This post is divided into three parts; they are: • Why Skip Connections are Needed in Transformers • Implementation of Skip Connections in Transformer Models • Pre-norm vs Post-norm Transformer Architectures Transformer models, like other deep learning models, stack many layers on top of each other.
Your First OpenAI API Project in Python Step-By-Step
In a <a href="https://machinelearningmastery.
Linear Layers and Activation Functions in Transformer Models
This post is divided into three parts; they are: • Why Linear Layers and Activations are Needed in Transformers • Typical Design of the Feed-Forward Network • Variations of the Activation Functions The attention layer is the core function of a transformer model.
Your First Local LLM API Project in Python Step-By-Step
Interested in leveraging a large language model (LLM) API locally on your machine using Python and not-too-overwhelming tools frameworks? In this step-by-step article, you will set up a local API where you’ll be able to send prompts to an LLM downloaded on your machine and obtain responses back.
How To Watch Live, Check Expected Specs
OnePlus Nord Series India Launch: OnePlus, a Chinese smartphone manufacturer, is set to launch the Nord series along with the next-generation OnePlus Buds 4 in the Summer Launch Event on July 8, 2025, at 2:00 PM IST. The Nord series include the OnePlus Nord 5 and OnePlus Nord CE 5 smartphones. The OnePlus Nord series is likely to refresh OnePlus’ positioning in the midrange market, challenging the best from Samsung, Oppo, Vivo, iQOO and Nothing. OnePlus Summer Launch Event Live: Where To Watch The OnePlus fans around the world can catch all the action from the Summer Launch Event via livestream. The event will be broadcast on OnePlus’ official website and YouTube channel, with real-time updates shared across the brand’s social media platforms. Ready for liftoff? The #OnePlusNord5Series and #OnePlusBuds4 drop tomorrow! Join us live on YouTube and #UpYourGame.#OnePlusNordCE5 #OnePlusNord5 #OnePlusSummerLaunchEvent pic.twitter.com/HESG1ye3KN — OnePlus India (@OnePlus_IN) July 7, 2025 OnePlus Nord 5 Specifications (Expected) The smartphone is equipped with the Snapdragon 8s Gen 3 chipset and LPDDR5X RAM, delivering console-grade gaming with ray tracing, 144fps support, and an expansive 7,300 mm² Cryo-Velocity cooling system. The phone sports a dual rear camera setup (50MP + 8MP) featuring Sony’s LYT-700 sensor, along with a 50MP front camera with autofocus—both capable of recording 4K at 60fps and capturing Ultra HDR LivePhotos. OnePlus Nord CE 5 Specifications (Expected) The budget-friendly variant is powered by the MediaTek Dimensity 8350 Apex chip, achieving an impressive AnTuTu score of over 1.47 million, and features the same LPDDR5X RAM. It boasts a massive 7,100mAh battery with 80W SUPERVOOC fast charging (0–100% in just 59 minutes), along with Bypass Charging and Battery Health Magic. On the photography front, it is equipped with a 50MP Sony LYT-600 sensor featuring OIS and 4K HDR video capabilities. OnePlus Buds 4 Specifications (Expected) The earbuds offer up to 11 hours of standalone playback and up to 45 hours with the charging case, ensuring long-lasting use. They come equipped with dual drivers and dual DACs, supporting Hi-Res LHDC 5.0, 3D Audio, and a low-latency 47ms Game Mode for an immersive listening experience. Adding further, they include smart features like AI-powered translation, intuitive slide gestures, Steady Connect for stable connectivity, Google Fast Pair for quick setup, and Dual-Device Connection for seamless switching between devices. OnePlus Nord 5, Nord CE 5 Price In India (Expected) The OnePlus Nord 5 is expected to be priced between Rs 30,000 and Rs 35,000, while the Nord CE 5 is likely to come in at a more affordable Rs 25,000. However, official pricing details are yet to be confirmed by the company.
Mixture of Experts Architecture in Transformer Models
This post covers three main areas: • Why Mixture of Experts is Needed in Transformers • How Mixture of Experts Works • Implementation of MoE in Transformer Models The Mixture of Experts (MoE) concept was first introduced in 1991 by <a href="https://www.
10 ISRO Technologies Transferred To Indian Firms, Says IN-SPACe | Technology News
New Delhi: The Indian National Space Promotion and Authorisation Centre (IN-SPACe) on Thursday said it facilitated the transfer of 10 state-of-the-art technologies developed by the Indian Space Research Organisation (ISRO) to six Indian companies. The tripartite Technology Transfer Agreements (TTAs) were signed between NewSpace India Limited (NSIL), the six companies, and IN-SPACe at the IN-SPACe headquarters in Ahmedabad. The technology transfers will give private players the opportunity to access the developed technologies available with ISRO, enabling them to use space-related technology for commercial applications in space as well as other sectors. The technologies that foster satellite launch, ground station infrastructure, and geospatial applications are expected to deepen industry participation, enable indigenisation, and reduce dependency on foreign technologies. “The transfer of these technologies marks yet another significant step towards empowering the private sector to harness and commercialise space technologies. ISRO has a flourishing repository of R&D in space technologies, and it is time we leverage that to the optimum to strengthen India’s space industrial ecosystem, and in that, industry-led innovation will play a key role,” said Dr. Pawan Goenka, Chairman, IN-SPACe. Two advanced inertial sensors — the Laser Gyroscope and the Ceramic Servo Accelerometer — developed by ISRO’s Inertial Systems Unit, for potential use in satellite launch vehicles, have been transferred to Hyderabad-based Zetatek Technologies. The company has over 25 years of expertise in Inertial Navigation System (INS) testing, calibration, and QA/QT equipment. Three technologies related to ground station operations — S/X/Ka tri-band dual circular polarised monopulse feed, tri-axis antenna control servo system, and Ku/C/L and S Band Cassegrain feed — have been transferred to Avantel and Jisnu Communications, Hyderabad-based companies specialising in end-to-end communications solutions for space and defence platforms. These technologies, currently sourced from foreign vendors, will enable self-reliance in critical ground station infrastructure. Further, two geospatial models developed by SAC/ISRO for pest forewarning and semi-physical crop yield estimation were transferred to Ahmedabad-based Amnex Info Technologies, to be deployed in agricultural decision-making and crop protection. A compact, multi-parameter, portable bathymetry system developed by NRSC/ISRO has been transferred to Jalkruti Water Solutions, Ahmedabad, to enable UAV-based integration for water resource monitoring. Further, VSSC/ISRO’s ceramic-based flame-proof coating technology — originally developed for launch vehicle applications — has been acquired by Ramdev Chemicals, Ahmedabad, for wider industrial applications. “With this transfer, we are taking a pivotal step toward building indigenous capabilities within India. ISRO, IN-SPACe, and NSIL will collaboratively provide comprehensive handholding support to all the industry players to ensure successful absorption of the technology,” said Rajeev Jyoti, Director, Technical Directorate, IN-SPACe.
TECNO Pova 7 5G Series Launched In India With Ella AI Chatbot; Check Camera, Battery, Price And Availability | Technology News
TECNO Pova 7 5G Series India Launch: TECNO, a Chinese smartphone manufacturer, has launched the Tecno Pova 7 5G series in India. The series includes Pova 7 5G and Pova 7 Pro 5G smartphones. Both the phones comes with a Delta Light interface, which features 104 Mini LED lights on the back panel. These lights react dynamically to notifications, calls, charging, music, and volume, adding a gamer-style aesthetic to your phone. TECNO Pova 7 5G series runs on the Android 15-based HiOS 5 version and get Ella AI chatbot from the brand which lets you use it in multiple Indian languages. The Tecno Pova 7 5G is offered in Magic Silver, Oasis Green and Geek Black colour options. Meanwhile, the Tecno Pova 7 5G Pro comes in Dyanmic Grey, Neon Cyan and Geek Black colour options. TECNO Pova 7 5G Specifications The device features a 6.78-inch Full HD+ LCD display with a smooth 144Hz refresh rate and peak brightness of up to 900 nits in High Brightness Mode (HBM). It is powered by the MediaTek Dimensity 7300 Ultimate processor, paired with up to 8GB of LPDDR4x RAM and UFS 2.2 storage. For photography, the phone sports a dual rear camera setup with a 50MP primary sensor and a secondary sensor, while a 13MP front camera handles selfies and video calls. Backed by a massive 6,000mAh battery, the device supports 45W wired fast charging but lacks wireless charging support. TECNO Pova 7 5G Pro Specifications The smartphone comes with a 6.78-inch 1.5K AMOLED display offering a 144Hz refresh rate and an impressive peak brightness of 4,500 nits. It features Corning’s Gorilla Glass 7i protection on top and carries an IP64 rating for water and splash resistance. The phone is powered by a MediaTek Dimensity 7300 Ultimate processor. On the photography front, it includes a 64MP primary camera and an 8MP ultra-wide angle lens, both supporting 4K video recording at 30fps. On the front, there’s a 13MP selfie camera that can also record videos in 4K at 30fps. The handset is backed by a large 6,000mAh battery with support for 45W wired fast charging and 30W wired fast charging, ensuring quick top-ups. TECNO Pova 7 5G Series India Price And Availability The Tecno Pova 7 is priced at Rs 14,999 for the 8GB RAM and 128GB storage variant, while the 8GB RAM and 256GB storage variant is available for Rs 15,999. On the other hand, the Pova 7 Pro is priced at Rs 18,999 for the 8GB RAM and 128GB storage model, and Rs 19,999 for the 8GB RAM and 256GB storage option. Consumers can purchase smartphones from July 10 on Flipkart. TECNO Pova 7 5G Series: Alternative Options Other smartphones priced under Rs 20,000 include the OnePlus Nord CE 4 Lite, Oppo K13, Realme P3, and CMF Phone 2 Pro, offering consumers a range of affordable options in the mid-budget segment.
How To Read Deleted WhatsApp Messages On Android And iOS For Free; Follow THESE Steps
Read Deleted WhatsApp Messages: In today’s fast-paced digital world, Meta-owned WhatsApp has become an essential tool for staying connected. This instant messaging platform lets users chat with anyone, anywhere, in real time—at no extra cost, as long as there is a stable internet connection. But while WhatsApp makes communication easy, it also comes with its little frustrations. Have you ever seen a message notification pop up, only for it to be deleted before you could read it? You’re not alone. Curiosity kicks in, and you’re left wondering what it said. Fortunately, there are simple tricks and apps that can help both Android and iOS users view or read deleted messages using features like notification history, chat backups, third-party apps, and more. In this article, we’ll walk you through safe and easy ways to recover them. So next time, you won’t waste time guessing what was in that deleted message. How To Read Deleted WhatsApp Messages Via WhatsApp Chat Backup Step 1: Open WhatsApp and go to Settings > Chats > Chat Backup. Step 2: Make sure the backup frequency is set to daily or a suitable interval. Step 3: Uninstall WhatsApp from your device using the phone’s settings. Step 4: Reinstall WhatsApp from the Google Play Store (or App Store for iPhone users). Step 5: Open the app, verify your phone number, and tap “Restore” when prompted to recover chats from your backup. How To Read Deleted WhatsApp Messages via WhatsApp iCloud Backup Step 1: Open WhatsApp and go to Settings > Chats > Chat Backup. Step 2: Check the date and time of the last backup to make sure it includes the deleted messages. Step 3: Delete the WhatsApp app by pressing and holding the icon, then tapping Delete App. Step 4: Reinstall WhatsApp from the App Store. Step 5: Open WhatsApp, verify your phone number, and follow the on-screen prompts to restore chats from iCloud.
India Leading Global Tech Race With Cost-Effective Innovation: Piyush Goyal | Technology News
New Delhi: Union Commerce and Industry Minister Piyush Goyal said on Saturday that India is emerging as a global leader in technology and innovation, driven by its young population, cost-effective R&D ecosystem, and forward-looking policies. He asserted that India’s embrace of technologies like artificial intelligence, machine learning, quantum computing, and data analytics is helping the country move up the global growth chart. In a video message shared on the social media platform X, Goyal highlighted that India’s innovation costs are significantly lower than those in Western economies. “When we work on new technologies in India, our cost is nearly one-sixth or one-seventh of what it would be in Switzerland or Europe or America,” he said. He pointed out that with a $12 billion investment in innovation, India can effectively generate outcomes worth $100 billion — the equivalent cost in developed nations. Minister @PiyushGoyal delivered the keynote address at the @IITMadras Alumni Association event, Sangam 2025, in Bengaluru. He spoke about how making a future-ready India is at the centre of various policy initiatives of the Modi government, which is driving innovation and growth… pic.twitter.com/BzMu2tHymE — Piyush Goyal Office (@PiyushGoyalOffc) July 5, 2025 “And when we roll that money over three or four cycles, you can imagine the scale of support this fund can provide to our innovation ecosystem,” Goyal added while speaking at the IIT Madras Alumni Association’s Sangam 2025 event. The minister said that India is transforming from a job-seeking nation to one of job creators, thanks to its thriving startup and research landscape. “Our science and technology, combined with our startup ecosystem and R&D efforts, are writing the India growth story of the future,” he said. Goyal credited the youth of the country for driving this transformation, stating that India’s young population is leading innovation, research, and technology adoption across sectors and government programmes. He further emphasised that India does not shy away from adopting new technologies, and instead views them as essential to economic growth. “They are being absorbed in our manufacturing, services, and business sectors, helping India become the fastest-growing large economy in the world,” the minister said. “This tech-driven approach is helping India buck the global slowdown trend and expand its presence in international trade and innovation leadership,” the Union Minister mentioned.