~hackernoon | Bookmarks (1880)

Lambda Live Debugger allows you to remotely debug AWS Lambda functions, eliminating the need for time-consuming redeployment.

Geolocation-based content is crucial for enhancing the user experience in modern web apps. Using AWS CloudFront and CloudFuntions, it is easy to implement and customize for your business requirements.

In this article, I’ll walk you through the process of fine-tuning a 7B model to handle SQL generation tasks more effectively

The idea is that such ramps take advantage of all available data outputs from the original model’s processing to boost their predictions. Apparate accepts a model in the ONNX format, a widely used IR that represents the computation as a directed acyclic graph 6. Once ingested, Apparate must first identify candidate layers for ramp addition.

Akshay Rawat stands at the intersection of technological prowess and entrepreneurial spirit. With more than 20 years of experience, Akshay has honed his expertise in building scalable systems tailored to address the dynamic payment needs of gig economies. As the engineering lead at Checkr Pay, he focuses on creating...

Startups of the Year 2024 is HackerNoon's annual flagship event, where 150,000+ startups across 100 industries and 4200+ cities participate in a bid to be crowned the best startup in their city. The event went live on October 1st, allowing the Internet to vote for their favorite startups. The voting period ends 6 months later, on March 31st, 2025, and winners will be announced...

In this article, I decided to manually handpick 16 of my favorite open-source projects that can boost your development workflow and allow you to save time.

Apparate is an end-to-end system that automatically integrates early exits into models and manages their operation throughout the inference process. Its overarching goal is to optimize per-request latencies while adhering to tight accuracy constraints and throughput goals. In addition, Apparate introduces two parameters: aggression and Os’ which runs atop existing serving platforms.

Despite numerous EE proposal from the ML community, multiple issues complicate their use in practice, leading to low adoption rates. Although exiting can enable certain inputs to eschew downstream model computations, exit ramps impose two new overheads on model serving. For instance, DeeBERT inflates overall memory requirements by 6.56% compared to BERTbase.

Early exit models 53,57 present an alternate way to address this tension by rethinking the granularity of inference. The key premise is that certain ‘easy’ inputs may not require the full predictive power of a model to generate an accurate result. In such cases, the foregone model execution can yield proportional reductions in both per-request latencies and compute footprints.

ML models are routinely used to service requests in interactive applications such as real-time video analytics 13, 49, recommendation engines 50, or speech assistants 12. To manage such workloads, applications employ platforms such as ONNX runtime 5, TensorFlow-Serving 39, PyTorch Serve 9, Triton Inference Server 4, among others. These platforms exchange model(s) from applications, often in graph formats. Common SLOs are in the 10-100...

Let’s cut through the nonsense to spotlight what’s in the latest AI updates from YouTube, LinkedIn, Meta, Instagram, Snapchat, X, Amazon, TikTok and Reddit and how they'll help your marketing efforts. I'll separate the gimmicks from the gold so you can focus on the true powerhouses.

For writing, we’ve added speech to text instant documentation. Great for capturing ideas quickly. Just talking things out is blogging! Start your next post or outline by simply talking to the HackerNoon app. For learning, we’ve added tech topic pages like #bitcoin or #javascript, to organize stories by subject matter. They are discoverable in search and featured on the story page. For accessibility, we’ve...

Handling product categorization in e-commerce can be quite the task, especially when nested categories and overlapping products make efficient retrieval without duplicates a real challenge. The method I found has a major impact on performance: setting up proper data storage, separating data for reading and modification, using relational and NoSQL databases, and applying graph theory to handle complex category nesting. The step-by-step guide shows...

This article reviews and compares Svelte data tables and data grids, helping you choose the best option with powerful features for your next Svelte project.

Abstract: The new optimization plan preserves the original decentralized and market-driven ZK computation pricing mechanism, while significantly reducing miner expenses and further enhancing the efficiency of ZKP generation.Modular Compute Layer & RaaS Platform Lumoz has reached key milestones in its recently conclu...

Dear Lumozers,We are thrilled to announce that the final round of the Lumoz Quidditch incentive testnet officially concluded on September 27 at 16:00 (UTC+8). This event, which began on August 27, lasted a month and attracted enthusiastic participation from regular users, outstanding project teams, zkVerifier nodes,...

How are you, hacker? 🪐Want to know what's trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here. 30 Growth Hacking Examples to Accelerate Your Business By @darragh [ 11 Min read ] Discover 30 powerful growth hacks from c...

The misconceptions about Agile methods and terminology are common, especially regarding cross-functional teams and self-managed teams. It's important to understand that cross-functional teams should emphasize individual strengths and skills, while self-managed teams should have the authority and empowerment to deliver value to the customer. It's crucial to focus on the actual work being done rather than getting caught up in terminology, and to be...

In this article, you will learn how to build a Telegram bot that fetches data from Rootstock using RootStock API. You must have node installed on your device and knowledge in Javascript. You will be making use of BotFather, Botfather is a Bot creator.

Like time travel, decentralized coordination is haunted philosophically by a demonic paradox that guards the gate. However, from a technical standpoint, things are looking promising as technology system have been developed which gradually wear away at the impossibility of these concepts. For example, rocket companies have proven that incredibly fast shuttles shot into space make astronauts age slower than their biological twins on earth,...

INCEPT, a cutting-edge decentralized protocol, announces the official launch of its innovative collection of 10,000 ERC-4D-based “variants,” pioneering a new paradigm for tokenized assets. Built on ERC-4D, an experimental dual-root token standard, INCEPT introduces the concept of dimensional tokens that fuse the fun...

Technology has to be in the service of mankind. Blockchain technology, which has already revolutionized many sectors, can also transform the agriculture field. To bring this decentralized technology to mainstream adoption trend, we should simplify it to reach the general public so that we can get into the broader users, ultimately increasing the use cases.