarlo anche dopo la creazione dell'App Service e come scalarlo. Speaker: Gaetano Paternò Video sessione: https://youtu.be/u1akvSSsFz4

Azure Meetup: Understanding Azure App Service Plan

dotnetcode

Website Development Using a Headless CMS - Sean Lamacraft, Distinction

Kentico Software

JoTechies - Azure Functions Using c#

JoTechies

Introducing amplify and full stack demo app built with vue.js, graph ql, auth...

Serdal Kepil

The massive computing and storage resources that are needed to support big data applications make cloud environments an ideal fit. Now more than ever, there is a growing number of choices of cloud infrastructure providers, from Amazon AWS, OpenStack offered by the likes of HP, Rackspace and soon even Dell, VMware vCloud as well a... INCLUDING - Effectively managing your Hadoop stack in any data center (on-premise, cloud, hybrid…) - Maintaining the flexibility to choose the right cloud for the job in an ever-changing environment - Consistently manage your hadoop deployment with other elements of your Big Data system such as NoSQL DB, Web Tier etc.

Putting hadoop on any cloud big data spain

Nati Shalom

Xamarin workshop

Nguyen Hieu

This is the slide deck from the Melbourne Xamarin Meetup August 2017 presentation of a Prism Forms App template. It is an iOS and Android generic app showing a list of widgets and details of a widget, demonstrating the following features: Prism MVVM A three tier architecture Dependency Injections Service Locator SQLite Object disposal HockeyApp Batch processing for polling a server A message bus for handling dynamic change from a server Multi-language List Views A row as a ViewModel On Item tapped Pull to refresh Swipe to delete Xaml Converters Custom Controls Implicit and custom styles

Prism Forms App

Rod Hemphill

BUILD, TEST & DEPLOY .NET CORE APPS IN AZURE DEVOPS

CodeOps Technologies LLP

Google app engine

Lukasz Dynowski

Introduction to Google App Engine - Naga Rohit S [ IIT Guwahati ] - Google De...

Naga Rohit

Tendances (20)

Introducción al JAMStack - JS Ourense

What's New in Xamarin? - Santo Domingo

Build 2017 - B8099 - What's new in Xamarin.Forms

Optimizing and Extending Xamarin.Forms iOS, Android, and UWP Apps

Build 2017 - B8013 - Developing on Windows Server: Innovation for today and t...

MAUI Blazor - One App that runs everywhere

A Lap around ASP.NET 5 - VConf

How to create a Function App on Cosmos DB

Serverless with Firebase - Launchpad Build Burgos

Putting Hadoop on any Cloud. NATI SHALOM at Big Data Spain 2012

Azure Meetup: Understanding Azure App Service Plan

Website Development Using a Headless CMS - Sean Lamacraft, Distinction

JoTechies - Azure Functions Using c#

Introducing amplify and full stack demo app built with vue.js, graph ql, auth...

Putting hadoop on any cloud big data spain

Xamarin workshop

Prism Forms App

BUILD, TEST & DEPLOY .NET CORE APPS IN AZURE DEVOPS

Google app engine

Introduction to Google App Engine - Naga Rohit S [ IIT Guwahati ] - Google De...

Similaire à Serverless + Machine Learning – Bringing the best of two worlds together

Apache OpenWhisk

Simon Sasaki

Apache OpenWhisk Serverless Computing

Upkar Lidder

SAPTechED 2015 UX114 -Building custom SAP Fiori Apps Using SAP Web IDE

Markus Van Kempen

Containers and Microservices create new application performance challenges. Containers disrupts the traditional operating environment used in physical or virtual servers. The requirements to manage containers are still evolving along with the added layers of abstraction containers add to environments. In this session, Anand will discuss what's needed to be built in terms of data extraction, analytics and what features and functions are critical when monitoring microservices based applications.He will also discuss AppDynamics approach to get complete visibility in to container based application environment in addition to reviewing some Open source alternatives.

Get complete visibility into containers based application environment

AppDynamics

Spring Boot & Spring Cloud on PAS- Nate Schutta (1/2)

VMware Tanzu

Fowa Miami 09 Cloud Computing Workshop

Mark Masterson

Spring and Pivotal Application Service - SpringOne Tour Dallas

VMware Tanzu

Ansible Durham Meetup, 13 July 2017. Our guest speaker will be Joel W. King, Principal Architect at World Wide Technology. His focused is on enterprise Software-Defined Networking and network programmability. He will talk about how Ansible Tower, through the northbound APIs, is integrated into the security orchestration platform Phantom Cyber, and using the same code base, extends infrastructure provisioning to Cisco CloudCenter (formerly CliQr), an application-centric public and private cloud management solution.

Integrating Ansible Tower with security orchestration and cloud management

Joel W. King

fiu-cloud-hackathon-lec1-v6

Kirill Osipov

Planet9energy.com is a new electricity company building a sophisticated analytics and energy trading platform for the UK market. Since the earliest draft of the platform, we took the unconventional decision to go serverless and build the product on top of AWS Lambda and the Serverless framework using Node.js. In this talk, I want to discuss why we took this radical decision, what are the pros and cons of this approach and what are the main issues we faced as a tech team in our design and development experience. We will discuss how normal things like testing and deployment need to be re-thought to work on a serverless fashion but also the benefits of (almost) infinite self-scalability and the piece of mind of not having to manage hundreds of servers. Finally, we will underline how Node.js seems to fit naturally in this scenario and how it makes developing serverless applications extremely convenient.

Building a Serverless company with Node.js, React and the Serverless Framewor...

Luciano Mammino

Cloud Architecture - Multi Cloud, Edge, On-Premise

Araf Karsh Hamid

Any serverless architecture accelerates development as a set of small, distinct, and independent actions. OpenWhisk is serverless, using business rules to bind events, triggers, and actions to each other. OpenWhisk actions run automatically only when needed. Its serverless architecture promotes quickly, scalably creating and modifying action sequences to meet the evolving demands of mobile-driven user experience. This interactive session will programmatically (Develop, Monitor and Expose) introduce you to IBM Cloud Functions, PaaS offering of OpenWhisk on IBM Cloud and how your mobile user experience can be improved using IBM Cloud Functions with an interesting demo.

Mobile and Serverless : an Untold Story

Serverless + Machine Learning – Bringing the best of two worlds together

Recommandé

Recommandé

Contenu connexe

Tendances

Tendances (20)

Similaire à Serverless + Machine Learning – Bringing the best of two worlds together

Similaire à Serverless + Machine Learning – Bringing the best of two worlds together (20)

Plus de Vidyasagar Machupalli

Plus de Vidyasagar Machupalli (20)

Dernier

Dernier (20)

Serverless + Machine Learning – Bringing the best of two worlds together

Notes de l'éditeur