Essensial REST concepts and continuing with HTTP verbs, Minimal Status Codes and Headers, this presentation will immerse you in a lot of fuzzy words(HATEOAS, RMM) and tweaks, all for ASP.NET Core.
REST (REpresentational State Transfer) is a software architectural style for web services that defines constraints including a client-server architecture, statelessness, and a uniform interface. Key principles are that resources are identified through URIs and manipulated through representations of their state, and that requests and responses directly map to HTTP methods. REST aims to provide interoperability, performance, and scalability for web services.
This document summarizes a presentation about taking eZ Find, an open source search engine for eZ Publish, beyond basic full-text search capabilities. It discusses using Solr, the search engine that powers eZ Find, for more advanced uses like integrating external data sources. It also covers semantic annotation of content using engines like Apache Stanbol and building ontologies to enhance search relevancy. Finally, it proposes a new content repository project to provide a more powerful and flexible content model than eZ Publish while still connecting to its ecosystem.
Apache Solr is a state of the art, high performance and scalable search server you can use in your (PHP) application to provide a very feature rich search experience. Besides full-text search, it also provides spell checking, highlighting, facets and powerful functions that can put it in the realm of a general information retrieval engine, replacing complex database queries you would (need to) use otherwise.
Use cases range from e-commerce, real-estate database search, intranets/extranets, content management systems, document management systems and anything that offers exploration of structured and/or unstructured information. The recent addition of geo-aware features makes even location searches possible.
The document describes the BEAR framework architecture, which follows RESTful MVC principles. It has 3 main components: Page (Controller), Resource (Model), and View. The Resource manages data access from databases, files, XML etc. and is accessed by the Page. The Page acts as a controller and returns a View for the client. The framework supports building RESTful APIs and caching of Resources and Pages to improve performance. It aims to provide a uniform interface, client-side caching, and stateless servers.
This document provides an overview of the Hadoop framework. It introduces MapReduce and Hadoop, describes the Hadoop application architecture including HDFS, MapReduce programming model, and developing a typical Hadoop application. It discusses setting up a Hadoop environment and provides a sample word count demo to practice Hadoop.
A presentation on the different aspects to be addressed from the perspective of performance when you build a Drupal web application. The presentation also lists out some of the common performance optimization issues you can easily avoid while building your Drupal application
Simple server side cache for Express.js with Node.jsGokusen Newz
This document discusses server-side caching for web applications using Express.js and Node.js. It defines caching as storing dynamically generated data for reuse to improve performance. Caching works by storing response data in memory or on disk so subsequent identical requests can be served from cache rather than re-generating the response. The document outlines the benefits of caching like better performance, scalability and robustness. It also covers caching terminology, different caching types, and how to implement caching using file system caching or in-memory caches like Memcached and Redis.
Rafsan-Ul-Islam is seeking a challenging position as a system administrator or system developer where he can utilize his knowledge of Linux, networking, and web development. He has experience with tasks like structured cable laying, IP address allocation, Linux installation, server monitoring, database backup, and web hosting platforms. Rafsan has certifications in Network and Server Management, CCNA, and Web Development. He holds a BSc in Computer Science and has skills in languages like HTML, CSS, AJAX, PHP, and databases like MySQL.
This document provides an overview of RESTful APIs and related concepts:
- It describes HTTP methods like GET, POST, PUT, DELETE and PATCH that are used to interact with resources over HTTP.
- It explains HTTP status codes for success (2xx), client errors (4xx) and server errors (5xx).
- It discusses REST architectural constraints like client-server, statelessness, caching, uniform interface, content negotiation and hypermedia.
- It covers concepts like resources, URIs, relationships between resources, content negotiation, versioning APIs, and HATEOAS to make APIs self-descriptive.
REpresentational State Transfer (REST) is a style of software architecture for distributed systems such as the World Wide Web. REST has emerged as a predominant web API design model.
The document provides an overview of REST methodologies and the Richardson Maturity Model. It discusses the four levels of the Richardson Maturity Model - from level 0 where only one entry point and method are used, to level 3 where hypermedia controls and content negotiation are implemented. The bulk of the document focuses on best practices for designing RESTful APIs, including URI design, HTTP verbs, status codes, conditional requests, caching, security, and versioning. It concludes with references for further reading.
The document provides an overview of REST API basics and compares traditional web applications to RESTful APIs. Some key points:
- Traditional web apps use HTML and HTTP, replacing entire pages on each request, while RESTful APIs focus on resources and use HTTP methods to perform CRUD operations.
- REST (Representational State Transfer) is an architectural style using URIs to identify resources and HTTP methods to operate on them. It advocates a stateless, cacheable, layered system of web services.
- Examples show how HTTP methods like GET, POST, PUT, PATCH, and DELETE map to CRUD operations on resources, with content types specifying response formats. Status codes indicate success or failure.
The document discusses Representational State Transfer (REST), an architectural style for designing networked applications. REST uses a stateless, client-server protocol like HTTP to transfer representations of resources in various formats. Key principles of REST include identifying resources with URIs, manipulating them through representations and standard HTTP methods, and including hypermedia links to drive application state. The document outlines REST constraints and best practices for designing RESTful APIs, such as using HATEOAS and standard HTTP features like status codes and caching.
The document discusses the basics of Representational State Transfer (REST) architectural style for building web APIs and services. It explains key REST concepts like using URIs to identify resources, HTTP methods to specify operations on resources, and HTTP response codes to indicate success or failure. It provides examples of how GET, POST, PUT, PATCH, DELETE operations can be used to perform CRUD operations on a hypothetical user resource. Finally, it emphasizes designing REST APIs in a way that is intuitive and easy for client developers to use.
Real world RESTful service development problems and solutionsBhakti Mehta
Learn all you ever wanted to learn about RESTful services development challenges in large scale applications
This session is a deep dive as well as an interactive discussion on design principles, considerations, lessons learned from mistakes that can be taken into account when developing RESTful services. It will cover a variety of topics from Designing of RESTful resources, Versioning, Exception Handling, Caching, Validation, Security, Rate limiting, HATEOAS, Testing and Documentation. This talk will walk through and compare the different REST API provided by companies like Twitter, Paypal, Google, Stripe and more we can learn the good, the bad and ugly. So join me in this talk to build high quality applications that can be highly scalable, available and reliable.
Forritun veflausna, hvort sem er fyrir neytendur (B2C) eða fyrirtækni (B2B) eru í sívaxandi mæli að nota API til að bjóða upp á þjónustur. Þetta opnar örðum hugbúnaðarhúsum leið til að bjóða upp á lausnir sem nota viðkomandi APi. Sem dæmi má nefna að margir nota Google Maps API til að birta kort t.d. hvar eitthvað er.
Notkun API er einnig architecture style og þar kemur REST inn. Með því að aðskila viðmót og backvinnslu með API má ná fram skörpum skilum þarna á milli. Í þessum fyrirlestri er REST skoða sem leið til að búa til lausnir.
The aim of the presentation is to give readers the framework to think about building the rest APIs right. It starts with describing the need for APIs, what REST APIs are and how are they different from general web APIs. Furthermore, it explains how HTTP and REST play together to build the overall solution and HTTP best practices to be followed when designing REST APIs. It then outlines, some of the basic features / functionality to expect from properly designed REST API system.
The document discusses extending service-oriented architecture (SOA) with REST and Web 2.0 principles. It defines representational state transfer (REST) and describes its characteristics, including being resource-centric, using uniform interfaces, and being stateless. It advocates designing SOAs in a RESTful way by following best practices like using standard HTTP methods and URIs to access resources.
The document discusses REST (REpresentational State Transfer), the architectural style for distributed hypermedia systems. It covers the six constraints of REST - uniform interface, stateless, cacheable, client-server, layered system, and code-on-demand. Other topics include uniform interfaces using resources and HTTP verbs, hypermedia and HATEOAS, versioning, media types, HTTP response codes, and best practices for building RESTful APIs. Roy Fielding's dissertation on REST architecture is cited as the origin of the REST concepts.
This document summarizes Hadi Hariri's presentation on embracing HTTP and APIs. The presentation discussed how HTTP can be used as the single interface for both web applications and APIs, allowing them to be developed and maintained as a single system. Key points included how common REST principles like using different HTTP verbs for CRUD operations and returning JSON representations can be applied, as well as best practices for APIs like supporting content negotiation, caching, and hypermedia through links to available actions and related resources.
REST is an architectural style for building distributed and loosely coupled web services using existing standards like HTTP and JSON. Some best practices for developing RESTful APIs include using nouns for resources, handling asynchronous tasks, combining resources to reduce requests, choosing appropriate representation formats, designing URIs for queries, and implementing security. Error responses should include detailed error information.
Covers topics like RestApi, Authentication, Authorization, Cacheability, Advantage of RestApi over SOAP and some basics regarding Open Data Protocol(OData).
The document provides an overview of REST APIs and how they can be used to build web applications. It discusses HTTP and URLs, defines REST and its architectural constraints, and shows how to implement REST principles using HTTP methods, URLs and response codes. The document also covers REST API design best practices like versioning, limiting fields, using JSON format, and handling errors properly. It provides resources for further reading on REST APIs and their implementation.
All we know that REST services are almost everywhere now and nearly all new projects use it.
But do we really know how to design proper interfaces? What are pitfalls and how to avoid them?
I did many REST service designs and have a bunch of tips and tricks you definitely would like to use.
It will save you and your team a lot of time in future.
The document discusses Representational State Transfer (REST) and RESTful web services. It provides an overview of REST principles including treating everything as a resource with a uniform interface, using standard HTTP methods, supporting multiple representations, communicating statelessly through hypermedia, and linking resources together. It then provides examples of how to design a RESTful API for a bookmark management application, mapping operations to resources, URIs, and HTTP methods.
This document provides an overview of RESTful APIs and related concepts:
- It describes HTTP methods like GET, POST, PUT, DELETE and PATCH that are used to interact with resources over HTTP.
- It explains HTTP status codes for success (2xx), client errors (4xx) and server errors (5xx).
- It discusses REST architectural constraints like client-server, statelessness, caching, uniform interface, content negotiation and hypermedia.
- It covers concepts like resources, URIs, relationships between resources, content negotiation, versioning APIs, and HATEOAS to make APIs self-descriptive.
REpresentational State Transfer (REST) is a style of software architecture for distributed systems such as the World Wide Web. REST has emerged as a predominant web API design model.
The document provides an overview of REST methodologies and the Richardson Maturity Model. It discusses the four levels of the Richardson Maturity Model - from level 0 where only one entry point and method are used, to level 3 where hypermedia controls and content negotiation are implemented. The bulk of the document focuses on best practices for designing RESTful APIs, including URI design, HTTP verbs, status codes, conditional requests, caching, security, and versioning. It concludes with references for further reading.
The document provides an overview of REST API basics and compares traditional web applications to RESTful APIs. Some key points:
- Traditional web apps use HTML and HTTP, replacing entire pages on each request, while RESTful APIs focus on resources and use HTTP methods to perform CRUD operations.
- REST (Representational State Transfer) is an architectural style using URIs to identify resources and HTTP methods to operate on them. It advocates a stateless, cacheable, layered system of web services.
- Examples show how HTTP methods like GET, POST, PUT, PATCH, and DELETE map to CRUD operations on resources, with content types specifying response formats. Status codes indicate success or failure.
The document discusses Representational State Transfer (REST), an architectural style for designing networked applications. REST uses a stateless, client-server protocol like HTTP to transfer representations of resources in various formats. Key principles of REST include identifying resources with URIs, manipulating them through representations and standard HTTP methods, and including hypermedia links to drive application state. The document outlines REST constraints and best practices for designing RESTful APIs, such as using HATEOAS and standard HTTP features like status codes and caching.
The document discusses the basics of Representational State Transfer (REST) architectural style for building web APIs and services. It explains key REST concepts like using URIs to identify resources, HTTP methods to specify operations on resources, and HTTP response codes to indicate success or failure. It provides examples of how GET, POST, PUT, PATCH, DELETE operations can be used to perform CRUD operations on a hypothetical user resource. Finally, it emphasizes designing REST APIs in a way that is intuitive and easy for client developers to use.
Real world RESTful service development problems and solutionsBhakti Mehta
Learn all you ever wanted to learn about RESTful services development challenges in large scale applications
This session is a deep dive as well as an interactive discussion on design principles, considerations, lessons learned from mistakes that can be taken into account when developing RESTful services. It will cover a variety of topics from Designing of RESTful resources, Versioning, Exception Handling, Caching, Validation, Security, Rate limiting, HATEOAS, Testing and Documentation. This talk will walk through and compare the different REST API provided by companies like Twitter, Paypal, Google, Stripe and more we can learn the good, the bad and ugly. So join me in this talk to build high quality applications that can be highly scalable, available and reliable.
Forritun veflausna, hvort sem er fyrir neytendur (B2C) eða fyrirtækni (B2B) eru í sívaxandi mæli að nota API til að bjóða upp á þjónustur. Þetta opnar örðum hugbúnaðarhúsum leið til að bjóða upp á lausnir sem nota viðkomandi APi. Sem dæmi má nefna að margir nota Google Maps API til að birta kort t.d. hvar eitthvað er.
Notkun API er einnig architecture style og þar kemur REST inn. Með því að aðskila viðmót og backvinnslu með API má ná fram skörpum skilum þarna á milli. Í þessum fyrirlestri er REST skoða sem leið til að búa til lausnir.
The aim of the presentation is to give readers the framework to think about building the rest APIs right. It starts with describing the need for APIs, what REST APIs are and how are they different from general web APIs. Furthermore, it explains how HTTP and REST play together to build the overall solution and HTTP best practices to be followed when designing REST APIs. It then outlines, some of the basic features / functionality to expect from properly designed REST API system.
The document discusses extending service-oriented architecture (SOA) with REST and Web 2.0 principles. It defines representational state transfer (REST) and describes its characteristics, including being resource-centric, using uniform interfaces, and being stateless. It advocates designing SOAs in a RESTful way by following best practices like using standard HTTP methods and URIs to access resources.
The document discusses REST (REpresentational State Transfer), the architectural style for distributed hypermedia systems. It covers the six constraints of REST - uniform interface, stateless, cacheable, client-server, layered system, and code-on-demand. Other topics include uniform interfaces using resources and HTTP verbs, hypermedia and HATEOAS, versioning, media types, HTTP response codes, and best practices for building RESTful APIs. Roy Fielding's dissertation on REST architecture is cited as the origin of the REST concepts.
This document summarizes Hadi Hariri's presentation on embracing HTTP and APIs. The presentation discussed how HTTP can be used as the single interface for both web applications and APIs, allowing them to be developed and maintained as a single system. Key points included how common REST principles like using different HTTP verbs for CRUD operations and returning JSON representations can be applied, as well as best practices for APIs like supporting content negotiation, caching, and hypermedia through links to available actions and related resources.
REST is an architectural style for building distributed and loosely coupled web services using existing standards like HTTP and JSON. Some best practices for developing RESTful APIs include using nouns for resources, handling asynchronous tasks, combining resources to reduce requests, choosing appropriate representation formats, designing URIs for queries, and implementing security. Error responses should include detailed error information.
Covers topics like RestApi, Authentication, Authorization, Cacheability, Advantage of RestApi over SOAP and some basics regarding Open Data Protocol(OData).
The document provides an overview of REST APIs and how they can be used to build web applications. It discusses HTTP and URLs, defines REST and its architectural constraints, and shows how to implement REST principles using HTTP methods, URLs and response codes. The document also covers REST API design best practices like versioning, limiting fields, using JSON format, and handling errors properly. It provides resources for further reading on REST APIs and their implementation.
All we know that REST services are almost everywhere now and nearly all new projects use it.
But do we really know how to design proper interfaces? What are pitfalls and how to avoid them?
I did many REST service designs and have a bunch of tips and tricks you definitely would like to use.
It will save you and your team a lot of time in future.
The document discusses Representational State Transfer (REST) and RESTful web services. It provides an overview of REST principles including treating everything as a resource with a uniform interface, using standard HTTP methods, supporting multiple representations, communicating statelessly through hypermedia, and linking resources together. It then provides examples of how to design a RESTful API for a bookmark management application, mapping operations to resources, URIs, and HTTP methods.
Top 5 Task Management Software to Boost Productivity in 2025Orangescrum
In this blog, you’ll find a curated list of five powerful task management tools to watch in 2025. Each one is designed to help teams stay organized, improve collaboration, and consistently hit deadlines. We’ve included real-world use cases, key features, and data-driven insights to help you choose what fits your team best.
In a tight labor market and tighter economy, PMOs and resource managers must ensure that every team member is focused on the highest-value work. This session explores how AI reshapes resource planning and empowers organizations to forecast capacity, prevent burnout, and balance workloads more effectively, even with shrinking teams.
Bonk coin airdrop_ Everything You Need to Know.pdfHerond Labs
The Bonk airdrop, one of the largest in Solana’s history, distributed 50% of its total supply to community members, significantly boosting its popularity and Solana’s network activity. Below is everything you need to know about the Bonk coin airdrop, including its history, eligibility, how to claim tokens, risks, and current status.
https://blog.herond.org/bonk-coin-airdrop/
Agentic Techniques in Retrieval-Augmented Generation with Azure AI SearchMaxim Salnikov
Discover how Agentic Retrieval in Azure AI Search takes Retrieval-Augmented Generation (RAG) to the next level by intelligently breaking down complex queries, leveraging full conversation history, and executing parallel searches through a new LLM-powered query planner. This session introduces a cutting-edge approach that delivers significantly more accurate, relevant, and grounded answers—unlocking new capabilities for building smarter, more responsive generative AI applications.
Traditional Retrieval-Augmented Generation (RAG) pipelines work well for simple queries—but when users ask complex, multi-part questions or refer to previous conversation history, they often fall short. That’s where Agentic Retrieval comes in: a game-changing advancement in Azure AI Search that brings LLM-powered reasoning directly into the retrieval layer.
This session unveils how agentic techniques elevate your RAG-based applications by introducing intelligent query planning, subquery decomposition, parallel execution, and result merging—all orchestrated by a new Knowledge Agent. You’ll learn how this approach significantly boosts relevance, groundedness, and answer quality, especially for sophisticated enterprise use cases.
Key takeaways:
- Understand the evolution from keyword and vector search to agentic query orchestration
- See how full conversation context improves retrieval accuracy
- Explore measurable improvements in answer relevance and completeness (up to 40% gains!)
- Get hands-on guidance on integrating Agentic Retrieval with Azure AI Foundry and SDKs
- Discover how to build scalable, AI-first applications powered by this new paradigm
Whether you're building intelligent copilots, enterprise Q&A bots, or AI-driven search solutions, this session will equip you with the tools and patterns to push beyond traditional RAG.
Automating Map Production With FME and PythonSafe Software
People still love a good paper map, but every time a request lands on a GIS team’s desk, it takes time to create that perfect, individual map—even when you're ready and have projects prepped. Then come the inevitable changes and iterations that add even more time to the process. This presentation explores a solution for automating map production using FME and Python. FME handles the setup of variables, leveraging GIS reference layers and parameters to manage details like map orientation, label sizes, and layout elements. Python takes over to export PDF maps for each location and template size, uploading them monthly to ArcGIS Online. The result? Fresh, regularly updated maps, ready for anyone to grab anytime—saving you time, effort, and endless revisions while keeping users happy with up-to-date, accessible maps.
From Chaos to Clarity - Designing (AI-Ready) APIs with APIOps CyclesMarjukka Niinioja
Teams delivering API are challenges with:
- Connecting APIs to business strategy
- Measuring API success (audit & lifecycle metrics)
- Partner/Ecosystem onboarding
- Consistent documentation, security, and publishing
🧠 The big takeaway?
Many teams can build APIs. But few connect them to value, visibility, and long-term improvement.
That’s why the APIOps Cycles method helps teams:
📍 Start where the pain is (one “metro station” at a time)
📈 Scale success across strategy, platform, and operations
🛠 Use collaborative canvases to get buy-in and visibility
Want to try it and learn more?
- Follow APIOps Cycles in LinkedIn
- Visit the www.apiopscycles.com site
- Subscribe to email list
-
Design by Contract - Building Robust Software with Contract-First DevelopmentPar-Tec S.p.A.
In the fast-paced world of software development, code quality and reliability are paramount. This SlideShare deck, presented at PyCon Italia 2025 by Antonio Spadaro, DevOps Engineer at Par-Tec, introduces the “Design by Contract” (DbC) philosophy and demonstrates how a Contract-First Development approach can elevate your projects.
Beginning with core DbC principles—preconditions, postconditions, and invariants—these slides define how formal “contracts” between classes and components lead to clearer, more maintainable code. You’ll explore:
The fundamental concepts of Design by Contract and why they matter.
How to write and enforce interface contracts to catch errors early.
Real-world examples showcasing how Contract-First Development improves error handling, documentation, and testability.
Practical Python demonstrations using libraries and tools that streamline DbC adoption in your workflow.
Build enterprise-ready applications using skills you already have!PhilMeredith3
Process Tempo is a rapid application development (RAD) environment that empowers data teams to create enterprise-ready applications using skills they already have.
With Process Tempo, data teams can craft beautiful, pixel-perfect applications the business will love.
Process Tempo combines features found in business intelligence tools, graphic design tools and workflow solutions - all in a single platform.
Process Tempo works with all major databases such as Databricks, Snowflake, Postgres and MySQL. It also works with leading graph database technologies such as Neo4j, Puppy Graph and Memgraph.
It is the perfect platform to accelerate the delivery of data-driven solutions.
For more information, you can find us at www.processtempo.com
Insurance policy management software transforms complex, manual insurance operations into streamlined, efficient digital workflows, enhancing productivity, accuracy, customer service, and profitability for insurers. Visit https://www.damcogroup.com/insurance/policy-management-software for more details!
How to Generate Financial Statements in QuickBooks Like a Pro (1).pdfQuickBooks Training
Are you preparing your budget for the next year, applying for a business credit card or loan, or opening a company bank account? If so, you may find QuickBooks financial statements to be a very useful tool.
These statements offer a brief, well-structured overview of your company’s finances, facilitating goal-setting and money management.
Don’t worry if you’re not knowledgeable about QuickBooks financial statements. These statements are complete reports from QuickBooks that provide an overview of your company’s financial procedures.
They thoroughly view your financial situation by including important features: income, expenses, investments, and disadvantages. QuickBooks financial statements facilitate your financial management and assist you in making wise determinations, regardless of your experience as a business owner.
Best Inbound Call Tracking Software for Small BusinessesTheTelephony
The best inbound call tracking software for small businesses offers features like call recording, real-time analytics, lead attribution, and CRM integration. It helps track marketing campaign performance, improve customer service, and manage leads efficiently. Look for solutions with user-friendly dashboards, customizable reporting, and scalable pricing plans tailored for small teams. Choosing the right tool can significantly enhance communication and boost overall business growth.
Micro-Metrics Every Performance Engineer Should Validate Before Sign-OffTier1 app
When it comes to performance testing, most engineers instinctively gravitate toward the big-picture indicators—response time, memory usage, throughput. But what about the smaller, more subtle indicators that quietly shape your application’s performance and stability? we explored the hidden layer of performance diagnostics that too often gets overlooked: micro-metrics. These small but mighty data points can reveal early signs of trouble long before they manifest as outages or degradation in production.
From garbage collection behavior and object creation rates to thread state transitions and blocked thread patterns, we unpacked the critical micro-metrics every performance engineer should assess before giving the green light to any release.
This session went beyond the basics, offering hands-on demonstrations and JVM-level diagnostics that help identify performance blind spots traditional tests tend to miss. We showed how early detection of these subtle anomalies can drastically reduce post-deployment issues and production firefighting.
Whether you're a performance testing veteran or new to JVM tuning, this session helped shift your validation strategies left—empowering you to detect and resolve risks earlier in the lifecycle.
Online Queue Management System for Public Service Offices [Focused on Municip...Rishab Acharya
This report documents the design and development of an Online Queue Management System tailored specifically for municipal offices in Nepal. Municipal offices, as critical providers of essential public services, face challenges including overcrowded queues, long waiting times, and inefficient service delivery, causing inconvenience to citizens and pressure on municipal staff. The proposed digital platform allows citizens to book queue tokens online for various physical services, facilitating efficient queue management and real-time wait time updates. Beyond queue management, the system includes modules to oversee non-physical developmental programs, such as educational and social welfare initiatives, enabling better participation and progress monitoring. Furthermore, it incorporates a module for monitoring infrastructure development projects, promoting transparency and allowing citizens to report issues and track progress. The system development follows established software engineering methodologies, including requirement analysis, UML-based system design, and iterative testing. Emphasis has been placed on user-friendliness, security, and scalability to meet the diverse needs of municipal offices across Nepal. Implementation of this integrated digital platform will enhance service efficiency, increase transparency, and improve citizen satisfaction, thereby supporting the modernization and digital transformation of public service delivery in Nepal.
A brief introduction to OpenTelemetry, with a practical example of auto-instrumenting a Java web application with the Grafana stack (Loki, Grafana, Tempo, and Mimir).
FME for Climate Data: Turning Big Data into Actionable InsightsSafe Software
Regional and local governments aim to provide essential services for stormwater management systems. However, rapid urbanization and the increasing impacts of climate change are putting growing pressure on these governments to identify stormwater needs and develop effective plans. To address these challenges, GHD developed an FME solution to process over 20 years of rainfall data from rain gauges and USGS radar datasets. This solution extracts, organizes, and analyzes Next Generation Weather Radar (NEXRAD) big data, validates it with other data sources, and produces Intensity Duration Frequency (IDF) curves and future climate projections tailored to local needs. This presentation will showcase how FME can be leveraged to manage big data and prioritize infrastructure investments.
AI and Deep Learning with NVIDIA TechnologiesSandeepKS52
Artificial intelligence and deep learning are transforming various fields by enabling machines to learn from data and make decisions. Understanding how to prepare data effectively is crucial, as it lays the foundation for training models that can recognize patterns and improve over time. Once models are trained, the focus shifts to deployment, where these intelligent systems are integrated into real-world applications, allowing them to perform tasks and provide insights based on new information. This exploration of AI encompasses the entire process from initial concepts to practical implementation, highlighting the importance of each stage in creating effective and reliable AI solutions.
9. CLIENT-SERVER
▪ We need to have a server
▪ We need to have a client
▪ The server is not aware of the client
▪ The server does data transformation
under the hood
▪ The client simply uses the resources
Client
Server
Request/Response
11. STATELESS
▪The server keeps no state
▪ No identifier, no trace at all
▪If there is a trace, it’s contained in the request
▪ Eg: authentication details
▪The server treats each request as a new one
12. CACHE
▪The most important spec of the HTTP
▪The server must mark the response as cacheable
or not cacheable
▪It may increase the perceived performance
▪It may save database roundrips especially if the
data doesn’t change often
▪Done through headers
13. LAYERED SYSTEM
▪ The client can talk with an intermediate
▪ It only receives the resource
▪ It doesn’t matter if there is a load balancer involved or
a proxy, or a gateway
14. UNIFORM RESOURCE
▪Everything is a resource
▪A resource is anything that can be named
▪Every resource must have an URL
▪ Any document that can be read on the client, is a
representation of a resource
▪ Has 4 subconstraints
15. 1.IDENTIFICATION OF RESOURCES
▪A resource needs to be addressable
▪A resource doesn’t correspond to a database table
▪It can be a subset, or a transformed entity
17. 1.IDENTIFICATION OF RESOURCES
▪ /getLocation
▪ /newCat
▪ /feedCat
▪ /getAllCats
▪ /getBlackCats
▪ /getHungerLevel
▪ /getCatOwners
BAD!!!!
Hard to
remember!
18. 2.MANIPULATION OF RESOURCES THROUGH
REPRESENTATIONS
▪A client doesn’t interact with the domain objects
▪It doesn’t query the database directly
▪It sends a representation of a resource to be
updated
22. 4.HATEOAS
▪Hypermedia as engine of application state
▪ We should use the links( hypermedia with text) to
navigate the app
▪ A response should include a links section that allows
the hierarchical navigation
{
"links": {
{“rel": “self” , "href": "/superheroes" },
{“rel”: "next“, "href": "/superheroes?page=2" }
}
}
46. Level 0
▪ YOU KNOW how to use it
▪ Single endpoint
• Go to a restaurant and order pizza, curry and Chinese
The food is good?
47. Level 1
▪ One verb - different locations
• Go to the italian restaurant to order pizza
• Go to the Chinese restaurant to order Chinese food
• Go to the Indian restaurant to order curry
48. Level 2
▪Uses Http Verbs and multiple resource endpoints
• Order a pizza from Italian restaurant
• After 5 minutes change the order to add extra
mozzarella
49. Level 3
▪Http Verbs and multiple resource endpoints
+ options
• Order a pizza
• Get the pizza
• Waiter gives info about the available toppings for
the pizza
• Informs you that they have other pizza types
50. RMM
HTTP verbs+ URI +
Hypermedia = HATEOAS
HTTP verbs + multiple URI
single verb +multiple URI
One Verb + one URI