Components

The art of learning through dataPhoto by Markus Winkler on UnsplashIntroductionThis article covers the three main units of machine learning (ML) modeling that you should master as a data scientist or machine learning engineer. ML modeling, the art of learning through data, is an important step in the data science project life cycle and perhaps the most interesting for data practitioners.Image by authorWe learn every day by perception, visual inspection, and hearing. In addition, we make decisions about tomorrow from our…

Valve is rolling out a fresh batch of beta updates for its Steam Deck, one of which could help with servicing and repairs for the handheld gaming PC by listing internal components and saving owners from cracking the device open themselves to find out.The new component lookup view will display the model and manufacturer of each major hardware element within individual Steam Decks. However, the list is only a snapshot of factory-installed components, and so won’t recognize or update for any fresh hardware that users install…

When we create components in React, normally they exist within the component tree. This is mostly fine, but sometimes we want certain parts of a component to appear outside the component tree, or somewhere entirely different. This is a common requirement when we create modal popup windows, which need to be above all other components.We may create these within a component, but ultimately we'll want them above everything else, and having them nested within many components can cause issues as their z-index will fall below…

With the latest GPUs and CPUs from NVIDIA and Intel making their way to consumers, Alienware is updating its Aurora desktop to take advantage of those components. The new Aurora R15 is one of the first pre-built systems to come with a GeForce RTX 4090 option, but even if you don’t go for NVIDIA’s new flagship, the R15 looks to address one of the main flaws of its predecessor. Building on the Legend 2.0 case design the company introduced last year, Alienware claims the Aurora R15 delivers improved cooling performance…

Last Updated: August 24, 2022, 15:40 ISTThe auto component industry expects to maintain double-digit sales growth in the current fiscal after having reported its highest-ever turnover in FY22, with demand expected to remain robust. As per the Automotive Component Manufacturers Association (ACMA), the sector reported a turnover of Rs 4.2 lakh crore last fiscal, a growth of 23 percent over 2020-21, as passenger and commercial vehicle production increased by 20 percent and 30 percent respectively due to increased demand and…

One of Apple's largest suppliers has denied reports that a shipment of components was held by Chinese customs officials in retaliation after speaker Nancy Pelosi held a meeting with a company executive. In the early hours of Friday, Nikkei Asia (opens in new tab) reported that "shipments to iPhone assembler Pegatron's factory in China were being held for scrutiny by Chinese customs officials a day after the company's senior executive met with U.S. House Speaker Nancy Pelosi in Taipei during a visit that has drawn harsh…

The Quest 2 is going up in price. Do you still want one? Photo: Sam Rutherford / GizmodoImagine buying something, then being told it’s worth more than what you paid for it. That’s how real estate works, right? At least, that’s how my millennial brain has interpreted it thus far. Maybe I shouldn’t have spent all my money on avocado toast! Anyway, price increases aren’t something we typically expect to happen with gadgets. Price slashing is par for the course, but increasing the price of a device seems like it would do more…

A foundational base to learn—and build on—the basics of MLOps componentsI recently gave a talk on Machine Learning in Production for NYC Data Science Academy. The purpose of this article is to demonstrate the basic functionality of some components of a production ML system using only Python code.Photo by Devilz . on UnsplashDisclaimer: Nothing in this article represents the setup for an actual production system, but is meant instead to be an educational tool representing some of the lightweight capabilities of some of…

The Razer DeathStalker V2 Pro is a wireless, low-profile gaming keyboard. Photo: Florence Ion / GizmodoLow-profile mechanical keyboards are a relative niche in the keyboard community, but they’re becoming more common as people demand options. Low-profile keyboards have a similar look to laptop keyboards, and they might feel like they type a little faster with the shorter travel between keys, though your mileage may vary. Potential downsides include lessened feedback and keycaps that aren’t as customizable as the…

Prototype of a high-speed motor for a fuel cell compressor. Credit: Fraunhofer project HABICHT The transport sector is transforming towards climate-friendly powertrains with significantly reduced CO2 emissions. The electrification of powertrains remains a major challenge not only for trucks, buses, trains, and ships but also for aircraft. These applications cannot be realized in the future with batteries because of the energy…