In machine learning, the difference between a high-performing model and one that struggles often comes down to small details.
Oppo A6 Pro 5G, Oppo A6 Pro 4G Launched; Check Camera, Display, Design, Price And Other Features | Technology News
Oppo A6 Pro 5G Launch: Oppo has launched its A6 smartphone lineup with two new models — the A6 Pro 4G and the A6 Pro 5G. Both smartphones are available in four colour options: Lunar Titanium, Stellar Blue, Coral Pink, and Rosewood Red. The Oppo A6 Pro 4G has been listed in Vietnam, while the A6 Pro 5G was launched in China a few weeks ago. The Oppo A6 Pro 5G is available in three storage variants: 6GB RAM with 128GB ROM, 8GB RAM with 256GB ROM, and 12GB RAM with 256GB ROM. The phone weighs around 185 grams, has a thickness of 8mm, and supports external storage via a card slot as well as USB OTG. The Oppo A6 Pro 5G also offers multiple camera modes, including Panorama, Night, Slow Motion, Dual-View Video, and an Underwater mode. Oppo A6 Pro 5G Specifications: Add Zee News as a Preferred Source It features a 6.57-inch FHD+ display with up to 120Hz refresh rate, 240Hz touch sampling rate, 10-bit colour depth, and 1,400 nits peak brightness. The smartphone is powered by a 7,000mAh battery with support for 80W SUPERVOOC fast charging. On the photography front, it comes with a dual rear setup comprising a 50MP wide-angle lens and a 2MP monochrome sensor, while the front houses a 16MP selfie camera. For connectivity, the smartphone offers dual SIM support, Wi-Fi 5, Bluetooth 5.4, USB Type-C, and region-specific NFC. The device runs on ColorOS 15.0. Oppo A6 Pro 4G Specifications It comes with a 6.57-inch OLED display offering 1080p+ resolution, a 120Hz refresh rate, and peak brightness of 1,400 nits. It is powered by the MediaTek Helio G100 chipset, paired with 8GB of LPDDR4X RAM and 256GB of UFS 2.2 storage, and also includes a vapor chamber for heat management. (Also Read: Flipkart Big Billion Days 2025 Sale: iPhone 16, iPhone 16 Pro Orders Cancelled, Netizens Call It ‘SCAM’) The device houses a large 7,000mAh battery with 80W fast charging support, which is twice as fast as the previous 4G model. For optics, it sports a dual rear camera setup featuring a 50MP primary sensor and a 2MP depth sensor, while the front is equipped with a 16MP camera for selfies. Oppo A6 Pro 5G And Oppo A6 Pro 4G Price And Availability The Oppo A6 Pro 4G is already listed in Vietnam, but details regarding the pricing and availability of the A6 Pro 5G remain unannounced. The global debut of the 5G model, including its launch in India, is expected soon. The listed price stands at VND 8,300,000 (approximately Rs 28,000), though reports indicate this may just be a placeholder.
3 Ways to Speed Up and Improve Your XGBoost Models
Extreme gradient boosting ( XGBoost ) is one of the most prominent machine learning techniques used not only for experimentation and analysis but also in deployed predictive solutions in industry.
MediaTek Dimensity 9500 Flagship Chipset Launched For Premium 5G Smartphones; Check Features | Technology News
MediaTek Dimensity 9500 Features: MediaTek has unveiled its latest flagship chipset, the Dimensity 9500, designed for premium 5G smartphones. The processor focuses on on-device AI, enhanced gaming capabilities, and improved power efficiency, offering a significant upgrade over the Dimensity 9400. It adopts a third-generation All Big Core CPU architecture, featuring a 4.21GHz ultra core, three premium cores, and four performance cores, paired with four-lane UFS 4.1 storage. The MediaTek Dimensity 9500 platform also debuts a new cache and memory architecture, supporting 4-channel UFS 4.1. This advancement is claimed to double read/write speeds and accelerate large AI model loading by up to 40%. Unlike Qualcomm’s 8-series processors, which balance power and efficiency cores, the Dimensity 9500 relies entirely on big performance cores, omitting dedicated small efficiency cores. The flagship chipset uses a third-generation all big core CPU design, featuring a 4.21GHz ultra core, three premium cores, and four performance cores, with four-lane UFS 4.1 storage. Add Zee News as a Preferred Source Unleashed: MediaTek Dimensity 9500 is here — our most advanced smartphone platform. Best‑in‑class performance, next‑gen AI, and stellar power efficiency for the future of flagship mobile. Details: https://t.co/0f62vAHBUU #AllBigCoreCPU #MediaTekDimensity9500 pic.twitter.com/lGOOdbFWwL — MediaTek (@MediaTek) September 22, 2025 The company confirmed that the first flagship smartphones powered by the Dimensity 9500 will debut in the fourth quarter of 2025, with Oppo and Vivo expected to be among the first brands to launch devices with the new chipset. Interestingly, Qualcomm is scheduled to unveil its next flagship processor, the Snapdragon 8 Elite Gen 5, just a day later. MediaTek Dimensity 9500 AI Features MediaTek claims that the Dimensity 9500 delivers the most powerful AI computing ever on a smartphone. It is powered by the new NPU 990, the chipset enables Android devices to generate 4K images directly through on-device processing and enhances efficiency for advanced AI models such as Gemini. On the photography front, it supports camera sensors up to 320 megapixels along with 8K video recording at 60fps. The Dimensity 9500 is also built for next-gen displays, offering compatibility with tri-fold screens and refresh rates of up to 180Hz. (Also Read: GST 2.0 Goes Live: Will Smartphones And Laptops Get Cheaper In India From September 22? Know Reason) For gaming, MediaTek highlights that it is the first chipset to support 120fps gaming with ray tracing, while also capable of upgrading 60fps titles to 120fps, ensuring smoother and more immersive gameplay.
10 Python One-Liners Every Machine Learning Practitioner Should Know
Developing machine learning systems entails a well-established lifecycle, consisting of a series of stages from data preparation and preprocessing to modeling, validation, deployment to production, and continuous maintenance.
Tech Showdown: iPhone 17 Pro Max Vs Samsung Galaxy S25 Ultra – Camera, Battery, Display, Chip, And Price Compared | Technology News
iPhone 17 Pro Max Vs Samsung Galaxy S25 Ultra: The iPhone 17 Pro Max and Samsung Galaxy S25 Ultra are two of the latest high-end smartphones available in India, offering top-tier features and premium designs. Apple recently launched the iPhone 17 Pro Max, while Samsung introduced the Galaxy S25 Ultra on January 22, 2025, during the Galaxy Unpacked event. Both devices are packed with advanced technology, from high-resolution displays and powerful processors to versatile cameras and long-lasting batteries, catering to different user preferences. From exceptional camera capabilities to lightning-fast processors, these devices promise top-notch performance. This comparison aims to simplify the decision-making process, helping users determine which phone best suits their needs and preferences. iPhone 17 Pro Max vs Samsung Galaxy S25 Ultra: Display Add Zee News as a Preferred Source Both smartphones come with large 6.9-inch OLED displays, but they focus on different strengths. The iPhone 17 Pro Max has a Super Retina XDR display that peaks at 3000 nits and supports Dolby Vision, making it brighter and easier to see in direct sunlight. On the other hand, the Samsung Galaxy S25 Ultra features a Dynamic AMOLED 2X panel with 1440p resolution and HDR10+ support, delivering sharper details and vibrant visuals, ideal for gaming and streaming. In short, Apple offers better brightness for outdoor use, while Samsung provides higher resolution and more detailed visuals for immersive media experiences. iPhone 17 Pro Max vs Samsung Galaxy S25 Ultra: Build The iPhone 17 Pro Max has an aluminum alloy frame with Ceramic Shield 2, giving it a durable and premium feel. The Samsung Galaxy S25 Ultra goes a step further with a titanium frame and Gorilla Armor 2, making it stronger against scratches (Mohs 6 vs 5) and drops. Apple’s design is classic and minimal, while Samsung’s titanium build looks more rugged and futuristic. iPhone 17 Pro Max Vs Samsung Galaxy S25 Ultra: Chip The iPhone 17 Pro Max is powered by Apple’s A19 Pro chip with 3nm architecture and a hexa-core CPU, offering efficient and smooth performance. The Samsung Galaxy S25 Ultra uses the Snapdragon 8 Elite with an octa-core CPU and Adreno 830 GPU, providing stronger performance for gaming and multitasking. While Samsung excels in raw power and graphics, Apple delivers smoother long-term performance thanks to software optimization and ecosystem integration. iPhone 17 Pro Max Vs Samsung Galaxy S25 Ultra: Battery The iPhone 17 Pro Max comes with 4832–5088 mAh batteries, offering 50% charge in just 20 minutes with wired charging and support for MagSafe and Qi2 wireless charging. The Samsung Galaxy S25 Ultra has a 5000 mAh battery with 45W wired charging, reaching 65% in 30 minutes, and also supports faster wireless and reverse wireless charging. Samsung is more versatile for quick top-ups and sharing power, while Apple stands out with satellite SOS and seamless integration with its ecosystem. iPhone 17 Pro Max Vs Samsung Galaxy S25 Ultra: Camera The iPhone 17 Pro Max features three 48MP lenses and a LiDAR scanner, focusing on consistent performance and advanced computational photography. It also includes an 18MP sensor with OIS and depth-enhancing SL 3D sensors, supporting 4K recording and Dolby Vision. The Samsung Galaxy S25 Ultra goes big with a 200MP primary sensor, dual telephoto lenses (3x and 5x optical), and a 50MP ultrawide camera. While Samsung excels in megapixels and zoom versatility, it lacks the depth-sensing technology that Apple offers for more precise imaging. iPhone 17 Pro Max Vs Samsung Galaxy S25 Ultra: Price The iPhone 17 Pro Max starts at Rs 1,49,900 for the 256GB model, with higher storage options at Rs 1,69,900 (512GB), Rs 1,89,900 (1TB), and Rs 2,29,900 (2TB). The Samsung Galaxy S25 Ultra with 12GB RAM is more affordable, priced at Rs 1,09,900 for 256GB and Rs 1,35,499 for 512GB on Amazon. Both phones offer high-end features and ample storage, making them excellent choices for users who want the latest technology, plenty of space for apps, photos, and media, and a premium smartphone experience. Disclaimer: This comparison helps people choose smartphones wisely. It doesn’t favour any brand or model, just gives facts to help consumers understand their options better.
Small Language Models are the Future of Agentic AI
This article provides a summary of and commentary on the recent paper <a href="https://arxiv.
India’s Smartphone Exports Soar By 55%, Production Exceeds 330 Million Units | Technology News
New Delhi: Smartphone exports surpassed Rs 1 lakh crore in just the first five months of FY 2025-26 — a 55 per cent jump over the same period last year, and over 330 million mobile phones a year are being manufactured in India and on average, there are about a billion mobile phones in use, an official statement said on Thursday. In Q2 2025, India overtook China to become the top smartphone exporter to the United States. “The overall picture is also bright — for instance, India’s mobile phone manufacturing sector has generated over 12 lakh jobs over the past decade, uplifting families and strengthening India’s socio-economic fabric,” according to the official statement. India’s smartphone market is evolving rapidly, with consumer preferences increasingly leaning toward 5G adoption and premium features. According to market research, 5G smartphone shipments surged to 82 per cent of total shipments last year, reflecting a remarkable 49 per cent YoY growth. Add Zee News as a Preferred Source Mid-range devices priced between Rs 10,000–Rs 13,000 continue to see strong demand, expanding the base for high-performance yet affordable smartphones. At the same time, the premium segment (above Rs 25,000) witnessed robust growth, posting a 26 per cent YoY increase, as consumers embrace high-performance devices as lifestyle statements. This dynamic demonstrates India’s market adaptability, with growth spanning across premium, mid-range, and value segments, catering to a diverse and increasingly tech-savvy consumer base. According to Union Minister Ashwini Vaishnaw, India’s journey in electronics manufacturing has evolved through distinct phases: beginning with finished goods, progressing to sub-assemblies, and now entering the critical phase of deep component manufacturing. The sector is steadily advancing into this third phase, which marks a significant leap in value addition, self-reliance, and ecosystem depth. Total production of electronics has increased from Rs 1.9 lakh crore in 2014-15 to Rs 11.3 lakh crore in 2024-25. Mobiles have been the crowning accomplishment of the electronics manufacturing sector boom. Production of mobile phones has soared from Rs 18,000 crore in 2014-15 to Rs 5.45 lakh crore in 2024-25, a 28-fold rise. India is the second-largest mobile phone manufacturer globally, with over 300 manufacturing facilities. Tamil Nadu has over 47 manufacturing units of electronics, supported under various schemes of the Ministry of Electronics and Information Technology (MeitY), as per the official statement.
A Gentle Introduction to Batch Normalization
Deep neural networks have drastically evolved over the years, overcoming common challenges that arise when training these complex models.
India Tops Asia Pacific In AI Adoption With 56 Per Cent Of City Adults Using Gen AI: Report | Technology News
Bengaluru: India has emerged as the leader in artificial intelligence (AI) adoption across the Asia Pacific region, with more than half of metro adults actively using generative AI this year, a new report said on Tuesday. The data compiled by Forrester highlights that 56 per cent of Indians living in cities are using generative AI tools in 2025, up from 44 per cent in 2024, making India the frontrunner in the region. The report shows that Indian consumers are not only quick to adopt AI but also have the highest levels of AI knowledge globally. Around 63 per cent of Indian adults say they understand AI well, compared to just 18 per cent in Australia and 26 per cent in Singapore. Only 5 per cent of Indians said they did not understand AI, the lowest percentage worldwide. Among different age groups, millennials stand out as the most knowledgeable, with nearly 69 per cent showing strong AI understanding. However, the research also reveals a trust paradox. While 45 per cent of Indians see AI as a serious threat to society, 66 per cent of those who are knowledgeable about AI also trust the information it provides. Add Zee News as a Preferred Source This reflects how greater awareness of AI brings both caution and confidence. For example, 64 per cent of Indian consumers trust AI-powered language translation services, much higher than in Australia (27 per cent) or Singapore (38 per cent). When it comes to managing AI risks, Indians place the most confidence in long-established companies and big tech firms, with 58 per cent trusting these players. Highly regulated institutions such as banks also enjoy significant trust. This trust level is much higher than in Australia and Singapore, where private companies typically inspire less confidence. “India’s AI landscape presents a remarkable combination of high adoption, sophisticated understanding, and pragmatic scepticism,” said Vasupradha Srinivasan, principal analyst at Forrester.“Indian consumers are discerning users who understand both AI’s potential and its risks. This creates an environment where transparency, security, and credibility become competitive strengths for enterprises,” Srinivasan added.