re INCREDIBLE early Black Friday deal saves you on Samsung wearables and accessories! By phandroid.com Published On :: Tue, 12 Nov 2024 09:42:25 +0000 Samsung has an early Black Friday deal for its accessories and wearables, so don’t miss out if you want some savings! The post INCREDIBLE early Black Friday deal saves you on Samsung wearables and accessories! appeared first on Phandroid. Full Article Accessories Deals Devices Wearables Galaxy Buds Galaxy Ring galaxy watch 7 Samsung smartwatch true wireless earbuds
re How to SIM unlock the iPhone 16 Pro for FREE! By phandroid.com Published On :: Tue, 12 Nov 2024 09:48:53 +0000 If you hate having your SIM locked to your carrier, then we’ll show you how to SIM unlock your iPhone 16 Pro for free! The post How to SIM unlock the iPhone 16 Pro for FREE! appeared first on Phandroid. Full Article Devices Evergreen Handsets How To Apple Apple unlock code how to SIM unlock iPhone 16 Pro iphone 16 pro iPhone 16 Pro SIM unlock iPhone 16 Pro unlock code
re iPad Mini (2024) Review: Imperfect, but Impressive By phandroid.com Published On :: Tue, 12 Nov 2024 23:16:17 +0000 The iPad Mini 7 is an impressive tablet, but there are some compromises that might be a deterrent for potential buyers. The post iPad Mini (2024) Review: Imperfect, but Impressive appeared first on Phandroid. Full Article Devices Reviews Tablets ipad mini 2024 review iPad mini 7 ipad os 18
re Google Adds Some Nifty Features for Chrome on iOS Devices By phandroid.com Published On :: Tue, 12 Nov 2024 23:35:24 +0000 If you're an iPhone user, then you might want to check the Chrome app for new updates. The post Google Adds Some Nifty Features for Chrome on iOS Devices appeared first on Phandroid. Full Article Apps Devices Smartphones Google Chrome iOS iPhone
re Zomato CEO Reveals How He Knew He Would "End Up Marrying" His Wife By www.ndtv.com Published On :: Sun, 10 Nov 2024 20:58:08 +0530 Kapil Sharma wasted no time in diving into their personal stories, focusing on how Deepinder met his Mexican wife. Full Article
re Zomato Launches 'Rescue' Service To Combat Food Wastage. How Does It Work? By www.ndtv.com Published On :: Mon, 11 Nov 2024 06:54:03 +0530 Zomato witnesses approximately 400,000 cancelled orders monthly which prompted it to launch the initiative. Full Article
re UK University Tells Rich Students To Not Be A 'Snob' To Poorer Classmates By www.ndtv.com Published On :: Mon, 11 Nov 2024 09:12:02 +0530 A guidance has been issued to the wealthier students with a list of actions they need to follow to create an inclusive environment. Full Article
re Photographer Captures Breathtaking Close-Up Shot Of A Whale's Eye. See Pics By www.ndtv.com Published On :: Mon, 11 Nov 2024 14:23:01 +0530 Positioned near the side of her head, the eye provides an expansive field of vision, while a thick layer of protective blubber shields it from harm and maintains warmth. Full Article
re Chinese Store Swaps Mannequins For Real Women, Video Shocks Internet By www.ndtv.com Published On :: Mon, 11 Nov 2024 15:54:52 +0530 The video features models dressed in the latest fashion, strutting like mannequins on a moving runway outside the designer store ITIB. Full Article
re Here's Why India Celebrates Jawaharlal Nehru's Birthday As Children's Day By www.ndtv.com Published On :: Tue, 12 Nov 2024 08:00:24 +0530 Children's Day, also known as 'Bal Diwas', is celebrated annually on November 14 in India. The day is celebrated to appreciate and acknowledge children as they are the future of the county. Full Article
re Bengaluru Entrepreneur's Hilarious Take On City's "Patchy Roads" Is Viral By www.ndtv.com Published On :: Tue, 12 Nov 2024 11:28:29 +0530 A Bengaluru-based entrepreneur recently took to social media to jokingly explain how his daily commute on bike taxes in the city doubles as an unexpected fitness routine. Full Article
re Bengaluru Landlord Asks Rs 5 Lakh Deposit for Rs 40,000 Rent: "Extortion" By www.ndtv.com Published On :: Tue, 12 Nov 2024 13:21:48 +0530 The post has sparked a heated debate about Bengaluru's rising rental prices and the need for a cap on deposits. Full Article
re Krispy Kreme To Celebrate World Kindness Day With Free Doughnuts By www.ndtv.com Published On :: Tue, 12 Nov 2024 16:44:02 +0530 The offer is valid across the US. Some of its international locations - the chain operates in 40 countries - also have World Kindness Day promotions planned. Full Article
re "No Talking...": Employee Shares Strict Workplace Rules, Calls It A "Jail" By www.ndtv.com Published On :: Tue, 12 Nov 2024 18:05:35 +0530 The post details a highly restrictive environment where employees are forbidden from basic actions like looking away from their screens or using their phones. Full Article
re Children's Day 2024: Why It's Called 'Bal Diwas'? By www.ndtv.com Published On :: Wed, 13 Nov 2024 11:31:13 +0530 By celebrating Children's Day as Bal Diwas, India reinforced the cultural and emotional significance of the day, making it a uniquely Indian celebration rooted in national pride and values. Full Article
re Brace For Impact! Maruti Will Increase Price Of Almost All Cars By This Date: Check Full Details By trak.in Published On :: Mon, 05 Dec 2022 05:26:35 +0000 India’s largest carmaker Maruti Suzuki India Limited (MSIL) has announced that it will hike the prices of its models from January 2023. It said the increase will vary for different models. Why? In a statement the automaker explained its struggles and the reason behind the hikes. “The Company continues to witness increased cost pressure driven […] Full Article Auto benefits Celerio Discounts DZire maruti suzuki price hikes Swift
re All Real-Money Based Online Games In India Can Be Regulated, Monitored & Governed By Govt By trak.in Published On :: Mon, 05 Dec 2022 05:34:48 +0000 A new statement by the government and three sources have revealed that the proposal to regulate only the games of skill has been overruled. According to a government document and three sources, India’s proposed regulation of internet gambling would cover all real-money games after the prime minister’s office rejected a proposal to merely regulate games […] Full Article Business government rules real money making games
re Apple Wants To Shift iPhone Production To India, Vietnam & Completely Ignore China For This Reason By trak.in Published On :: Tue, 06 Dec 2022 07:08:56 +0000 Recently, Apple is accelerating its plans to shift some of its production outside China. The Cupertino headquartered company is asking its suppliers to plan more for assembling the product elsewhere in Asia, particularly India and Vietnam. Apple Shifting Assembly Line Outside Of China Sources involved in this discussion also said that Apple is also looking […] Full Article Business Apple
re Millions Of Teflon Particles Are Mixed With Your Food While Cooking On Teflon-Coated Pan! (Research Results) By trak.in Published On :: Tue, 06 Dec 2022 07:17:37 +0000 There is a shocking revelation by scientists who are studying the surface of a Teflon-coated pan. As per the scientists, thousands to millions of ultra-small Teflon plastic particles may be released during cooking as non-stick pots and pans gradually lose their coating. As per the new study published in the journal Science of the Total […] Full Article Business teflon teflon coated pan
re Family Members Of Foreign Workers In Canada Now Allowed To Work: Spouses, Working-Age Children Will Get Work Permits! By trak.in Published On :: Tue, 06 Dec 2022 07:23:58 +0000 After its decision to strengthen visa infrastructure in Delhi and Chandigarh, Canada has now announced that family members of temporary international workers will also be allowed to work in the country. Sean Fraser, Canada’s Minister of Immigration, Refugees, and Citizenship, recently informed the media that his agency will be granting work permits to relatives of […] Full Article Business canada work permit
re Canadian Visa Processing In India Gets A Boost: These 2 Indian Cities Will Be Able To Process More Visas By trak.in Published On :: Tue, 06 Dec 2022 07:28:06 +0000 The process of getting a visa to Canada has now been made easier for Indians. As per the latest news, the government of Canada has decided to add two Indian cities, Delhi and Chandigarh, under Canada’s Indo-Pacific strategy. Canada To Strengthen Visa Infrastructure In Delhi And Chandigarh The Canadian government has opted to strengthen the […] Full Article Business Canadian Visa
re Shorts Break By Armoks Media Becomes #1 YouTube Creator In India For Shorts By trak.in Published On :: Tue, 06 Dec 2022 11:26:21 +0000 Youtube has released its annual A YEAR ON YOUTUBE list for 2022, and there is some explosive news coming in from the house of Armoks Media. Shorts Break from Armoks Media has become the #1 Youtube Creator for Shorts videos in India, as their video: Baarish me Bheegna has been ranked #1 in their list. […] Full Article Business armoks media kaamwali bai
re Amazon Can Fire 20,000 Employees: 6% Workforce Can Be Fired Which Is 100% More Than We Expected By trak.in Published On :: Wed, 07 Dec 2022 05:36:19 +0000 Latest report reveals that the layoffs announced by the Jeff Bezos founded e-commerce giant Amazon are likely to impact double the number of employees than reported earlier. Amazon Layoffs Affecting Mass Workforce This new report indicates that internet giant Amazon is planning to cut around 10,000 jobs in corporate and technology roles following the massive […] Full Article Business amazon amazon firing
re Apple & Samsung Exported Rs 40,000 Crore Of Smartphones From India: Apple Can Beat Samsung Very Soon! By trak.in Published On :: Wed, 07 Dec 2022 05:38:01 +0000 Apple is in fast pace catching up with Samsung in India as far as smartphone exports from the country are concerned. Apple was not far behind at $2.2 billion at the same time Samsung’s smartphone exports in value stood at around $2.8 billion for the April-October period. Apple Scaling Up Exports In India It is […] Full Article Business Apple Apple Scaling Up Exports In India
re Exciting Details Of Redmi K60 Series Revealed: Will It Be 2023’s 1st Flagship Smartphone? Check Specs, USPs & More! By trak.in Published On :: Wed, 07 Dec 2022 05:43:53 +0000 The success of the Redmi K50 series, especially the Redmi K50 Pro was resounding, and now, a lot of leaks about the Redmi K60 series have emerged as well. The box of the Redmi K60 was leaked recently, and promotional dates of the phone series have also appeared. Redmi K60 Features Leaked: All You Need […] Full Article Business Redmi redmi k60
re Interesting Details Of iPhone 15 Ultra Revealed: Find Out Design, Specs, USPs & More By trak.in Published On :: Wed, 07 Dec 2022 05:47:52 +0000 Apple 14 is barely out of the box and features and rumors of the Apple 15 series are already making rounds of the internet. The newest reports have revealed that the iPhone 15 Pro Max is to be replaced by the brand-new iPhone 15 Ultra. With the iPhone 15 series, the corporation is also said […] Full Article Apple iPhone 15 iphone 15 ultra
re 300 Microsoft Employees Create Employee Union, First Time Ever: This Is How Microsoft Reacted By trak.in Published On :: Thu, 08 Dec 2022 04:58:44 +0000 Around 300 workers at Microsoft Corp.’s ZeniMax Studios have commenced the process of forming a union which is said to be the first at the software giant in the US. Here, Microsoft Corp.’s ZeniMax Studios known for popular video games including Skyrim and Fallout. Forming Union In Microsoft Corp Moreover, the quality assurance employees at […] Full Article Business Microsoft union formation
re Intel to spin-off and sell Wind River Software to TPG By www.postscapes.com Published On :: 2018-05-09T05:00:00-07:00 Wind River, an IoT and industrial operating system owned by Intel will be acquired by TPG, global alternative asset firm. Terms of the deal were not disclosed. Intel had bought Wind River Systems for $884 million in 2009 Wind River operates in several markets, including aerospace and defense, automotive, industrial, medical and networking technologies. Its core products in these markets are operating systems, software infrastructure platforms, device management, and simulation software. The IoT practice of Wind River provides consulting services for customers building IoT applications. In a statement for Wind River, Nehal Raj, Partner and Head of Technology investing at TPG said “We see a tremendous market opportunity in industrial software driven by the convergence of the Internet of Things (IoT), intelligent devices and edge computing. As a market leader with a strong product portfolio, Wind River is well positioned to benefit from these trends. We are excited about the prospects for Wind River as an independent company, and plan to build on its strong foundation with investments in both organic and inorganic growth.” Wind River’s main IoT product is Helix Device Cloud, a cloud-offering capable of managing deployed IoT devices and industrial equipment across a machine’s lifecycle. Helix can connect and manage devices remotely. Helix platform’s key uses cases are gateway management, proactive maintenance, security updates, and device provisioning. Full Article
re Siemens to acquire smart lighting control company Enlighted Inc. for an undisclosed sum By www.postscapes.com Published On :: 2018-05-26T05:00:00-07:00 Siemens Building Technologies division announced it will acquire Enlighted Inc., a smart IoT building technology provider. The transaction is expected to close in Q3’18. Enlighted Inc.’s core element is an advanced lighting control application. It is based on a patented, software-defined smart sensor that collects and monitors real-time occupancy, light levels, temperatures and energy usage. The sensor can gauge temperature, light level, motion, energy, and has Bluetooth connectivity. The Enlighted Micro Sensor The Enlighted system works by collecting temperature, light and motion data via its smart sensors. A gateway device carries the information to Energy Manager, a secure browser-based interface to create profiles and adjust settings of the entire Enlighted Advanced Lighting Control System. The Energy manager operates as an analytics device. The whole system consists of multi-function sensors, distributed computing, a network, and software applications run by Enlighted Inc. “With Siemens as a global partner, we will both accelerate innovation and market adoption of our smart building technologies on an international scale.”Joe Costello, Chairman, and CEO of Enlighted Inc Enlighted Inc.’s main target market is commercial real estate. Key use cases of its intelligent Lighting Control System are energy efficiency, controlling heating, ventilation and air conditioning, and building utilization reports. Use the Postscapes 'Connected Products Framework' to understand the smart home and buildings eco-system. Full Article
re 5 Reasons Why You Need To Read This CSR in India Report By Published On :: This new Corporate Social Responsibility (CSR) Practices in India Report 2020 is a must read Full Article
re Report on CSR in Indian Banks 2020 By www.banknetindia.com Published On :: Report on Corporate Social Responsibility (CSR) in Indian BFSI sector. Full Article
re Murderer Sentenced to 15 Years Imprisonment By allafrica.com Published On :: Tue, 12 Nov 2024 10:30:38 GMT [SAPS] - The Acting Provincial Commissioner of the SAPS in Mpumalanga Major General (Dr) Zeph Mkhwanazi has welcomed the 15 years imprisonment term handed down to Bongani Motha (24) by Middleburg Regional Court on Wednesday, 05 November 2024. Full Article Legal and Judicial Affairs South Africa Southern Africa
re Former Company Director to Appear in Court for Allegedly Defrauding a Pensioner By allafrica.com Published On :: Tue, 12 Nov 2024 10:30:43 GMT [SAPS] - A former company Director (57) is expected to appear in the Thabamoopo Magistrates Court in Lebowakgomo on 11 November 2024 for allegedly defrauding a pensioner an amount of R378 000.00 in the name of business. Full Article Legal and Judicial Affairs South Africa Southern Africa
re 11 Vehicle Testing Station Officials and Car Owners Arrested for Alleged Fraud By allafrica.com Published On :: Tue, 12 Nov 2024 10:30:51 GMT [SAPS] - Polokwane based Hawks Serious Commercial Crime Investigation in collaboration with National Traffic Anti-corruption Unit arrested 11 suspects between the ages of 27 and 57 for alleged fraud at various Provinces during operation "SISFIKILE". Full Article Economy Business and Finance Legal and Judicial Affairs South Africa Southern Africa Transport and Shipping
re Almost 12 600 Suspects Arrested and 345 Firearms Recovered During October Operations By allafrica.com Published On :: Tue, 12 Nov 2024 10:30:55 GMT [SAPS] One hundred and seventy one (171) murder suspects, 261 attempted murder suspects and 250 suspected rapists were among 12 593 suspects who were arrested during various operations by police in KwaZulu-Natal in the month of October. During such operations police also managed to recover 345 firearms and 2 998 rounds of ammunition of various calibre of firearms. Among the recovered firearms were 23 rifles and 17 homemade illegal guns. Full Article Arms and Military Affairs Conflict Peace and Security Legal and Judicial Affairs South Africa Southern Africa
re Operation Shanela Yielded Good Results in the Joe Gqabi District By allafrica.com Published On :: Tue, 12 Nov 2024 10:30:56 GMT [SAPS] SAPS members' continued efforts to prevent and detect crime yielded the following successes within the Joe Gqabi District as part of Operation Shanela during the week and start of the weekend . Full Article Legal and Judicial Affairs South Africa Southern Africa
re Turner Adams's Tattooed Body Told More Than One Story By allafrica.com Published On :: Tue, 12 Nov 2024 04:27:19 GMT [GroundUp] Former Lavender Hill gangster died on 29 October Full Article Arts Culture and Entertainment Legal and Judicial Affairs South Africa Southern Africa
re Cape Town Secures Historic Bid to Host WorldPride 2028 By allafrica.com Published On :: Mon, 11 Nov 2024 12:19:07 GMT [allAfrica] We are excited to share the momentous news that Cape Town Pride has officially won the bid to host WorldPride 2028. This significant event is a global celebration of LGBTQ+ pride and rights, marking a pivotal milestone not only for the LGBTQ+ community in the city but also for the entire African continent. This victory positions Cape Town as a leading symbol of inclusivity and diversity, showcasing its commitment to advancing a welcoming environment for all. Full Article Arts Culture and Entertainment Human Rights South Africa Southern Africa
re South Africa's Civil Service Should Be Restructured, but a Plan to Reward Early Retirement Won't Solve the Problem - Economist By allafrica.com Published On :: Mon, 11 Nov 2024 13:35:55 GMT [The Conversation Africa] South Africa's finance minister, Enoch Godongwana, announced in his October mid-term budget policy statement that cabinet had approved funding for an early retirement programme to reduce the public sector wage bill. R11 billion (about US$627 million) will be allocated over the next two years to pay for the exit costs of 30,000 civil servants while retaining critical skills and promoting the entry of younger talent. Full Article Africa Economy Business and Finance Governance South Africa Southern Africa
re Urgent Intervention Needed to Address Illicit Gun Violence and Resource Shortages in the Western Cape By allafrica.com Published On :: Tue, 12 Nov 2024 04:40:20 GMT [DA] Note to editors: Please find attached soundbite by Ian Cameron MP. Full Article Governance Legal and Judicial Affairs South Africa Southern Africa
re Thandiswa Returns With Sankofa By allafrica.com Published On :: Tue, 12 Nov 2024 05:37:28 GMT [Afropop] Thandiswa Mazwai has lived the modern history of African music. In the early '90s, when she was still a teenager, she pioneered the emerging kwaito sound in South Africa, first with a trio called Jack-Knife, and then as the lead vocalist and composer for Bongo Maffin. Thandiswa's 2004 debut album as a solo artist, Zabalaza, went double platinum and established her as a major star. Since then, she has delved into jazz, rock, classic African pop styles, and more. Her latest release, Sankofa, is an expansive Full Article Arts Culture and Entertainment Music South Africa Southern Africa
re Gauteng Municipalities Owe Rand Water R7.3bn, Excluding Three Metros By allafrica.com Published On :: Tue, 12 Nov 2024 06:01:29 GMT [Daily Maverick] Water and Sanitation Minister Pemmy Majodina held an urgent meeting on Sunday with Gauteng Premier Panyaza Lesufi and Johannesburg Mayor Dada Morero to address severe water shortages affecting Johannesburg communities. Full Article Economy Business and Finance Governance South Africa Southern Africa
re Joburg's Water Restrictions Set to Tighten Further As Crisis Deepens By allafrica.com Published On :: Tue, 12 Nov 2024 06:01:29 GMT [Daily Maverick] Office of the Chief Justice reveals Constitutional Court has been unable to sit because of unreliable water supply. This article is free to read.Sign up for free or sign in to continue reading.Unlike our competitors, we don't force you to pay to read the news but we do need your email address to make your experience better.Create your free account or sign in FAQ | Contact Us Nearly there! Create a password to finish signing up with us: You want to receive First Thing, our flagship daily newsletter. Opt Full Article Environment Governance South Africa Southern Africa Water and Sanitation
re Debate Rages Over Spaza Shop Regulation - South African News Briefs - November 12, 2024 By allafrica.com Published On :: Tue, 12 Nov 2024 05:31:48 GMT [allAfrica] Full Article Economy Business and Finance Environment Governance Legal and Judicial Affairs South Africa Southern Africa Water and Sanitation
re Media Reminder - Na and NCOP to Hold Plenary Sittings to Discuss 16 Days of Activism and Infrastructure Development By allafrica.com Published On :: Tue, 12 Nov 2024 10:05:45 GMT [Parliament of South Africa] Parliament, Tuesday, 12 November 2024 - The National Assembly (NA) will hold a plenary session scheduled to start at 10:00. Among the items on the agenda from 10:00 to 13:00 is the statement by the Minister of Water and Sanitation on water security in the country and a debate on 16 Days of Activism for no violence against women and children. The debate will be held under the theme, "Marking 30 years of democratic rights for women and fostering national unity to end gender-based violence". Full Article Press and Media South Africa Southern Africa Women and Gender
re Where Are We in the Search for an HIV Cure? By allafrica.com Published On :: Wed, 13 Nov 2024 05:06:09 GMT [spotlight] Highly effective treatments for HIV have existed since the mid-1990s. But while these treatments keep people healthy, we do not yet have a safe and scalable way to completely rid the body of the virus. In this Spotlight special briefing, Elri Voigt takes stock of where we are in the decades-long search for an HIV cure. Full Article HIV-Aids and STDs Health and Medicine South Africa Southern Africa
re These Matriculants Have Been Waiting for Their Matric Certificates for Three Years By allafrica.com Published On :: Wed, 13 Nov 2024 04:51:22 GMT [GroundUp] The education department says there's only one SETA official assisting all nine provinces Full Article Education Governance South Africa Southern Africa
re Are You SAFE Yet? Leveraging the Ecosystem to Boost Your Product Time to Market By community.cadence.com Published On :: Tue, 09 Jul 2024 05:00:00 GMT We live in a rapidly growing “digitalized world,” with an ever-increasing need for video/music streaming, gaming, AI/machine learning, etc. All of these propel demand on modern SoC design to quickly evolve the SoC by fitting more sophisti...(read more) Full Article IP featured Silicon Solution Group PCIe 5.0 samsung foundry PCIe SSG PCIe 6.0 safe PCI Express Protocol IP
re How Cadence Is Revolutionizing Automotive Sensor Fusion By community.cadence.com Published On :: Tue, 06 Aug 2024 07:53:00 GMT The automotive industry is currently on the cusp of a radical evolution, steering towards a future where cars are not just vehicles but sophisticated, software-defined vehicles (SDV). This shift is marked by an increased reliance on automation and a significant increase in the use of sensors to improve safety and reliability. However, the increasing number of sensors has led to higher compute demands and poses challenges in managing a wide variety of data. The traditional method of using separate processors to manage each sensor's data is becoming obsolete. The current trends necessitate a unified processing system that can deal with multimodal sensor data, utilizing traditional Digital Signal Processing (DSP) and AI-driven algorithms. This approach allows for more efficient and reliable sensor fusion, significantly enhancing vehicle perception. Developers often face difficulties adhering to stringent power, performance, area, and cost (PPAC) and timing constraints while designing automotive SoCs. Cadence, with its groundbreaking products and AI-powered processors, is enabling designers and automotive manufacturers to meet the future sensor fusion demands within the automotive sector. At the recent CadenceLive Silicon Valley 2024, Amol Borkar, product marketing director at Cadence, showcased the company's dedication and forward-thinking solutions in a captivating presentation titled "Addressing Tomorrow’s Sensor Fusion Needs in Automotive Computing with Cadence." This blog aims to encapsulate the pivotal takeaways from the presentation. If you missed the chance to watch this presentation live, please click here to watch it. Significant Trends in the Automotive Market – Industry Landscape We are witnessing a revolution in automotive technology. Innovations like occupant and driver monitoring systems (OMS, DMS), 4D radar imaging, LiDAR technology, and 360-degree view are pushing the boundaries of what's possible, leading us into an era of remarkable autonomy levels—ranging from no feet or hands required to eventually no eyes needed on the road. Sensor Fusion and Increasing Processing Demands—Sensor fusion effectively integrates data from different sensors to help vehicles understand their surroundings better. Its main benefit is in overcoming the limitations of individual sensors. For example, cameras provide detailed visual information but struggle in low-light or lousy weather. On the other hand, radar is excellent at detecting objects in these conditions but lacks the detail that cameras provide. By combining the data from multiple sensors, automotive computing can take advantage of their strengths while compensating for their weaknesses, resulting in a more reliable and robust system overall. One thing to note is that the increased number of sensors produces various data types, leading to more pre-processing. On-Device Processing—As the industry moves towards autonomy, there is an increasing need for on-device data processing instead of cloud computing to enable vehicles to make informed decisions. Embracing on-device processing is a significant advancement for facilitating real-time decisions and avoiding round-trip latency. AI Adoption—AI has become integral to automotive applications, driving safety, efficiency, and user experience advancements. AI models offer superior performance and adaptability, making future-proofing a crucial consideration for automotive manufacturers. AI significantly enhances sensor fusion algorithms, offering scalability and adaptability beyond traditional rule-based approaches. Neural networks enable various fusion techniques, such as early fusion, late fusion, and mid-fusion, to optimize the integration and processing of sensor data. Future Sensor Fusion Needs Automotive architectures are continually evolving. With current trends and AI integration into radar and sensor fusion applications, SoCs should be modular, flexible, and programmable to meet market demands. Heterogeneous Architecture- Today's vehicles are loaded with various sensors, each with a unique processing requirement. Running the application on the most suitable processor is essential to achieve the best PPA. To meet such requirements, modern automotive solutions require a heterogeneous compute approach, integrating domain-specific digital signal processors (DSPs), neural processing units (NPUs), central processing unit (CPU) clusters, graphics processing unit (GPU) clusters, and hardware accelerator blocks. A balanced heterogeneous architecture gives the best PPA solution. Flexibility and Programmability- The industry has come a long way from using computer vision algorithms such as HOG (Histogram Oriented Gradient) to detect people and objects, HAR classifier to detect faces, etc., to CNN and LSTM-based AI to Transformer models and graphical neural networks (GNN). AI has evolved tremendously over the last ten years and continues to evolve. To keep up with the evolving rate of AI, SoC design must be flexible and programmable for updates if needed in the future. Addressing the Sensor Fusion Needs with Cadence Cadence offers a complete suite of hardware and software products to address the increasing compute requirements in automotive. The comprehensive portfolio of Tensilica products built on the robust 32-bit RISC architecture caters to various automotive CPU and AI needs. What makes them particularly appealing is their scalability, flexibility, and configurability, offering many options to meet diverse needs. The Xtensa family of products offers high-quality, power-efficient CPUs. Tensilica family also includes AI processors like Neo NPUs for the best power, performance, and area (PPA) for AI inference on devices or more extensive applications. Cadence also offers domain-specific products for DSPs such as HIFI DSPs, specialized DSPs and accelerators for radar and vision-based processing, and a general-purpose family of products for floating point applications. The ConnX family offers a wide range of DSPs, from compact and low-power to high-performance, optimized for radar, lidar, and communications applications in ADAS, autonomous driving, V2X, 5G/LTE/4G, wireless communications, drones, and robotics. Tensilica's ISO26262 certification ensures compliance with automotive safety standards, making it a trusted partner for advanced automotive solutions. The Cadence NeuroWeave Software Development Kit (SDK) provides customers with a uniform, scalable, and configurable ML interface and tooling that significantly improves time to market and better prepares them for a continuously evolving AI market. Cadence Tensilica offers an entire ecosystem of software frameworks and compilers for all programming styles. Tensilica's comprehensive software stack supports programming for DSPs, NPUs, and accelerators using C++, OpenCL, Halide, and various neural network approaches. Middleware libraries facilitate applications such as SLAM, radar processing, and Eigen libraries, providing robust support for automotive software development. Conclusion Cadence’s Tensilica products offer a development toolchain and various IPs tailored for the automotive industry, covering audio, vision, radar, unified DSPs, and NPUs. With ISO certification and a robust partner ecosystem, Tensilica solutions are designed to meet the future needs of automotive computing, ensuring safety, efficiency, and innovation. Learn More Cadence Automotive Solutions Cadence Automotive IP Sensor Fusion and ADAS in TSMC Automotive Processes Revolution on the Road: How Cadence is Driving the Future of Automotive Design! Taming Design Complexity in Chiplet-Based Automotive Electronics UCIe and Automotive Electronics: Pioneering the Chiplet Revolution Full Article Automotive Sensor Processing sensor fusion Automotive SoC automotive IP NPU AI
re GDDR7: The Ideal Memory Solution in AI Inference By community.cadence.com Published On :: Tue, 20 Aug 2024 20:53:00 GMT The generative AI market is experiencing rapid growth, driven by the increasing parameter size of Large Language Models (LLMs). This growth is pushing the boundaries of performance requirements for training hardware within data centers. For an in-depth look at this, consider the insights provided in "HBM3E: All About Bandwidth". Once trained, these models are deployed across a diverse range of applications. They are transforming sectors such as finance, meteorology, image and voice recognition, healthcare, augmented reality, high-speed trading, and industrial, to name just a few. The critical process that utilizes these trained models is called AI inference. Inference is the capability of processing real-time data through a trained model to swiftly and effectively generate predictions that yield actionable outcomes. While the AI market has primarily focused on the requirements of training infrastructure, there is an anticipated shift towards prioritizing inference as these models are deployed. The computational power and memory bandwidth required for inference are significantly lower than those needed for training. Inference engines typically need between 300-700GB/s of memory bandwidth, compared to 1-3TB/s for training. Additionally, the cost of inference needs to be lower, as these systems will be widely deployed not only in data centers but also at the network's edge (e.g., 5G) and in end-user equipment like security cameras, cell phones, and automobiles. When designing an AI inference engine, there are several memory options to consider, including DDR, LPDDR, GDDR, and HBM. The choice depends on the specific application, bandwidth, and cost requirements. DDR and LPDDR offer good memory density, HBM provides the highest bandwidth but requires 2.5D packaging, and GDDR offers high bandwidth using standard packaging and PCB technology. The GDDR7 standard, announced by JEDEC in March of this year, features a data rate of up to 192GB/s per device, a chip density of 32Gb, and the latest data integrity features. The high data rate is achieved by using PAM3 (Pulse Amplitude Modulation) with 3 levels (+1, 0, -1) to transmit 3 bits over 2 cycles, whereas the current GDDR6 generation uses NRZ (non-return-to-zero) to transmit 2 bits over 2 cycles. GDDR7 offers many advantages for AI Inference having the best balance of bandwidth and cost. For example, an AI Inference system requiring 500GB/s memory bandwidth will need only 4 GDDR7 DRAM running at 32Gbp/s (32 data bits x 32Gbp/s per pin = 1024Gb/s per DRAM). The same system would use 13 LPDDR5X PHYs running at 9.6Gbp/s, which is currently the highest data rate available (32 data bits x 9.6Gb/s = 307Gb/s per DRAM). Cadence stands at the forefront of AI inference hardware support, being the first IP company to roll out GDDR7 PHYs capable of impressive speeds up to 36Gb/s across various process nodes. This milestone builds on Cadence's established leadership in GDDR6 PHY IP, which has been available since 2019. The company caters to a diverse client base spanning AI inference, graphics, automotive, and networking equipment. While GDDR7 continues to utilize standard PCB board technology, the increased signal speeds seen in GDDR6 (20Gbp/s) and now GDDR7 (36Gb/s) calls for careful attention with the physical design to ensure optimized system performance. In addition to providing the PHY, Cadence also offers comprehensive PCB and package reference design, which are essential in helping customers achieve optimal signal and power integrity (SI/PI) for their systems. Cadence is dedicated to ensuring customer success beyond just providing hardware. They provide expert support in SI/PI, collaborating closely with customers throughout the design process. This approach ensures that customers can benefit from Cadence's expertise in navigating the complexities of high-speed design and achieving optimal performance in their AI inference systems. As the AI market continues to advance, Cadence remains at the forefront by offering a comprehensive memory IP portfolio tailored for every segment of this dynamic market. From DDR5 and HBM3E, which cater to the intensive demands of training in servers and high-performance computing (HPC), to LPDDR5X designed for low-end inference at the network edge and in consumer devices, Cadence's offerings cover a wide range of applications. Looking to the future, Cadence is dedicated to innovating at the forefront of memory system performance, ensuring that the evolving needs of AI training and inference are met with the highest standards of excellence. Whether it's pushing the boundaries with GDDR7 or exploring new technologies, Cadence is dedicated to driving the AI revolution forward, one breakthrough at a time. Learn more about Cadence GDDR7 PHY Learn more about Cadence Simulation VIP for GDDR7. Full Article featured gddr6 inference HBM training AI GDDR7