Services, Data and Architectures for Building a Geo App
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This document discusses services, data, and architectures for building a geo application. It describes getting a user's location, searching for locations, and different types of content that can be displayed on a map like places, pictures, events, deals, and people. The document recommends combining multiple data sources and handling duplicates. It also discusses using user generated content and how a server enables more possibilities like background processing and collecting statistics.
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Direct losses from downtime in 1 minute = $5-$10 thousand dollars. Reputation is priceless.
As part of the talk, we will consider the architectural strategies necessary for the development of highly loaded fintech solutions. We will focus on using queues and streaming to efficiently work and manage large amounts of data in real-time and to minimize latency.
We will focus special attention on the architectural patterns used in the design of the fintech system, microservices and event-driven architecture, which ensure scalability, fault tolerance, and consistency of the entire system.
ScyllaDB Tablets: Rethinking Replication
ScyllaDB is making a major architecture shift. We’re moving from vNode replication to tablets – fragments of tables that are distributed independently, enabling dynamic data distribution and extreme elasticity. In this keynote, ScyllaDB co-founder and CTO Avi Kivity explains the reason for this shift, provides a look at the implementation and roadmap, and shares how this shift benefits ScyllaDB users.
Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
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High performance Serverless Java on AWS- GoTo Amsterdam 2024
Java is for many years one of the most popular programming languages, but it used to have hard times in the Serverless community. Java is known for its high cold start times and high memory footprint, comparing to other programming languages like Node.js and Python. In this talk I'll look at the general best practices and techniques we can use to decrease memory consumption, cold start times for Java Serverless development on AWS including GraalVM (Native Image) and AWS own offering SnapStart based on Firecracker microVM snapshot and restore and CRaC (Coordinated Restore at Checkpoint) runtime hooks. I'll also provide a lot of benchmarking on Lambda functions trying out various deployment package sizes, Lambda memory settings, Java compilation options and HTTP (a)synchronous clients and measure their impact on cold and warm start times.
JavaLand 2024: Application Development Green Masterplan
My presentation slides I used at JavaLand 2024
Leveraging the Graph for Clinical Trials and Standards
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OpenStudyBuilder Community Manager - Katja Glaß Consulting
Marius Conjeaud
Principal Consultant - Neo4j
What is an RPA CoE? Session 1 – CoE Vision
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Topics covered:
• The role of a steering committee
• How do the organization’s priorities determine CoE Structure?
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Chris Bolin, Senior Intelligent Automation Architect Anika Systems
Introduction of Cybersecurity with OSS at Code Europe 2024
I develop the Ruby programming language, RubyGems, and Bundler, which are package managers for Ruby. Today, I will introduce how to enhance the security of your application using open-source software (OSS) examples from Ruby and RubyGems.
The first topic is CVE (Common Vulnerabilities and Exposures). I have published CVEs many times. But what exactly is a CVE? I'll provide a basic understanding of CVEs and explain how to detect and handle vulnerabilities in OSS.
Next, let's discuss package managers. Package managers play a critical role in the OSS ecosystem. I'll explain how to manage library dependencies in your application.
I'll share insights into how the Ruby and RubyGems core team works to keep our ecosystem safe. By the end of this talk, you'll have a better understanding of how to safeguard your code.
What is an RPA CoE? Session 2 – CoE Roles
In this session, we will review the players involved in the CoE and how each role impacts opportunities.
Topics covered:
• What roles are essential?
• What place in the automation journey does each role play?
Speaker:
Chris Bolin, Senior Intelligent Automation Architect Anika Systems
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...Edge AI and Vision Alliance
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
Integration with BrainChip’s Akida neuromorphic hardware IP further enhances TENNs’ capabilities, enabling the realization of highly capable, portable and passively cooled edge devices. This presentation delves into the technical innovations underlying TENNs, presents real-world benchmarks, and elucidates how this cutting-edge approach is positioned to revolutionize edge AI across diverse applications.A Deep Dive into ScyllaDB's Architecture
This talk will cover ScyllaDB Architecture from the cluster-level view and zoom in on data distribution and internal node architecture. In the process, we will learn the secret sauce used to get ScyllaDB's high availability and superior performance. We will also touch on the upcoming changes to ScyllaDB architecture, moving to strongly consistent metadata and tablets.
"Frontline Battles with DDoS: Best practices and Lessons Learned", Igor Ivaniuk
At this talk we will discuss DDoS protection tools and best practices, discuss network architectures and what AWS has to offer. Also, we will look into one of the largest DDoS attacks on Ukrainian infrastructure that happened in February 2022. We'll see, what techniques helped to keep the web resources available for Ukrainians and how AWS improved DDoS protection for all customers based on Ukraine experience
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Services, Data and Architectures for Building a Geo App
- 1. Services, Data and Architectures for Building a Geo App Ben Dowling – Geomium 10th February 2011 – GeoMob London
- 2. Building a simple Geo App ● Lets show interesting content on a map ● Where? ● At the user's location ● Allow the user to search for a location ● What? ● Geo-enabled APIs ● User Generated Content
- 3. Getting the user's location ● Most smartphones have built in GPS now ● Determine location based on a mix of GPS, WiFi (SkyHook) and Cell tower triangulation ● Will give you the user's latitude and longitude ● Reverse Geocoder to convert to a place name ● 51.5111,-0.1222 → 5 Southampton Street, London
- 4. Searching for a location ● Requires Geocoding ● eg. “London” → 51.499,-0.126 ● Android has support for Google's service ● iPhone doesn't – you can use Google's API ● Alternatives: ● Flickr: gives you nearest city ● Yahoo: provides WOEIDs
- 5. Content ● Pull content directly off the web ● Lots of different content is available via APIs that support search by latitude and longitude ● Such as...
- 6. Places ● Facebook Places ● Requires the user to login ● FourSquare ● Low rate limit ● Gowalla ● Limited descriptions ● Google Places ● Currently in beta for selected partners ● Yelp ● Can't show reviews on mobile
- 7. Pictures ● Flickr ● Lots of advanced search options ● Panoramio ● Displayed on Google Maps. Takes a bounding box ● PicPlz ● Includes coordinates of photos, but you can't filter by it
- 8. Events ● Meetup ● Upcoming ● XML only! ● Amiando ● XML only! ● Eventful ● Free for non-commercial use ● Last.fm ● Non-commercial use only
- 9. Deals ● Bview ● Good UK coverage. Not many mobile deals ● Groupon ● Only a few deals per city ● The Deal Map ● Mostly US based
- 10. People ● FourSquare ● Gowalla ● Facebook ● Twitter
- 11. Multiple data sources ● More data by combining multiple sources ● Handling duplicates ● Detection ● Merge data ● Latency
- 12. User generated content ● Have your users generate content! ● Could just be their location (eg. Friend finder app) ● Unique content (eg. Photos) ● Annotate existing content (eg. Review a place) ● Need a server to store it on
- 13. More possibilities with a server ● Single request from the mobile ● Background processing ● Can do duplication detection and merging on the server ● Add new data without changing your app ● Collect statistics
- 14. Thank you! ben@geomium.com @coderholic