Sakha Global - Big Data and Machine Learning
•
1 like•229 views
Big Data is no longer buzzword terminology or cutting edge, conceptually; rather, it just is. Big Data is not easily or precisely definable, but it is generally easy to identify when you see it. While successful applications of machine learning cannot rely solely on cramming ever-increasing amounts of Big Data at algorithms and hoping for the best, the ability to leverage large amounts of data for machine learning tasks is a must-have skill for practitioners at this point. While much of machine learning holds true regardless of data amounts, there are aspects which are the exclusive domain of Big Data modeling, or which apply moreso than they do to smaller data amounts. This SlideShare analyzes the best practices of Big Data & Machine Learning and how Sakha Global can help.
Report
Share
Report
Share
Recommended
Sakha - Corporate Intro
Sakha has been transforming ideas into solutions through technology consulting & software development since 2005. With presence in USA & India and a team of 400+ resources, we are a recognized solution specialist in product development with 150+ products delivered worldwide in the areas of Mobile (Android & iOS), Big Data, Machine Learning, Blockchain, AR / VR, IoT & BPM / Workflow solutions. We have offices across USA, with a development center in Bangalore, India. We are ISO 9001:2015 certified.
Sakha - Corporate Intro
Sakha has been transforming ideas into solutions through technology consulting & software development since 2005. With presence in USA & India and a team of 400+ resources, we are a recognized solution specialist in product development with 150+ products delivered worldwide in the areas of Mobile (Android & iOS), Big Data, Machine Learning, Blockchain, AR / VR, IoT & BPM / Workflow solutions. We have offices across USA, with a development center in Bangalore, India. We are ISO 9001:2015 certified.
Sakha - Corporate Profile
Sakha has been transforming ideas into solutions through technology consulting & software development since 2005.
With presence in USA & India and a team of 400+ resources, we are a recognized solution specialist in product development with 150+ products delivered worldwide in the areas of Mobile (Android & iOS), Big Data, Machine Learning, Blockchain, AR / VR, IoT & BPM / Workflow solutions. We have offices across USA, with a development center in Bangalore, India. We are ISO 9001:2015 certified.
Sakha - Corporate Profile
Sakha has been transforming ideas into solutions through technology consulting & software development since 2005.
With presence in USA & India and a team of 400+ resources, we are a recognized solution specialist in product development with 150+ products delivered worldwide in the areas of Mobile (Android & iOS), Big Data, Machine Learning, Blockchain, AR / VR, IoT & Pega BPM. We have offices across USA, with a development center in Bangalore, India. We are ISO 9001:2015 certified.
Web3 - The Decentralized Internet of the Future
Web3 is the future of the internet, where users are in control of their own data and have the power to control their online identity.
Existing problems with the Web include centralized control of the internet by a few companies, lack of privacy and security for online users, and inequitable distribution of power and value online.
Web3 technology enables decentralized applications and services that run on a peer-to-peer network, making the internet more secure and transparent. By leveraging blockchain technology, Web3 creates a more open and equitable online experience, where users can participate in a decentralized economy and enjoy greater privacy and security. With Web3, the internet is shifting from a centralized system controlled by a few companies to a decentralized network that is open to everyone.
There are currently over 100 decentralized applications (dApps) built on Web3 technology, with many more in development. The total value locked in decentralized finance (DeFi) protocols built on Web3 technology has surpassed $60 billion. The Web3 ecosystem has attracted millions of users and is growing rapidly.
This SlideShare explores the concept of Web3 in brief.
Deep Recommendations for e-Commerce
Nowadays, product recommendation engines can understand customers in real time and suggest the best matching using several different machine learning algorithms.
Unfortunately, many e-commerce stores put basic category levels or best-selling product recommendations on their websites, and never revise them or customize them again. They stand to gain by implementing recommendation engines.
Deep learning works similarly to machine learning models, but deep learning uses more than one million data points and can determine whether the prediction is correct. Since deep learning is a self-learning system, manual intervention is no longer required, so the results can be used immediately.
The core idea of deep learning-based recommendations is to unite all side-information features into subnetworks of user-related and item-related features and learn the similarity between their latent representations using neural matrix factorization.
It has been demonstrated that deep learning with heterogeneous input significantly increases overall recommendation quality which makes it suitable for recommendations with rich side information about items and users.
This SlideShare explores the concept of using deep recommendations for e-commerce in brief.
SLSA - An End-to-End Framework for Supply Chain Integrity
One of the biggest challenges for software developers is the need to make informed choices about the external software and products they use in their own software systems. Evaluating whether a given system is appropriately secured can be challenging, especially if it’s external or owned by a third party.
This so-called software supply chain has been under increasing scrutiny in recent years, with attacks on software systems being responsible for damages to both public and private interests. In collaboration with the Open Source Security Foundation (OpenSSF), Google has proposed Supply-chain Levels for Software Artifacts (SLSA). The new SLSA framework formalizes criteria around software supply chain integrity, to help the industry and open-source ecosystem secure the software development lifecycle.
SLSA (pronounced "salsa") is a security framework from source to service, giving anyone working with software a common language for increasing levels of software security and supply chain integrity. It’s how you get from safe enough to being as resilient as possible, at any link in the chain.
This SlideShare explores the concept of SLSA in brief.
Application for Blockchain in Crowdsourcing Data
Crowdsourcing provides a distributed problem-solving paradigm which is not the same as traditional outsourcing computation. These systems are generally centralized platforms which match the requesters’ and workers’ task pair with fair exchange of rewards.
Blockchain technology has attracted considerable attention due to the boom of cryptocurrencies and decentralized applications. Among them, the emerging blockchain-based crowdsourcing is a typical paradigm, which gets rid of centralized cloud-servers and leverages smart contracts to realize task recommendation and reward distribution. Blockchain-based crowdsourcing systems can mitigate some known limitations of the centralized crowdsourcing platform, such as single point of failure and Sybil attacks.
This SlideShare explores the concept of Blockchain in crowdsourcing data in brief.
Recommended
Sakha - Corporate Intro
Sakha has been transforming ideas into solutions through technology consulting & software development since 2005. With presence in USA & India and a team of 400+ resources, we are a recognized solution specialist in product development with 150+ products delivered worldwide in the areas of Mobile (Android & iOS), Big Data, Machine Learning, Blockchain, AR / VR, IoT & BPM / Workflow solutions. We have offices across USA, with a development center in Bangalore, India. We are ISO 9001:2015 certified.
Sakha - Corporate Intro
Sakha has been transforming ideas into solutions through technology consulting & software development since 2005. With presence in USA & India and a team of 400+ resources, we are a recognized solution specialist in product development with 150+ products delivered worldwide in the areas of Mobile (Android & iOS), Big Data, Machine Learning, Blockchain, AR / VR, IoT & BPM / Workflow solutions. We have offices across USA, with a development center in Bangalore, India. We are ISO 9001:2015 certified.
Sakha - Corporate Profile
Sakha has been transforming ideas into solutions through technology consulting & software development since 2005.
With presence in USA & India and a team of 400+ resources, we are a recognized solution specialist in product development with 150+ products delivered worldwide in the areas of Mobile (Android & iOS), Big Data, Machine Learning, Blockchain, AR / VR, IoT & BPM / Workflow solutions. We have offices across USA, with a development center in Bangalore, India. We are ISO 9001:2015 certified.
Sakha - Corporate Profile
Sakha has been transforming ideas into solutions through technology consulting & software development since 2005.
With presence in USA & India and a team of 400+ resources, we are a recognized solution specialist in product development with 150+ products delivered worldwide in the areas of Mobile (Android & iOS), Big Data, Machine Learning, Blockchain, AR / VR, IoT & Pega BPM. We have offices across USA, with a development center in Bangalore, India. We are ISO 9001:2015 certified.
Web3 - The Decentralized Internet of the Future
Web3 is the future of the internet, where users are in control of their own data and have the power to control their online identity.
Existing problems with the Web include centralized control of the internet by a few companies, lack of privacy and security for online users, and inequitable distribution of power and value online.
Web3 technology enables decentralized applications and services that run on a peer-to-peer network, making the internet more secure and transparent. By leveraging blockchain technology, Web3 creates a more open and equitable online experience, where users can participate in a decentralized economy and enjoy greater privacy and security. With Web3, the internet is shifting from a centralized system controlled by a few companies to a decentralized network that is open to everyone.
There are currently over 100 decentralized applications (dApps) built on Web3 technology, with many more in development. The total value locked in decentralized finance (DeFi) protocols built on Web3 technology has surpassed $60 billion. The Web3 ecosystem has attracted millions of users and is growing rapidly.
This SlideShare explores the concept of Web3 in brief.
Deep Recommendations for e-Commerce
Nowadays, product recommendation engines can understand customers in real time and suggest the best matching using several different machine learning algorithms.
Unfortunately, many e-commerce stores put basic category levels or best-selling product recommendations on their websites, and never revise them or customize them again. They stand to gain by implementing recommendation engines.
Deep learning works similarly to machine learning models, but deep learning uses more than one million data points and can determine whether the prediction is correct. Since deep learning is a self-learning system, manual intervention is no longer required, so the results can be used immediately.
The core idea of deep learning-based recommendations is to unite all side-information features into subnetworks of user-related and item-related features and learn the similarity between their latent representations using neural matrix factorization.
It has been demonstrated that deep learning with heterogeneous input significantly increases overall recommendation quality which makes it suitable for recommendations with rich side information about items and users.
This SlideShare explores the concept of using deep recommendations for e-commerce in brief.
SLSA - An End-to-End Framework for Supply Chain Integrity
One of the biggest challenges for software developers is the need to make informed choices about the external software and products they use in their own software systems. Evaluating whether a given system is appropriately secured can be challenging, especially if it’s external or owned by a third party.
This so-called software supply chain has been under increasing scrutiny in recent years, with attacks on software systems being responsible for damages to both public and private interests. In collaboration with the Open Source Security Foundation (OpenSSF), Google has proposed Supply-chain Levels for Software Artifacts (SLSA). The new SLSA framework formalizes criteria around software supply chain integrity, to help the industry and open-source ecosystem secure the software development lifecycle.
SLSA (pronounced "salsa") is a security framework from source to service, giving anyone working with software a common language for increasing levels of software security and supply chain integrity. It’s how you get from safe enough to being as resilient as possible, at any link in the chain.
This SlideShare explores the concept of SLSA in brief.
Application for Blockchain in Crowdsourcing Data
Crowdsourcing provides a distributed problem-solving paradigm which is not the same as traditional outsourcing computation. These systems are generally centralized platforms which match the requesters’ and workers’ task pair with fair exchange of rewards.
Blockchain technology has attracted considerable attention due to the boom of cryptocurrencies and decentralized applications. Among them, the emerging blockchain-based crowdsourcing is a typical paradigm, which gets rid of centralized cloud-servers and leverages smart contracts to realize task recommendation and reward distribution. Blockchain-based crowdsourcing systems can mitigate some known limitations of the centralized crowdsourcing platform, such as single point of failure and Sybil attacks.
This SlideShare explores the concept of Blockchain in crowdsourcing data in brief.
Sakha - Corporate Profile
Sakha Global has been transforming ideas into solutions through technology consulting & software development since 2005.
With presence in USA & India and a team of 400+ resources, we are a recognized solution specialist in product development with 150+ products delivered worldwide in the areas of Mobile (Android & iOS), Big Data, Machine Learning, Blockchain, AR / VR, IoT & Pega BPM. We have offices across USA, with a development center in Bangalore, India. We are ISO 9001:2015 certified.
Migration of Containerized Legacy Application to the Cloud
A large part of the IT budget in many companies is used for maintaining and managing the legacy application portfolio. Containers and container orchestration tools, such as Kubernetes, are emerging trends well under way to become game changers in the software engineering and IT industry. The way that the containers concept provides an abstraction layer to infrastructure is unprecedented for software developers.
For cloud-native scenarios, containerization is the process of packaging compiled software code, libraries, configuration, and compute, network, and storage definitions into a set of containers and container management (Kubernetes) definitions. These containers are deployed on a runtime engine, such as Docker Engine or CRI-O. Scalability, high availability, and cluster management are arranged by the container orchestration tool.
As with all migration approaches, choosing the right legacy containerization technique is a matter of striking the right balance between investment, business outcome, cost-effectiveness gain, technical feasibility, and risk appetite.
This SlideShare explores the concept of migration of containerized legacy application to the cloud in brief.
Infrastructure as Code
Infrastructure as Code, also referred to as IaC, is an IT practice that codifies and manages underlying IT infrastructure as software. The purpose of Infrastructure as Code is to enable developers or operations teams to automatically manage, monitor and provision resources, rather than manually configure discrete hardware devices and operating systems. Infrastructure as Code is sometimes referred to as programmable or software-defined infrastructure.
The concept of Infrastructure as Code is similar to programming scripts, which are used to automate IT processes. However, scripts are primarily used to automate a series of static steps that are repeated numerous times across multiple servers. Infrastructure as Code uses higher-level or descriptive language to code more versatile and adaptive provisioning and deployment processes.
This SlideShare explores the concept of Infrastructure as Code in brief.
OpenTelemetry - The Open Source Vision for Unified Observability
OpenTelemetry is a collection of tools, APIs and SDKs, used to instrument, generate, collect, and export telemetry data (metrics, logs and traces) to help analyze a software’s performance and behavior.
OpenTelemetry (also referred to as OTel) aims to address the full range of observability signals across traces, metrics and logs. Loosely defined, observability is the ability to understand what’s happening inside a system from the knowledge of the external data it produces, which are usually logs, metrics, and traces.
Having a common format for how observability data is collected and sent is where OpenTelemetry comes into play. As a Cloud Native Computing Foundation (CNCF) incubating project, OTel aims to provide unified sets of vendor-agnostic libraries and APIs — mainly for collecting data and transferring it somewhere.
This SlideShare explores OpenTelemetry in brief.
Automating Software Delivery on Multiple Clouds
It can be difficult for enterprise application development or IT operations professionals to get their arms around multi-cloud DevOps.
That's because a single multi-cloud deployment might depend on hundreds of remote application and infrastructure components. These, in turn, might use myriad interfaces and orchestrations, and execute in dozens of clouds with varying degrees of federated interoperability.
Multi-clouds have already arrived in enterprises. According to a recent survey , around 85% of companies are already operating multiple clouds. However, only 39% of respondents have implemented DevOps processes and tool chains across these deployments.
To ensure the CI/CD of applications and infrastructure across increasingly heterogeneous clouds, enterprises will need DevOps tools that integrate with those platforms. This SlideShare explores the concept of Automating Software Delivery on Multiple Clouds in brief.
Ways to Improve Code Quality
Code quality is important, as it impacts the overall software quality. And quality impacts how safe, secure, and reliable a codebase is. High quality is critical for many development teams today. And it's especially important for those developing safety-critical systems.
Just one line of poorly written code can drive an enterprise into the ground, meaning that development projects can also come to an end because of them. That’s why improving code quality is necessary. This SlideShare explores ways to improve code quality in brief.
How the SVG Format is Reducing Carbon Footprint
The internet has a carbon footprint. Behind the rhetoric of digital solutions making our lives lighter, there is a very big problem. The internet, and our usage of it, is not so light at all. The internet as a whole currently accounts for 2% of global emissions. That’s the same as all global aviation. And this figure is increasing rapidly. The more data we consume, the more energy we use, and data consumption shows no signs of slowing as people worldwide grasp for better and faster internet speeds. By 2025, Cisco predicts that the internet will account for 3.5% of global carbon emissions.
The internet is not slowing down. As it matures and plays more of an integral part in our lives, we expect more from the internet. As each year passes, people are developing more complex, visually elaborate websites. These websites may look and work well – but behind the scenes they are bloated, using huge amounts of energy each time they are loaded. To put this in perspective: loading the average website uses up the equivalent amount of energy as boiling a kettle for a cup of tea. Environmental guilt has started to creep into everyday life for most people. There is always a sense that we should be doing better.
Thankfully, there are many things we can do to reduce our internet carbon footprint. One of the means is using the most efficient file format for graphics (such as SVG) to lessen the power needed to load the site. This SlideShare explores the concept of SVG format in brief.
5G-based Product Development
Millennials have seen multiple breakthroughs in wireless technology. GSM networks brought us the cell phone age in the 90s. 3G networks gave us the smartphone age a decade later. 4G and LTE brought us our paradoxical world of complaining if things take more than a few seconds to load.
4G networks are still being built, 3G phones are still being sold, but there’s a new technology on the horizon. A new and improved technology, 5G (5th generation) mobile networks will bring many changes. The next generation of wireless connectivity, 5G, is becoming a ubiquitous topic but is still the subject of many myths and misconceptions. Although various use cases are emerging, only a few are compelling enough to generate strong demand in the short term. This SlideShare explores the concept of 5G-based product development in brief.
Improving User Engagement through Gamification
Engaged consumers have a significant impact on the bottom line. Brands that successfully engage their customers realize lower customer attrition and higher share of wallet. Gamification is a recent mechanism to increase customer engagement, born our of the user-centered approach.
The user-centered approach, which strives for creating products highly responding to the user’s needs, has become the major philosophy behind many projects. Following this method, designers constantly search for the new techniques improving user experience which depends on various aspects including emotions. The thing is that users expect a product to be simple and enjoyable in use, so the idea to add a “fun” element to the UX came as it is. But how to make the product fun and enjoyable in use? The technique called gamification was created to solve the problem. This SlideShare explores what’s the method of gamification in design and how it can improve UX and engagement.
Next Generation Rendering with Angular Ivy
Ivy is Angular's new rendering pipeline and view engine. Smaller bundles, faster compilations, better debugging, dynamic loading of module & components, and advanced concepts like higher order components are promised by this 8.0 version of Angular.
Angular already being a popular platform for building mobile and desktop web applications, the current version 8.0 aka Ivy has backward compatibility and by using it we can get smaller bundles, easier to debug API, faster compilation and dynamic loading of modules and components. This SlideShare explores the concept of Angular Ivy in brief.
The Power of CSS Houdini
Houdini is a collection of APIs that expose the CSS engine's internals to developers. CSS does an amazing amount of work when it comes to UI / UX. You change a single attribute and suddenly your entire website appears in a different layout. Houdini CSS is a new collection of browser APIs which allow you to gain more access to your browser’s CSS engine. The APIs are accessible through JavaScript, making them web developer friendly. Houdini is a W3C task force with the overriding goal of trying to make browser support issues a thing of the past. Houdini also attempts to resolve some of the more difficult things around CSS development, which is, at times, extremely delicate by nature. This SlideShare explores the concept of CSS Houdini in brief.
Decentralizing the Internet of Things (IoT)
The success of the Internet of Things (IoT) depends heavily on the extent of achieved interoperability, as well as on addressing the many security and privacy challenges. Due to the multitude of types of devices, systems, and protocols, and their scale of deployment and limited resources, some of these systems will be extremely challenging to interconnect and secure. The underlying edge network or edge-computing infrastructure, supporting the IoT, will also need to provide security and privacy guarantees.
Given that IoT devices and edge networks are deployed by a multitude of players, decentralization has become a key enabling design goal of the system. For example, recent advances in Distributed Ledger Technology (DLT) and Blockchains can be incorporated to support decentralized security. In turn, decentralized security through distributed trust can help overcome privacy concerns and scalability bottlenecks, both of which are becoming increasingly serious in large-scale deployments, such as smart cities or Industry 4.0.
A decentralized approach to IoT interconnection brings forth many opportunities, but also important challenges, e.g., in state synchronization, trust management, and the difficulties of operating with constrained devices and networking modes.
This SlideShare explores the concept of Decentralized Computing in IoT in brief.
Digital Advertising with Facebook Pixel
What matters most to the vast majority of digital marketers is the ability to see direct results and tie advertising costs back to those efforts. Facebook Pixel is a tool within Facebook for Business. It can track conversions (actions) on a website as a result of Facebook Ads, retarget specific audiences, and give valuable insight into how users are interacting with content. These are huge, exceptionally valuable benefits.
Out of all of the incredible tools Facebook has created for marketers, perhaps the most useful is Facebook Pixel. This SlideShare explores the concept of Facebook Pixel in brief.
Serverless Applications - Reduce Code & Increase Efficiency
Serverless computing allows developers to build and run applications and services without thinking about servers. It eliminates infrastructure management tasks such as server or cluster provisioning, patching, operating system maintenance, and capacity provisioning.
Serverless enables developers to build modern applications with increased agility and lower total cost of ownership. Building serverless applications means that developers can focus on their core product instead of worrying about managing and operating servers or runtimes, either in the cloud or on-premises. This reduced overhead lets developers reclaim time and energy that can be spent on developing great products which scale and that are reliable.
This SlideShare explores the concept of serverless applications in brief.
Inclusive Design - Designing for the Full Range of Human Diversity
Every design decision has the potential to include or exclude customers. Inclusive design emphasizes the contribution that understanding user diversity makes to informing these decisions, and thus to including as many people as possible. User diversity covers variation in capabilities, needs and aspirations.
Inclusive design considers delivering increased access, reducing friction, and more emotional context to the greatest number of people. This SlideShare explores the concept of Inclusive Design in brief.
Image Processing in a Noisy World
Noise is always presents in digital images during image acquisition, coding, transmission, and processing steps. It is very difficult to remove noise from the digital images without the prior knowledge of filtering techniques.
This SlideShare provides a brief overview of various noise and the filtering techniques of the same is described.
Unsupervised Learning - Teaching AI to Understand Our World
Unsupervised learning is the training of an artificial intelligence (AI) algorithm using information that is neither classified nor labeled and allowing the algorithm to act on that information without guidance.
A key motivation for unsupervised learning is that, while the data passed to learning algorithms is extremely rich in internal structure (e.g., images, videos and text), the targets and rewards used for training are typically very sparse (e.g., the label ‘dog’ referring to that particularly protean species, or a single one or zero to denote success or failure in a game). This suggests that the bulk of what is learned by an algorithm must consist of understanding the data itself, rather than applying that understanding to particular tasks.
This SlideShare explores the concept of unsupervised learning in brief.
Lightning Network - The Second Layer of Blockchain
The Lightning Network is a "Layer 2" payment protocol that operates on top of a blockchain-based cryptocurrency (like Bitcoin). It enables fast transactions between participating nodes and has been touted as a solution to the Bitcoin scalability problem.
Lightning is a decentralized network using smart contract functionality in the blockchain to enable instant payments across a network of participants. The Lightning Network is dependent upon the underlying technology of the blockchain. By using real Bitcoin/blockchain transactions and using its native smart-contract scripting language, it is possible to create a secure network of participants which are able to transact at high volume and high speed. It promises to power transactions of the future - instant payments, scalability, low costs and cross blockchain compatible.
This SlideShare explores the concept of Lightning Network in brief.
Event Storming in Domain Driven Design
Event Storming is a fantastic modelling workshop for getting shared understanding of a business domain and designing software to match. It’s a modelling workshop for visualizing processes within a business or a system. It gives perspective from all heights of an organisation. Event Storming is a pattern for exploration and discovery. It comes from the world of Domain Driven Design (DDD).
An ES workshop gathers all people from across the business and leaves technical skill requirement at the door. The only requirement of attendees is their energy, attention and willingness to give it a go.
This SlideShare explores the concept of Event Storming in brief.
The Complete Guide to Lazy Loading
Lazy loading images means loading artifacts such as images on websites asynchronously — that is, after the above-the-fold content is fully loaded, or even conditionally, only when they appear in the browser’s viewport. This means that if users don’t scroll all the way down, images placed at the bottom of the page won’t even be loaded. A number of websites use this approach, but it’s especially noticeable on image-heavy sites.
By postponing the loading of images that are not immediately required – or, in some cases, not loading them at all – the browser saves resources (bandwidth as well as CPU). The page loads faster and the user experience is improved as saved resources can be affected to more critical content. There are also server-side gains. The CPU and bandwidth required to delivered the resources are subjected to less stress, reducing the hosting and/or CDN costs.
This SlideShare explores the concept of Lazy Loading in brief.
E-commerce Application Development Company.pdf
Your business can reach new heights with our assistance as we design solutions that are specifically appropriate for your goals and vision. Our eCommerce application solutions can digitally coordinate all retail operations processes to meet the demands of the marketplace while maintaining business continuity.
Innovating Inference - Remote Triggering of Large Language Models on HPC Clus...
Large Language Models (LLMs) are currently the center of attention in the tech world, particularly for their potential to advance research. In this presentation, we'll explore a straightforward and effective method for quickly initiating inference runs on supercomputers using the vLLM tool with Globus Compute, specifically on the Polaris system at ALCF. We'll begin by briefly discussing the popularity and applications of LLMs in various fields. Following this, we will introduce the vLLM tool, and explain how it integrates with Globus Compute to efficiently manage LLM operations on Polaris. Attendees will learn the practical aspects of setting up and remotely triggering LLMs from local machines, focusing on ease of use and efficiency. This talk is ideal for researchers and practitioners looking to leverage the power of LLMs in their work, offering a clear guide to harnessing supercomputing resources for quick and effective LLM inference.
More Related Content
More from Sakha Global
Sakha - Corporate Profile
Sakha Global has been transforming ideas into solutions through technology consulting & software development since 2005.
With presence in USA & India and a team of 400+ resources, we are a recognized solution specialist in product development with 150+ products delivered worldwide in the areas of Mobile (Android & iOS), Big Data, Machine Learning, Blockchain, AR / VR, IoT & Pega BPM. We have offices across USA, with a development center in Bangalore, India. We are ISO 9001:2015 certified.
Migration of Containerized Legacy Application to the Cloud
A large part of the IT budget in many companies is used for maintaining and managing the legacy application portfolio. Containers and container orchestration tools, such as Kubernetes, are emerging trends well under way to become game changers in the software engineering and IT industry. The way that the containers concept provides an abstraction layer to infrastructure is unprecedented for software developers.
For cloud-native scenarios, containerization is the process of packaging compiled software code, libraries, configuration, and compute, network, and storage definitions into a set of containers and container management (Kubernetes) definitions. These containers are deployed on a runtime engine, such as Docker Engine or CRI-O. Scalability, high availability, and cluster management are arranged by the container orchestration tool.
As with all migration approaches, choosing the right legacy containerization technique is a matter of striking the right balance between investment, business outcome, cost-effectiveness gain, technical feasibility, and risk appetite.
This SlideShare explores the concept of migration of containerized legacy application to the cloud in brief.
Infrastructure as Code
Infrastructure as Code, also referred to as IaC, is an IT practice that codifies and manages underlying IT infrastructure as software. The purpose of Infrastructure as Code is to enable developers or operations teams to automatically manage, monitor and provision resources, rather than manually configure discrete hardware devices and operating systems. Infrastructure as Code is sometimes referred to as programmable or software-defined infrastructure.
The concept of Infrastructure as Code is similar to programming scripts, which are used to automate IT processes. However, scripts are primarily used to automate a series of static steps that are repeated numerous times across multiple servers. Infrastructure as Code uses higher-level or descriptive language to code more versatile and adaptive provisioning and deployment processes.
This SlideShare explores the concept of Infrastructure as Code in brief.
OpenTelemetry - The Open Source Vision for Unified Observability
OpenTelemetry is a collection of tools, APIs and SDKs, used to instrument, generate, collect, and export telemetry data (metrics, logs and traces) to help analyze a software’s performance and behavior.
OpenTelemetry (also referred to as OTel) aims to address the full range of observability signals across traces, metrics and logs. Loosely defined, observability is the ability to understand what’s happening inside a system from the knowledge of the external data it produces, which are usually logs, metrics, and traces.
Having a common format for how observability data is collected and sent is where OpenTelemetry comes into play. As a Cloud Native Computing Foundation (CNCF) incubating project, OTel aims to provide unified sets of vendor-agnostic libraries and APIs — mainly for collecting data and transferring it somewhere.
This SlideShare explores OpenTelemetry in brief.
Automating Software Delivery on Multiple Clouds
It can be difficult for enterprise application development or IT operations professionals to get their arms around multi-cloud DevOps.
That's because a single multi-cloud deployment might depend on hundreds of remote application and infrastructure components. These, in turn, might use myriad interfaces and orchestrations, and execute in dozens of clouds with varying degrees of federated interoperability.
Multi-clouds have already arrived in enterprises. According to a recent survey , around 85% of companies are already operating multiple clouds. However, only 39% of respondents have implemented DevOps processes and tool chains across these deployments.
To ensure the CI/CD of applications and infrastructure across increasingly heterogeneous clouds, enterprises will need DevOps tools that integrate with those platforms. This SlideShare explores the concept of Automating Software Delivery on Multiple Clouds in brief.
Ways to Improve Code Quality
Code quality is important, as it impacts the overall software quality. And quality impacts how safe, secure, and reliable a codebase is. High quality is critical for many development teams today. And it's especially important for those developing safety-critical systems.
Just one line of poorly written code can drive an enterprise into the ground, meaning that development projects can also come to an end because of them. That’s why improving code quality is necessary. This SlideShare explores ways to improve code quality in brief.
How the SVG Format is Reducing Carbon Footprint
The internet has a carbon footprint. Behind the rhetoric of digital solutions making our lives lighter, there is a very big problem. The internet, and our usage of it, is not so light at all. The internet as a whole currently accounts for 2% of global emissions. That’s the same as all global aviation. And this figure is increasing rapidly. The more data we consume, the more energy we use, and data consumption shows no signs of slowing as people worldwide grasp for better and faster internet speeds. By 2025, Cisco predicts that the internet will account for 3.5% of global carbon emissions.
The internet is not slowing down. As it matures and plays more of an integral part in our lives, we expect more from the internet. As each year passes, people are developing more complex, visually elaborate websites. These websites may look and work well – but behind the scenes they are bloated, using huge amounts of energy each time they are loaded. To put this in perspective: loading the average website uses up the equivalent amount of energy as boiling a kettle for a cup of tea. Environmental guilt has started to creep into everyday life for most people. There is always a sense that we should be doing better.
Thankfully, there are many things we can do to reduce our internet carbon footprint. One of the means is using the most efficient file format for graphics (such as SVG) to lessen the power needed to load the site. This SlideShare explores the concept of SVG format in brief.
5G-based Product Development
Millennials have seen multiple breakthroughs in wireless technology. GSM networks brought us the cell phone age in the 90s. 3G networks gave us the smartphone age a decade later. 4G and LTE brought us our paradoxical world of complaining if things take more than a few seconds to load.
4G networks are still being built, 3G phones are still being sold, but there’s a new technology on the horizon. A new and improved technology, 5G (5th generation) mobile networks will bring many changes. The next generation of wireless connectivity, 5G, is becoming a ubiquitous topic but is still the subject of many myths and misconceptions. Although various use cases are emerging, only a few are compelling enough to generate strong demand in the short term. This SlideShare explores the concept of 5G-based product development in brief.
Improving User Engagement through Gamification
Engaged consumers have a significant impact on the bottom line. Brands that successfully engage their customers realize lower customer attrition and higher share of wallet. Gamification is a recent mechanism to increase customer engagement, born our of the user-centered approach.
The user-centered approach, which strives for creating products highly responding to the user’s needs, has become the major philosophy behind many projects. Following this method, designers constantly search for the new techniques improving user experience which depends on various aspects including emotions. The thing is that users expect a product to be simple and enjoyable in use, so the idea to add a “fun” element to the UX came as it is. But how to make the product fun and enjoyable in use? The technique called gamification was created to solve the problem. This SlideShare explores what’s the method of gamification in design and how it can improve UX and engagement.
Next Generation Rendering with Angular Ivy
Ivy is Angular's new rendering pipeline and view engine. Smaller bundles, faster compilations, better debugging, dynamic loading of module & components, and advanced concepts like higher order components are promised by this 8.0 version of Angular.
Angular already being a popular platform for building mobile and desktop web applications, the current version 8.0 aka Ivy has backward compatibility and by using it we can get smaller bundles, easier to debug API, faster compilation and dynamic loading of modules and components. This SlideShare explores the concept of Angular Ivy in brief.
The Power of CSS Houdini
Houdini is a collection of APIs that expose the CSS engine's internals to developers. CSS does an amazing amount of work when it comes to UI / UX. You change a single attribute and suddenly your entire website appears in a different layout. Houdini CSS is a new collection of browser APIs which allow you to gain more access to your browser’s CSS engine. The APIs are accessible through JavaScript, making them web developer friendly. Houdini is a W3C task force with the overriding goal of trying to make browser support issues a thing of the past. Houdini also attempts to resolve some of the more difficult things around CSS development, which is, at times, extremely delicate by nature. This SlideShare explores the concept of CSS Houdini in brief.
Decentralizing the Internet of Things (IoT)
The success of the Internet of Things (IoT) depends heavily on the extent of achieved interoperability, as well as on addressing the many security and privacy challenges. Due to the multitude of types of devices, systems, and protocols, and their scale of deployment and limited resources, some of these systems will be extremely challenging to interconnect and secure. The underlying edge network or edge-computing infrastructure, supporting the IoT, will also need to provide security and privacy guarantees.
Given that IoT devices and edge networks are deployed by a multitude of players, decentralization has become a key enabling design goal of the system. For example, recent advances in Distributed Ledger Technology (DLT) and Blockchains can be incorporated to support decentralized security. In turn, decentralized security through distributed trust can help overcome privacy concerns and scalability bottlenecks, both of which are becoming increasingly serious in large-scale deployments, such as smart cities or Industry 4.0.
A decentralized approach to IoT interconnection brings forth many opportunities, but also important challenges, e.g., in state synchronization, trust management, and the difficulties of operating with constrained devices and networking modes.
This SlideShare explores the concept of Decentralized Computing in IoT in brief.
Digital Advertising with Facebook Pixel
What matters most to the vast majority of digital marketers is the ability to see direct results and tie advertising costs back to those efforts. Facebook Pixel is a tool within Facebook for Business. It can track conversions (actions) on a website as a result of Facebook Ads, retarget specific audiences, and give valuable insight into how users are interacting with content. These are huge, exceptionally valuable benefits.
Out of all of the incredible tools Facebook has created for marketers, perhaps the most useful is Facebook Pixel. This SlideShare explores the concept of Facebook Pixel in brief.
Serverless Applications - Reduce Code & Increase Efficiency
Serverless computing allows developers to build and run applications and services without thinking about servers. It eliminates infrastructure management tasks such as server or cluster provisioning, patching, operating system maintenance, and capacity provisioning.
Serverless enables developers to build modern applications with increased agility and lower total cost of ownership. Building serverless applications means that developers can focus on their core product instead of worrying about managing and operating servers or runtimes, either in the cloud or on-premises. This reduced overhead lets developers reclaim time and energy that can be spent on developing great products which scale and that are reliable.
This SlideShare explores the concept of serverless applications in brief.
Inclusive Design - Designing for the Full Range of Human Diversity
Every design decision has the potential to include or exclude customers. Inclusive design emphasizes the contribution that understanding user diversity makes to informing these decisions, and thus to including as many people as possible. User diversity covers variation in capabilities, needs and aspirations.
Inclusive design considers delivering increased access, reducing friction, and more emotional context to the greatest number of people. This SlideShare explores the concept of Inclusive Design in brief.
Image Processing in a Noisy World
Noise is always presents in digital images during image acquisition, coding, transmission, and processing steps. It is very difficult to remove noise from the digital images without the prior knowledge of filtering techniques.
This SlideShare provides a brief overview of various noise and the filtering techniques of the same is described.
Unsupervised Learning - Teaching AI to Understand Our World
Unsupervised learning is the training of an artificial intelligence (AI) algorithm using information that is neither classified nor labeled and allowing the algorithm to act on that information without guidance.
A key motivation for unsupervised learning is that, while the data passed to learning algorithms is extremely rich in internal structure (e.g., images, videos and text), the targets and rewards used for training are typically very sparse (e.g., the label ‘dog’ referring to that particularly protean species, or a single one or zero to denote success or failure in a game). This suggests that the bulk of what is learned by an algorithm must consist of understanding the data itself, rather than applying that understanding to particular tasks.
This SlideShare explores the concept of unsupervised learning in brief.
Lightning Network - The Second Layer of Blockchain
The Lightning Network is a "Layer 2" payment protocol that operates on top of a blockchain-based cryptocurrency (like Bitcoin). It enables fast transactions between participating nodes and has been touted as a solution to the Bitcoin scalability problem.
Lightning is a decentralized network using smart contract functionality in the blockchain to enable instant payments across a network of participants. The Lightning Network is dependent upon the underlying technology of the blockchain. By using real Bitcoin/blockchain transactions and using its native smart-contract scripting language, it is possible to create a secure network of participants which are able to transact at high volume and high speed. It promises to power transactions of the future - instant payments, scalability, low costs and cross blockchain compatible.
This SlideShare explores the concept of Lightning Network in brief.
Event Storming in Domain Driven Design
Event Storming is a fantastic modelling workshop for getting shared understanding of a business domain and designing software to match. It’s a modelling workshop for visualizing processes within a business or a system. It gives perspective from all heights of an organisation. Event Storming is a pattern for exploration and discovery. It comes from the world of Domain Driven Design (DDD).
An ES workshop gathers all people from across the business and leaves technical skill requirement at the door. The only requirement of attendees is their energy, attention and willingness to give it a go.
This SlideShare explores the concept of Event Storming in brief.
The Complete Guide to Lazy Loading
Lazy loading images means loading artifacts such as images on websites asynchronously — that is, after the above-the-fold content is fully loaded, or even conditionally, only when they appear in the browser’s viewport. This means that if users don’t scroll all the way down, images placed at the bottom of the page won’t even be loaded. A number of websites use this approach, but it’s especially noticeable on image-heavy sites.
By postponing the loading of images that are not immediately required – or, in some cases, not loading them at all – the browser saves resources (bandwidth as well as CPU). The page loads faster and the user experience is improved as saved resources can be affected to more critical content. There are also server-side gains. The CPU and bandwidth required to delivered the resources are subjected to less stress, reducing the hosting and/or CDN costs.
This SlideShare explores the concept of Lazy Loading in brief.
More from Sakha Global (20)
Migration of Containerized Legacy Application to the Cloud
Migration of Containerized Legacy Application to the Cloud
OpenTelemetry - The Open Source Vision for Unified Observability
OpenTelemetry - The Open Source Vision for Unified Observability
Serverless Applications - Reduce Code & Increase Efficiency
Serverless Applications - Reduce Code & Increase Efficiency
Inclusive Design - Designing for the Full Range of Human Diversity
Inclusive Design - Designing for the Full Range of Human Diversity
Unsupervised Learning - Teaching AI to Understand Our World
Unsupervised Learning - Teaching AI to Understand Our World
Lightning Network - The Second Layer of Blockchain
Lightning Network - The Second Layer of Blockchain
Recently uploaded
E-commerce Application Development Company.pdf
Your business can reach new heights with our assistance as we design solutions that are specifically appropriate for your goals and vision. Our eCommerce application solutions can digitally coordinate all retail operations processes to meet the demands of the marketplace while maintaining business continuity.
Innovating Inference - Remote Triggering of Large Language Models on HPC Clus...
Large Language Models (LLMs) are currently the center of attention in the tech world, particularly for their potential to advance research. In this presentation, we'll explore a straightforward and effective method for quickly initiating inference runs on supercomputers using the vLLM tool with Globus Compute, specifically on the Polaris system at ALCF. We'll begin by briefly discussing the popularity and applications of LLMs in various fields. Following this, we will introduce the vLLM tool, and explain how it integrates with Globus Compute to efficiently manage LLM operations on Polaris. Attendees will learn the practical aspects of setting up and remotely triggering LLMs from local machines, focusing on ease of use and efficiency. This talk is ideal for researchers and practitioners looking to leverage the power of LLMs in their work, offering a clear guide to harnessing supercomputing resources for quick and effective LLM inference.
Enhancing Research Orchestration Capabilities at ORNL.pdf
Cross-facility research orchestration comes with ever-changing constraints regarding the availability and suitability of various compute and data resources. In short, a flexible data and processing fabric is needed to enable the dynamic redirection of data and compute tasks throughout the lifecycle of an experiment. In this talk, we illustrate how we easily leveraged Globus services to instrument the ACE research testbed at the Oak Ridge Leadership Computing Facility with flexible data and task orchestration capabilities.
Introduction to Pygame (Lecture 7 Python Game Development)
Introduction to Pygame (Lecture 7 Python Game Development)
GraphSummit Paris - The art of the possible with Graph Technology
Sudhir Hasbe, Chief Product Officer, Neo4j
Join us as we explore breakthrough innovations enabled by interconnected data and AI. Discover firsthand how organizations use relationships in data to uncover contextual insights and solve our most pressing challenges – from optimizing supply chains, detecting fraud, and improving customer experiences to accelerating drug discoveries.
GOING AOT WITH GRAALVM FOR SPRING BOOT (SPRING IO)
This session covers GraalVM & Spring Boot, Spring AOT, performance optimizations and using libraries
Mobile App Development Company In Noida | Drona Infotech
Looking for a reliable mobile app development company in Noida? Look no further than Drona Infotech. We specialize in creating customized apps for your business needs.
Visit Us For : https://www.dronainfotech.com/mobile-application-development/
Providing Globus Services to Users of JASMIN for Environmental Data Analysis
JASMIN is the UK’s high-performance data analysis platform for environmental science, operated by STFC on behalf of the UK Natural Environment Research Council (NERC). In addition to its role in hosting the CEDA Archive (NERC’s long-term repository for climate, atmospheric science & Earth observation data in the UK), JASMIN provides a collaborative platform to a community of around 2,000 scientists in the UK and beyond, providing nearly 400 environmental science projects with working space, compute resources and tools to facilitate their work. High-performance data transfer into and out of JASMIN has always been a key feature, with many scientists bringing model outputs from supercomputers elsewhere in the UK, to analyse against observational or other model data in the CEDA Archive. A growing number of JASMIN users are now realising the benefits of using the Globus service to provide reliable and efficient data movement and other tasks in this and other contexts. Further use cases involve long-distance (intercontinental) transfers to and from JASMIN, and collecting results from a mobile atmospheric radar system, pushing data to JASMIN via a lightweight Globus deployment. We provide details of how Globus fits into our current infrastructure, our experience of the recent migration to GCSv5.4, and of our interest in developing use of the wider ecosystem of Globus services for the benefit of our user community.
Custom Healthcare Software for Managing Chronic Conditions and Remote Patient...
Healthcare providers often struggle with the complexities of chronic conditions and remote patient monitoring, as each patient requires personalized care and ongoing monitoring. Off-the-shelf solutions may not meet these diverse needs, leading to inefficiencies and gaps in care. It’s here, custom healthcare software offers a tailored solution, ensuring improved care and effectiveness.
LORRAINE ANDREI_LEQUIGAN_HOW TO USE ZOOM
Zoom is a comprehensive platform designed to connect individuals and teams efficiently. With its user-friendly interface and powerful features, Zoom has become a go-to solution for virtual communication and collaboration. It offers a range of tools, including virtual meetings, team chat, VoIP phone systems, online whiteboards, and AI companions, to streamline workflows and enhance productivity.
Need for Speed: Removing speed bumps from your Symfony projects ⚡️
No one wants their application to drag like a car stuck in the slow lane! Yet it’s all too common to encounter bumpy, pothole-filled solutions that slow the speed of any application. Symfony apps are not an exception.
In this talk, I will take you for a spin around the performance racetrack. We’ll explore common pitfalls - those hidden potholes on your application that can cause unexpected slowdowns. Learn how to spot these performance bumps early, and more importantly, how to navigate around them to keep your application running at top speed.
We will focus in particular on tuning your engine at the application level, making the right adjustments to ensure that your system responds like a well-oiled, high-performance race car.
BoxLang: Review our Visionary Licenses of 2024
Unleash Unlimited Potential with One-Time Purchase
BoxLang is more than just a language; it's a community. By choosing a Visionary License, you're not just investing in your success, you're actively contributing to the ongoing development and support of BoxLang.
Globus Compute wth IRI Workflows - GlobusWorld 2024
As part of the DOE Integrated Research Infrastructure (IRI) program, NERSC at Lawrence Berkeley National Lab and ALCF at Argonne National Lab are working closely with General Atomics on accelerating the computing requirements of the DIII-D experiment. As part of the work the team is investigating ways to speedup the time to solution for many different parts of the DIII-D workflow including how they run jobs on HPC systems. One of these routes is looking at Globus Compute as a way to replace the current method for managing tasks and we describe a brief proof of concept showing how Globus Compute could help to schedule jobs and be a tool to connect compute at different facilities.
Navigating the Metaverse: A Journey into Virtual Evolution"
Join us for an exploration of the Metaverse's evolution, where innovation meets imagination. Discover new dimensions of virtual events, engage with thought-provoking discussions, and witness the transformative power of digital realms."
Enterprise Software Development with No Code Solutions.pptx
In the ever-evolving landscape of technology, enterprise software development is undergoing a significant transformation. Traditional coding methods are being challenged by innovative no-code solutions, which promise to streamline and democratize the software development process.
This shift is particularly impactful for enterprises, which require robust, scalable, and efficient software to manage their operations. In this article, we will explore the various facets of enterprise software development with no-code solutions, examining their benefits, challenges, and the future potential they hold.
May Marketo Masterclass, London MUG May 22 2024.pdf
Can't make Adobe Summit in Vegas? No sweat because the EMEA Marketo Engage Champions are coming to London to share their Summit sessions, insights and more!
This is a MUG with a twist you don't want to miss.
Game Development with Unity3D (Game Development lecture 3)
Game Development with Unity3D (Game Development lecture 3)
Automated software refactoring with OpenRewrite and Generative AI.pptx.pdf
https://2024.springio.net/sessions/automated-software-refactoring-with-openrewrite-and-generative-ai/
Recently uploaded (20)
Innovating Inference - Remote Triggering of Large Language Models on HPC Clus...
Innovating Inference - Remote Triggering of Large Language Models on HPC Clus...
Enhancing Research Orchestration Capabilities at ORNL.pdf
Enhancing Research Orchestration Capabilities at ORNL.pdf
Introduction to Pygame (Lecture 7 Python Game Development)
Introduction to Pygame (Lecture 7 Python Game Development)
GraphSummit Paris - The art of the possible with Graph Technology
GraphSummit Paris - The art of the possible with Graph Technology
GOING AOT WITH GRAALVM FOR SPRING BOOT (SPRING IO)
GOING AOT WITH GRAALVM FOR SPRING BOOT (SPRING IO)
Mobile App Development Company In Noida | Drona Infotech
Mobile App Development Company In Noida | Drona Infotech
Providing Globus Services to Users of JASMIN for Environmental Data Analysis
Providing Globus Services to Users of JASMIN for Environmental Data Analysis
Custom Healthcare Software for Managing Chronic Conditions and Remote Patient...
Custom Healthcare Software for Managing Chronic Conditions and Remote Patient...
Need for Speed: Removing speed bumps from your Symfony projects ⚡️
Need for Speed: Removing speed bumps from your Symfony projects ⚡️
Globus Compute wth IRI Workflows - GlobusWorld 2024
Globus Compute wth IRI Workflows - GlobusWorld 2024
Navigating the Metaverse: A Journey into Virtual Evolution"
Navigating the Metaverse: A Journey into Virtual Evolution"
Enterprise Software Development with No Code Solutions.pptx
Enterprise Software Development with No Code Solutions.pptx
May Marketo Masterclass, London MUG May 22 2024.pdf
May Marketo Masterclass, London MUG May 22 2024.pdf
Game Development with Unity3D (Game Development lecture 3)
Game Development with Unity3D (Game Development lecture 3)
Automated software refactoring with OpenRewrite and Generative AI.pptx.pdf
Automated software refactoring with OpenRewrite and Generative AI.pptx.pdf