framework

An active learning framework to optimize training of deep models with human in the loop

An active learning framework to optimize training of deep models with human in the loop

January 3, 2020

Humayun Irshad offers an overview of an active learning framework that uses a crowdsourcing approach to solve parking sign recognitiona real-world problem in transportation and autonomous driving for which a large amount of unlabeled data is available. The solution generates an accurate model, quickly and cost-effectively, despite the unevenness of the data.
An artificial intelligence framework to counter international human trafficking

An artificial intelligence framework to counter international human trafficking

January 3, 2020

Sources of international human trafficking data contain a wealth of textual information that is laborious to assess using manual methods. Tom Sabo demonstrates text-based machine learning, rule-based text extraction to generate training data for modeling efforts, and interactive visualization to improve international trafficking response.
Lightning Talk: Can Blockchain and Machine Learning Cooperate?

Lightning Talk: Can Blockchain and Machine Learning Cooperate?

January 3, 2020

The role of collaborative technologies in training AI systems: How to adopt a blockchain approach to contribute to Visual Recognition Framework increasing accuracy in detection of plant diseases. The …
ONAP Controller Framework Evolution with CDS - Alexis de Talhout &

ONAP Controller Framework Evolution with CDS - Alexis de Talhout &

January 3, 2020

A lot of existing controllers focus on transport, by implementing southbound protocols such as NetConf, OpenFlow, etc…This generic controller also focuses on content, and follow the Inversion of Con …
Bringing AI into the enterprise

Bringing AI into the enterprise

January 2, 2020

Even as AI technologies move into common use, many enterprise decision makers remain baffled about what the different technologies actually do and how they can be integrated into their businesses. Rather than focusing on the technologies alone, Kristian Hammond provides a practical framework for understanding your role in problem solving and decision making.
The Ideal ONAP

The Ideal ONAP

January 2, 2020

ONAP provides a rich framework to design and manage the full lifecycle service in an automatic way.While Dublin release has been just released, there are still some gaps to reach the promise of descri …
Deploying deep learning models on GPU-enabled Kubernetes clusters

Deploying deep learning models on GPU-enabled Kubernetes clusters

January 1, 2020

Interested in deep learning models and how to deploy them on Kubernetes at production scale? Not sure if you need to use GPUs or CPUs? Mathew Salvaris and Fidan Boylu Uz help you out by providing a step-by-step guide to creating a pretrained deep learning model, packaging it in a Docker container, and deploying as a web service on a Kubernetes cluster.
Deployment considerations and best practices for your AI workloads from Mastercard (sponsored by Dell Technologies)

Deployment considerations and best practices for your AI workloads from Mastercard (sponsored by Dell Technologies)

January 1, 2020

There are many different decisions to make when choosing the right solutions and infrastructure. Drawing on real-world considerations, use cases, and solutions, Nick Curcuru discusses different decisionsand the associated considerations and best practicesMastercard exercised to build and deploy a successful AI.
Multi-Access, Multi-Edge Access with Akraino

Multi-Access, Multi-Edge Access with Akraino

January 1, 2020

The ETSI Multi-Access Edge Computing (MEC) started with the idea that a base station can host a server. The benefits of being close are low latency – critical for AR/VR applications – and processing …
Panel Discussion: The Common NFVi Task Force (CNTT): Building Consensus on NFV Infrastructure

Panel Discussion: The Common NFVi Task Force (CNTT): Building Consensus on NFV Infrastructure

January 1, 2020

Work on creating a common understanding for Network Functions Virtualization (NFV) is underway with projects such as Cloud Native Networking, ONAP, and the OPNFV testing program. However, NFVs need to …
How LF Networking Projects Contribute to Service Provider Transformation

How LF Networking Projects Contribute to Service Provider Transformation

December 31, 2019

Service providers need to transform their processes and skills to embrace the network automation frameworks required by the network softwarisation.LFN projects provide a rich set of solutions to autom …
Is AI human-ready?

Is AI human-ready?

December 30, 2019

Aleksander Madry discusses major roadblocks that prevent current AI frameworks from having a broad impact and outlines approaches to addressing these issues and making AI frameworks truly human-ready.
ONAP Test Automation Optimization of E2E Testing the ONAP Framework by Adding CI/CD Pipeline

ONAP Test Automation Optimization of E2E Testing the ONAP Framework by Adding CI/CD Pipeline

December 30, 2019

Automated test installations to proof the maturity and readiness of ONAP deployments …
Hyperledger Fabric - Blockchain for the Enterprise

Hyperledger Fabric - Blockchain for the Enterprise

December 28, 2019

In this session attendees will be introduced to Hyperledger Fabric: an enterprise-grade permissioned distributed ledger framework for developing solutions and applications. This will cover Fabric's de …
The intersection between human learning and machine learning. How AI will fundamentally change teaching and learning. (sponsored by Squirrel AI Learning)

The intersection between human learning and machine learning. How AI will fundamentally change teaching and learning. (sponsored by Squirrel AI Learning)

December 28, 2019

One of the most critical issues of traditional education is the lack of high-quality teachers for the personalized attention of individual student need. AI technology, especially the AI adaptive technology can enable the new generation of teachers to teach student much more effectively and improve the efficiency of the education industry.
Analytics Zoo: Distributed TensorFlow in production on Apache Spark

Analytics Zoo: Distributed TensorFlow in production on Apache Spark

December 27, 2019

Yuhao Yang and Jennie Wang demonstrate how to run distributed TensorFlow on Apache Spark with the open source software package Analytics Zoo. Compared to other solutions, Analytics Zoo is built for production environments and encourages more industry users to run deep learning applications with the big data ecosystems.
Definition of an Open Source AI Ecosystem

Definition of an Open Source AI Ecosystem

December 27, 2019

AI Hardware and software is made of a wide variety of different kinds of parts ranging from deep learning frameworks, file formats, to different chip architectures. In this talk, we will cover what al …
Community and regional data sharing policy frameworks: Frontier stories

Community and regional data sharing policy frameworks: Frontier stories

December 26, 2019

Data sharing necessitates stakeholders and populations of people to come together to learn the benefits, risks, challenges, and known and unknown "unknowns." Data sharing policies and frameworks require increasing levels of trust, which takes time to build. Join Mei Fung for trail-blazing stories from Solano County, California, and ASEAN (SE Asia), which offer important insights
How Linux Foundation is Changing the (Machine Learning) World?

How Linux Foundation is Changing the (Machine Learning) World?

December 26, 2019

Open-source AI tools and solutions ARE available but theyre not easy to implement, arent always compatible, & each solves only a small piece of the puzzle. Thats why despite growing adoption AI …
How to Determine if Its the Right Advanced Technology to Bring into Your Organization

How to Determine if Its the Right Advanced Technology to Bring into Your Organization

December 26, 2019

During this session the main properties of Blockchain technology (ie. Open-Sourced, Peer-to-Peer, Cryptographically Secured, etc.) will be addressed to determine the role they play into adding value a …
Tars for FinTech

Tars for FinTech

December 26, 2019

Tars, a high-performance microservice framework, supports mainstream and customized protocols and provides an integrated solution of microservices governance for developers and operators. With support …
Deploying data science for national economic statistics

Deploying data science for national economic statistics

December 25, 2019

Jeff Chen shares strategies for overcoming time series challenges at the intersection of macroeconomics and data science, drawing from machine learning research conducted at the Bureau of Economic Analysis aimed at improving its flagship product the gross domestic product.
Kubernetes Security : Zooming in - Zooming Out

Kubernetes Security : Zooming in - Zooming Out

December 25, 2019

The landscape around modern security practices is rapidly evolving and complex. As Docker and Kubernetes gain mainstream momentum, practices such as continuous delivery, cloud-native development and D …
Flink SQL in action

Flink SQL in action

December 24, 2019

Processing streaming data with SQL is becoming increasingly popular. Fabian Hueske explains why SQL queries on streams should have the same semantics as SQL queries on static data. He then shares a selection of common use cases and demonstrates how easily they can be addressed with Flink SQL.
How to determine the optimal anomaly detection method for your application

How to determine the optimal anomaly detection method for your application

December 23, 2019

Anomaly detection has many applications, such as tracking business KPIs or fraud spotting in credit card transactions. Unfortunately, there's no one best way to detect anomalies across a variety of domains. Jonathan Merriman and Cynthia Freeman introduce a framework to determine the best anomaly detection method for the application based on time series characteristics.
How to protect big data in a containerized environment

How to protect big data in a containerized environment

December 23, 2019

Recent headline-grabbing data breaches demonstrate that protecting data is essential for every enterprise. The best-of-breed approach for big data is HDFS configured with Transparent Data Encryption (TDE). But TDE is difficult to configure and manageparticularly when run in Docker containers. Thomas Phelan discusses these challenges and explains how to overcome them.
Lightning Talk: Open Match - Matchmaking Framework

Lightning Talk: Open Match - Matchmaking Framework

December 23, 2019

Open Match is an open source game matchmaking framework that simplifies building a scalable and extensible Matchmaker. Open Match is designed to give the game developer full control over how to genera …
Intro to gRPC

Intro to gRPC

December 22, 2019

gRPC is a modern, open source remote procedure call (RPC) framework that can run anywhere. It enables client and server applications to communicate transparently, and makes it easier to build connecte …