Sony Pixel Power calrec Sony

Why Accelerated Data Processing Is Crucial for AI Innovation in Every Industry

07/06/2024

Across industries, AI is supercharging innovation with machine-powered computation. In finance, bankers are using AI to detect fraud more quickly and keep accounts safe, telecommunications providers are improving networks to deliver superior service, scientists are developing novel treatments for rare diseases, utility companies are building cleaner, more reliable energy grids and automotive companies are making self-driving cars safer and more accessible.

The backbone of top AI use cases is data. Effective and precise AI models require training on extensive datasets. Enterprises seeking to harness the power of AI must establish a data pipeline that involves extracting data from diverse sources, transforming it into a consistent format and storing it efficiently.

Data scientists work to refine datasets through multiple experiments to fine-tune AI models for optimal performance in real-world applications. These applications, from voice assistants to personalized recommendation systems, require rapid processing of large data volumes to deliver real-time performance.

As AI models become more complex and begin to handle diverse data types such as text, audio, images, and video, the need for rapid data processing becomes more critical. Organizations that continue to rely on legacy CPU-based computing are struggling with hampered innovation and performance due to data bottlenecks, escalating data center costs, and insufficient computing capabilities.

Many businesses are turning to accelerated computing to integrate AI into their operations. This method leverages GPUs, specialized hardware, software, and parallel computing techniques to boost computing performance by as much as 150x and increase energy efficiency by up to 42x.

Leading companies across different sectors are using accelerated data processing to spearhead groundbreaking AI initiatives.

Finance Organizations Detect Fraud in a Fraction of a Second Financial organizations face a significant challenge in detecting patterns of fraud due to the vast amount of transactional data that requires rapid analysis. Additionally, the scarcity of labeled data for actual instances of fraud poses a difficulty in training AI models. Conventional data science pipelines lack the required acceleration to handle the large data volumes associated with fraud detection. This leads to slower processing times that hinder real-time data analysis and fraud detection capabilities.

To overcome these challenges, American Express, which handles more than 8 billion transactions per year, uses accelerated computing to train and deploy long short-term memory (LSTM) models. These models excel in sequential analysis and detection of anomalies, and can adapt and learn from new data, making them ideal for combating fraud.

Leveraging parallel computing techniques on GPUs, American Express significantly speeds up the training of its LSTM models. GPUs also enable live models to process huge volumes of transactional data to make high-performance computations to detect fraud in real time.

The system operates within two milliseconds of latency to better protect customers and merchants, delivering a 50x improvement over a CPU-based configuration. By combining the accelerated LSTM deep neural network with its existing methods, American Express has improved fraud detection accuracy by up to 6% in specific segments.

Financial companies can also use accelerated computing to reduce data processing costs. Running data-heavy Spark3 workloads on NVIDIA GPUs, PayPal confirmed the potential to reduce cloud costs by up to 70% for big data processing and AI applications.

By processing data more efficiently, financial institutions can detect fraud in real time, enabling faster decision-making without disrupting transaction flow and minimizing the risk of financial loss.

Telcos Simplify Complex Routing Operations Telecommunications providers generate immense amounts of data from various sources, including network devices, customer interactions, billing systems, and network performance and maintenance.

Managing national networks that handle hundreds of petabytes of data every day requires complex technician routing to ensure service delivery. To optimize technician dispatch, advanced routing engines perform trillions of computations, taking into account factors like weather, technician skills, customer requests and fleet distribution. Success in these operations depends on meticulous data preparation and sufficient computing power.

AT&T, which operates one of the nation's largest field dispatch teams to service its customers, is enhancing data-heavy routing operations with NVIDIA cuOpt, which relies on heuristics, metaheuristics and optimizations to calculate complex vehicle routing problems.

In early trials, cuOpt delivered routing solutions in 10 seconds, achieving a 90% reduction in cloud costs and enabling technicians to complete more service calls daily. NVIDIA RAPIDS, a suite of software libraries that enables acceleration of data science and analytics pipelines, further accelerates cuOpt, allowing companies to integrate local search heuristics and metaheuristics like Tabu search for continuous route optimization.

AT&T is adopting NVIDIA RAPIDS Accelerator for Apache Spark to enhance the performance of Spark-based AI and data pipelines. This has helped the company boost operational efficiency on everything from training AI models to maintaining network quality to reducing customer churn and improving fraud detection. With RAPIDS Accelerator, AT&T is reducing its cloud computing spend for target workloads while enabling faster performance and reducing its carbon footprint.

Accelerated data pipelines and processing will be critical as telcos seek to improve operational efficiency while delivering the highest possible service quality.

Biomedical Researchers Condense Dru
LINK: https://blogs.nvidia.com/blog/accelerated-data-processing-ai-industry-...
See more stories from nvidia

Most recent headlines

05/01/2027

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be demoed at CES 2026

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...

04/08/2026

Dalet Announces Commercial Availability of Dalia, Bringing Media-Aware Agentic AI to Enterprise Productions

Dalet, a leading technology and service provider for media-rich organizations, t...

04/07/2026

Detective Conan: Fallen Angel of the Highway Opens in Dolby Cinemas Across Japan, Presented in Dolby Atmos and Dolby ...

April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...

01/06/2026

Dolby Sets the New Standard for Premium Entertainment at CES 2026

January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026 Throughout the week, Dolby brings to life the latest innovatio...

02/05/2026

Dalet Flex LTS Delivers Smarter Search, Faster Editing, and an AI-Ready Foundation for Modern Media

Dalet, a leading technology and service provider for media-rich organizations, t...

01/05/2026

NBCUniversal's Peacock to Be First Streamer to Integrate Dolby's Full Suite of Premium Picture and Sound Innovations

January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...

09/04/2026

NAB 2026 Major Announcement

The next big thing To help broadcasters fully embrace dynamic hybrid workflows, Calrec will make a major announcement that unlocks even more freedom for broadca...

09/04/2026

ENCO to Showcase New aiTrack Capabilities at 2026 NAB Show

Share Copy link Facebook X Linkedin Bluesky Email...

09/04/2026

LTN Unveils Network Enhancements in Advance of C-Band Changes

Share Copy link Facebook X Linkedin Bluesky Email...

09/04/2026

FOR-A Buys Tamura Corp. Information Equipment Business

Share Copy link Facebook X Linkedin Bluesky Email...

09/04/2026

Imagine Showcases Expanded Multiviewer Portfolio at 2026...

Purpose Built Monitoring From Live Production to Master Control to OTT, Across On Prem and Cloud Environments At the 2026 NAB Show (April 19-22, Las Vegas Con...

09/04/2026

Harmonic Extends Hybrid Streaming Leadership with AI and...

Purpose Built Monitoring From Live Production to Master Control to OTT, Across On Prem and Cloud Environments At the 2026 NAB Show (April 19-22, Las Vegas Con...

09/04/2026

LTN unveils network enhancements as broadcaster satellite...

New advances meet surge in demand for broadcast-grade IP migration as C-band spectrum auctions approach LTN announces major enhancements to its purpose-built g...

09/04/2026

Hitomi Broadcast Expands Sales Team with Nicola Milburn

Hitomi Broadcast has expanded its sales team with the addition of Nicola Milburn as Technical Sales Manager. In this role, Nicola will work with customers and p...

09/04/2026

Layercake and Ceeblue Announce Strategic Integration to D...

Revolutionary combined solution brings sub-second latency, resilient delivery, and workflow orchestration to global broadcasters and digital platforms Layercak...

09/04/2026

BIA Increases 2026 Local Ad Forecast to $184.5 Billion

Share Copy link Facebook X Linkedin Bluesky Email...

09/04/2026

Yospace surpasses 10 billion ads stitched in a single mon...

Yospace exceeded 10 billion dynamically stitched ads in a single month, reaching 11.6 billion as ad-supported streaming surged. Driven by a packed global sports...

09/04/2026

Bitmovin Expands Live Encoding and Observability Solution...

Bitmovin has expanded its Live Encoding and Observability solutions to provide true end to end, real time insights across live streaming workflows, from encodin...

09/04/2026

Leyra Powers the Launch of Icelandic Broadcaster RUVs Str...

Leyra has announced the launch of Icelandic public broadcaster R V's streaming service on Samsung and LG Smart TVs. R V is the first public broadcaster to d...

09/04/2026

3Play Media Launches AI Dubbing Solution for YouTube Crea...

3Play Media, a global leader in video accessibility and localization, today announced an AI Dubbing solution purpose-built for YouTube creators. The company, wh...

09/04/2026

Big Blue Marble Recognized as AWS Managed Services Provid...

Big Blue Marble, a provider of broadcast-grade, cloud-native video solutions, has been recognized as an Amazon Web Services (AWS) Managed Services Provider (MSP...

09/04/2026

PDC Cleeng and Urban Zoo partner to launch new global str...

The Professional Darts Corporation (PDC) has officially launched its revamped global streaming service, PDC TV, in collaboration with Cleeng and sports technolo...

09/04/2026

Cleeng launches industry first cross-platform AI agents t...

Cleeng, the Subscriber Retention Management (SRM ) pioneer, today announced a raft of new AI agents for its AI Assistant to accelerate decision-making and autom...

09/04/2026

Hearst Taps Merzigo to Expand Presence on YouTube, Facebook

Share Copy link Facebook X Linkedin Bluesky Email...

09/04/2026

Fox Jumps Into Prediction Markets with Kalshi Integration

Share Copy link Facebook X Linkedin Bluesky Email...

09/04/2026

NAB Show: Kokusai Denki To Feature New, Affordable 4K Broadcast Camera

Share Copy link Facebook X Linkedin Bluesky Email...

09/04/2026

Corus Taps Appear for IP-First Operations

Share Copy link Facebook X Linkedin Bluesky Email...

09/04/2026

2026 NAB Show Exhibitor Insights: Big Blue Marble

Share Copy link Facebook X Linkedin Bluesky Email...

09/04/2026

FCC Extends Audible Crawl Rule Waiver for 18 Months

Share Copy link Facebook X Linkedin Bluesky Email...

09/04/2026

Pliant Technologies Showcases Expanded Accessories at NAB...

New Charging, Connectivity, and Mounting Solutions Now Available LAS VEGAS, APRIL 8, 2026 Pliant Technologies will highlight a range of new accessories at th...

09/04/2026

Media Links Brings Ultra Resilient IP Transport Proven at...

As live production continues its shift to IP, the challenge is no longer adoption it's reliability. At NAB Show 2026 (Booth W2033), Media Links will demon...

09/04/2026

QuickLink Launches StudioPro Town Hall at 2026 NAB Show

QuickLink, a leading provider of award-winning video production and remote guest contribution solutions, launches its new AI-powered add-on for its StudioPro p...

09/04/2026

The Hive Group Releases White Paper on the FCC Upper C-Ba...

The Hive Group has published a new white paper, No Safe Harbor: Why the FCC's Upper C-Band Auction Demands Early Action from Broadcasters ahead of NAB Sho...

09/04/2026

Saranyu Technologies Renews VisualOn Optimizer VoD Subscr...

Saranyu Technologies today announced the renewal of its Optimizer VoD subscription with VisualOn. The announcement coincides with NAB Show 2026, taking place Ap...

09/04/2026

Launch partner for new audio streaming platform

Multi-year agreement enables Nation Radio to scale audiences, strengthen digital delivery and unlock new commercial opportunities 09 April 2026 - London, UK - ...

09/04/2026

Brian Fenton Joins RT Sunday Game GAA Panel for 2026 Championship

RT Sport has announced Brian Fenton will join its Sunday Game GAA punditry panel for the 2026 Championship, featuring across video, audio, online including the...

09/04/2026

Time for some fresh air: Tracks & Trails is back

Doireann N Ghlac in returns as presenter, with the first episode airing this Friday at 8.30pm on RT One and RT Player The beloved walking series Tracks & T...

09/04/2026

Strength and Destiny Collide: Samson: A Tyndalston Story' Arrives in the Cloud

A timeless story of grit, faith and rebellion takes center stage as Samson: A Ty...

09/04/2026

April 08, 2026

New technique for synthesizing branched molecules could accelerate the development of future medicines Scripps Research chemists solve a longstanding problem in...

08/04/2026

SVG College Sports Media Awards 2026: Entry Deadline is Monday, April 13

The deadline to enter the 18th Annual SVG College Sports Media Awards in association with NACDA is rapidly approaching! Submit your entries to this year's c...

08/04/2026

SVG Campus Shot Callers: Trever Sheets, Senior Director, ACC Network, Virginia Tech

The Pittsburgh product helps lead more than 100 annual ESPN broadcasts as part o...

08/04/2026

SVG Sit-Down: Harmonic's Jean Macher on Turning Live Sports Content Into a Smarter Monetization Engine

Dynamic ad insertion, AI-based technologies, programmatic advertising are some o...

08/04/2026

Announcing the 2026 Fellows for the Sundance Institute Cultural Impact Residency on Sundance Collab

Seven Fellows Selected for Second Year of Residency in Honor of Social Justice L...

08/04/2026

From Tokyo to the World: Watch Bad Bunny's Billions Club Live Concert on Spotify

On March 7, Bad Bunny made history with his first-ever performance in Asia, taki...

08/04/2026

De Tokio para el mundo: Mira el concierto Billions Club Live de Bad Bunny en Spotify

El 7 de marzo, Bad Bunny hizo historia con su primera presentaci n en Asia, subi...

08/04/2026

Tube Lab from Fuse Audio Labs

New channel strip plug-in revealed The latest plug-in to be added to the Fuse Audio Labs line-up emulates a selection of vintage hardware units, combining c...

08/04/2026

Blue Cat Audio release Axiom 2.3

Guitar & bass multi-effects software overhauled Blue Cat Audio's flagship guitar and bass multi-effects software has recently received a significant upd...

08/04/2026

Merging Technologies launch Pyramix 16

PanNoir mixer integration, Dolby Atmos Renderer & more Merging Technologies have just launched Pyramix 16, the latest major update to their renowned DAW sof...

08/04/2026

Updating QUARTZ Router Module Firmware Over-The-Air

Applicable Products Part number Description QUARTZ-22-LTE (EU) Dual Port Dual SIM LTE Router (EU) QUARTZ-COMPACT-11-LTE (EU) Single Port Compact LTE ...

08/04/2026

YEP September 2025 Newsletter (2)

The September 19, 2025 YEP Newsletter highlights a group visit to the Academy Museum of Motion Pictures, where participants explored exhibits showcasing the art...