HP Inc. has announced that it plans to cut between 4,000 and 6,000 jobs globally by fiscal 2028 as part of a larger effort to streamline its operations and increase its use of artificial intelligence. The company said the move will help speed up product development, improve customer service and boost overall productivity. Following the announcement, HP’s shares dropped 5.5 per cent in extended trading. HP CEO Enrique Lores said during a media briefing that employees working in product development, internal operations and customer support will be affected by the layoffs. He added that the cost-cutting plan is expected to generate about $1 billion in gross run-rate savings over the next three years. Add Zee News as a Preferred Source “We expect this initiative will create $1 billion in gross run-rate savings over three years,” Lores added. Earlier this year, HP had already laid off more than 2,000 employees as part of an ongoing restructuring plan. This announcement comes at a time when the tech industry is witnessing a fresh wave of layoffs. According to layoff.fyi data, 21 companies laid off 18,510 employees in October alone. (Also Read: iQOO 15 India Launch Today: How To Watch Live; Check Expected Camera, Display, Battery, Processor, Price, Sale And Introductory Offers) Amazon recently revealed that it plans to cut over 14,000 corporate jobs as it shifts more focus and investment toward artificial intelligence. The company said the layoffs are part of its efforts to become leaner and reduce unnecessary bureaucracy. This would mark the largest round of corporate job cuts in Amazon’s history. In November, 20 tech companies had already laid off 4,545 workers. Synopsys, a major chip-design software company, carried out the biggest layoffs this month by cutting about 2,000 jobs, roughly 10 per cent of its workforce. A regulatory filing showed that the company reduced its staff to redirect investment toward new growth opportunities. So far in 2025, as many as 237 tech companies have laid off more than 1.1 million employees.
Preparing Data for BERT Training
This article is divided into four parts; they are: • Preparing Documents • Creating Sentence Pairs from Document • Masking Tokens • Saving the Training Data for Reuse Unlike decoder-only models, BERT’s pretraining is more complex.
Google Meet Down In India Today: Users Report Joining Issues And 502 Errors Disrupting Remote Work | Technology News
Popular video conferencing service Google Meet suffered a major service outage for several users in India on Wednesday. At 12:20 pm, outage monitoring platform Downdetector had noted at least 1,455 reports, mostly related to joining online meetings. The outage is a big blow to many remote workers and institutions, as many were forced to report connection failures and issues with the company’s servers, mainly when trying to join sessions via the Google Meet website. Users Vent Frustration On Social Media The sudden outage set off a storm of activity on social media platform X, with many users sharing their frustrations, some with dark humour at their sudden freedom from work. Add Zee News as a Preferred Source Jokes and Confusion: One user joked, “google meet crashed before my will to work did,” while another noted the instability of service: “Google meet is down!! Why every big tech is going down this month?” The problem was organisational in nature, according to reports. As one user posted, “Google meet is down for everyone in my org but not for me.” Another user noticed the partial nature of the problem: “I can join the meet but my rest of the team is facing issues.” History Of Outages And Infrastructure Concerns This latest disruption in India added to a history of service issues with Google Meet, including a major outage earlier this year in the US. Previous US Outage: In September, Google Meet stopped working for over 15,000 users in the United States. Google later attributed that incident to a “recent change in content edge cache” that required its engineers to reverse the change to resolve the problem. Greater Tech Instability: The Google Meet issues come just one week since an outage at the web-infrastructure firm Cloudflare took down several prominent global websites, including X, Canva, and ChatGPT. Cloudflare’s Chief Technology Officer, Dane Knecht, acknowledged the failure at the time, stating the company “failed” their customers “and the broader Internet.” As of mid-afternoon, users were advised to monitor official channels for confirmation of service restoration across the affected areas. ALSO READ | Denied Food, Denied Google: Inside The ‘Ludicrous’ Horror Show At Shanghai Airport Over Arunachal Pradesh
The Complete Guide to Docker for Machine Learning Engineers
Machine learning models often behave differently across environments.
Elista Xplore 4K Google TV Series Launched In India With Dual-Band Wi-Fi And Dolby Audio Support; Check Specs, Price And Availability | Technology News
Elista Xplore 4K Google TV Series Price In India: Elista has launched its new Xplore Google TV series in India, bringing three premium 4K models which include the TDU85GA (85-inches), TDU75GA (75-inches), and TDU65GA (65-inches). All three TVs offer the same hardware and software features, including a bezel less design, Google TV integration, HDR10, built-in Chromecast, Dual-Band Wi-Fi, Dolby Audio support and Google TV features. These 4K models are designed to enhance home entertainment with clear visuals, rich sound, and a smooth Google TV experience. Xplore 4K Google TV: TDU85GA (85-inches) Specifications The 4K Google TV features a large 215 cm 4K Ultra HD bezel less display with HDR10 and Dolby Audio, giving you a theatre like experience at home. It comes with 2GB RAM, 16GB storage, built in Chromecast and three HDMI ports. The TV delivers smooth performance and easy connectivity with gaming consoles, soundbars and media devices. With hands free “Hey Google” voice control and quick access to Netflix, Prime Video, YouTube and other OTT apps, it brings all your entertainment together in one simple Google TV interface. Add Zee News as a Preferred Source Xplore 4K Google TV: TDU75GA (75-inches) Specifications The Xplore TDU75GA follows the same design approach and features a 189 cm 75 inch 4K UHD display with the same set of features. Its bezel less design, smooth Google TV interface, enhanced audio quality and strong connectivity options make it a good choice for large living rooms and premium viewing setups. Xplore 4K Google TV: TDU65GA (65-Inches) Specifications The Xplore TDU65GA comes with a 165 cm 65 inch 4K UHD display. Like the larger models, it includes Dolby Audio, HDR10 support, built-in Chromecast, and Dual Band Wi-Fi, providing an immersive viewing experience in a more compact size. It has the same 2GB RAM and 16GB storage, along with three HDMI ports. (Also Read: Google Denies Using Gmail Data To Train Gemini AI; How To Turn Off Smart Features On Desktop And Mobile App) Xplore 4K Google TV Series Price In India And Availability The Xplore Google TV series is now available in India with the TDU85GA 85-inch model priced at Rs 1,84,500, the TDU75GA 75-inch model at Rs 1,38,500, and the TDU65GA 65-inch model at Rs 73,990. Consumers can purchase all three models across the country through major retail partners starting today.
K-Means Cluster Evaluation with Silhouette Analysis
Clustering models in machine learning must be assessed by how well they separate data into meaningful groups with distinctive characteristics.
Sanchar Saathi Helps Recover Over 50,000 Stolen Phones In Oct | Technology News
Sanchar Saathi Portal: The Department of Telecommunications (DoT) announced on Tuesday that its digital safety initiative, Sanchar Saathi, has enabled the recovery of more than 50,000 lost and stolen mobile handsets across India in October this year. “This record milestone reflects unwavering commitment to secure citizens’ digital assets and public trust in technology-driven governance. The overall recovery nationwide has also crossed the 7 lakh milestone,” according to an official statement. Karnataka and Telangana have emerged as top-performing states, each crossing 1 lakh recoveries, Maharashtra follows with over 80,000. The monthly recoveries of lost and stolen mobile phones have surged by 47 per cent from June to October 2025, underlining the system’s growing efficiency and reach. With the help of this system, more than one handset is being recovered every minute across the country, the statement said. Add Zee News as a Preferred Source At the core of this achievement is a robust, indigenously developed platform, integrating automated workflows and real-time device traceability. Sanchar Saathi’s advanced technology prevents the misuse of blocked devices. When a SIM is inserted into a reported handset, the system triggers alerts to both the registered citizen and the relevant police station, enabling faster and more efficient recovery. This success is the result of seamless collaboration. Police personnel across states/UTs, DoT’s Digital Intelligence Unit (DIU) and field formations (LSAs) have worked in close coordination to ensure devices are efficiently traced and returned to their rightful owners. Regular capacity-building programmes and partnerships with state and UT police forces have been critical in strengthening on-ground response and operational excellence, the statement said. DoT has urged citizens to download Sanchar Saathi app to not only report and block their lost or stolen mobile devices, but also to cross check genuineness of new and old devices that they intend to purchase. Citizens can also report suspected fraudulent calls and messages through this app and can cross check trusted contact details of banks and financial institutions.
Samsung Galaxy S26 Ultra To Come With Bigger Battery Than Galaxy S25 Ultra: Check Expected Specs, India Launch and Sale Date | Technology News
Samsung Galaxy S26 Ultra Battery Upgrade: Samsung’s next premium flagship, the Galaxy S26 Ultra, is expected to come with a bigger battery than the 5000 mAh unit in the current S25 series. Early reports suggest that the S26 Ultra could offer more than 5000 mAh, giving longer screen on time and better overall battery life, especially as more AI features are expected to run directly on the device. However, Samsung has not confirmed any specifications yet, but the battery upgrade is already one of the most talked about features of the upcoming flagship. Samsung Galaxy S26 Ultra: Battery Upgrade Add Zee News as a Preferred Source Samsung is testing battery packs larger than 5,000mAh for the upcoming Galaxy S26 Ultra. The exact size isn’t confirmed yet, but the company is reportedly evaluating several high-density battery prototypes. This upgrade is likely meant to support more advanced on-device AI features, better cooling, and more efficient displays expected in the next model. Samsung may also use a new stacked battery design in the S26 Ultra, which increases capacity without making the phone bigger. (Also Read: HyperOS 3 Update To Roll Out For Xiaomi 14 Ultra Users In November; Check Expected Features And What You Should Do Before Updating) Samsung Galaxy S26 Ultra: Specifications (Expected) It is tipped to feature a new 10-bit display capable of rendering over a billion colours, marking a significant leap from the older 8-bit panels. On the photography front, the smartphone may come with a suggesting a 200-megapixel primary sensor, a 50-megapixel ultra-wide lens, and a 10-megapixel telephoto unit offering 3x optical zoom. Under the hood, the phone may pack the Snapdragon 8 Elite Gen 5 for Galaxy, paired with 12GB of RAM for enhanced performance. The charging department is also expected to improve, with faster 60W support that could reportedly power the device from 0–80% in just about 30 minutes. Adding further, Samsung is likely to expand its suite of Galaxy AI features, strengthening both on-device and hybrid AI processing for a more intelligent user experience. Samsung Galaxy S26 Ultra: India Launch And Sale (Expected) Samsung is likely to launch the Galaxy S26 series in late January 2026, with sales reportedly starting in early February.
Google Pixel Users Can Now Share Files With iPhones And Vice Versa; Is Apple AirDrop Safe To Use With Android? How To Use It | Technology News
Apple AirDrop On Android: Good news for Android users! Google has announced that AirDrop-like file sharing now works on Android without any involvement from Apple. For years, AirDrop remained a major advantage of the Apple ecosystem, allowing iPhone users to share files instantly while Android users were left without an equivalent cross-platform option. Now, Google has introduced a major update to Quick Share, adding compatibility with Apple’s AirDrop. The feature will debut on the Pixel 10 series, with a wider rollout planned for more devices. With this update, Android phones will be able to share files directly with iPhones, iPads, and Macs using AirDrop. Hence, users can now seamlessly share photos, documents and other files between the two operating systems, without the need to rely on third-party apps. Add Zee News as a Preferred Source Apple AirDrop On Android: Is Safe To Use Google says the feature is completely safe and does not compromise your data. The company adds that your information stays protected and the system has already been tested and verified by independent security experts. AirDrop is now compatible with Android! This is the kind of progress we need to see. We’re already exploring how to bring this to Nothing phones as soon as we can. pic.twitter.com/dg9llVPA2I — Carl Pei (@getpeid) November 20, 2025 Apple AirDrop On Android: How To Use It Step 1: On the iPhone: open Control Center → set AirDrop → Everyone. Step 2: On the Pixel 10: swipe down → enable Quick Share visibility. Step 3: Choose the file → tap Share → pick the iPhone. Step 4: When prompted on the iPhone, tap Accept to receive the file. Step 5: Make Pixel discoverable (Quick Share → Everyone) to receive from iPhone. Step 6: Use AirDrop, select the Pixel, then send the file. Now, the next chapter depends on two things which includes the Apple’s reaction and how quickly Google expands support. Apple hasn’t commented yet. It could ignore the feature, allow it, or try to block it in the future.
TRAI Takes Action On Over 21 Lakh Fraudulent Numbers In One Year | Technology News
New Delhi: The Telecom Regulatory Authority of India (TRAI) has taken major action against spam and fraud in the telecom sector, disconnecting more than 21 lakh mobile numbers and blacklisting around one lakh entities over the past year, Ministry of Communications said on Monday. These actions were based on complaints filed by citizens, and the Authority has now urged people to continue reporting spam through the TRAI DND App to stop misuse of telecom services at the source. According to TRAI, many users believe that blocking unwanted numbers on their phones is enough. However, blocking only hides the number on an individual device and does not stop the scammer from targeting others. When citizens report spam calls or messages through the official TRAI DND App, telecom service providers are able to trace the source and permanently disconnect numbers used for fraud or unsolicited communication. Add Zee News as a Preferred Source TRAI highlighted that the large-scale action taken in the last year was made possible only because lakhs of citizens used the DND App and reported suspicious calls and messages. The Authority said that public participation is essential in building a safe and trustworthy telecom ecosystem. TRAI has advised people to download the TRAI DND App from official app stores and report spam instead of simply blocking numbers. The regulator also reminded users not to share personal or banking details over calls, messages, or social media, and to disconnect immediately if they receive threatening or suspicious communication. Cases of cyber fraud should be reported to the National Cybercrime Helpline (1930) or through the cybercrime.gov.in portal. Users can also report telecom-related fraud attempts through Sanchar Saathi’s “Chakshu” feature. Emphasising its commitment to protect citizens — especially senior citizens, women, and digitally inexperienced users — TRAI urged the public to stay alert, share the advisory, and promptly report any suspicious communication. The Authority said that continued reporting, along with technology-driven monitoring and enforcement, is key to stopping spam and fraud at the source.