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'Decoding' Nvidia - the world's largest chip company at present

VietNamNetVietNamNet30/05/2023


Nvidia was once known as a maker of chips used in video games, but has shifted its focus to the data center market in recent years.

The US chip company has been thriving during the pandemic, as demand for gaming and cloud applications surged and a global cryptocurrency mining craze swept through the world. By the end of the fiscal year ending January 29, its data center chip business accounted for more than 50% of the company’s revenue.

Meanwhile, the popular chatbot ChatGPT took generative artificial intelligence (AI) to the next level this year, using vast amounts of existing data to generate new content on topics ranging from poetry to computer programming.

Nvidia Stock Soars on AI Boom

Microsoft and Alphabet, two tech giants that are also big players in the AI ​​space, believe that generative technology can change the way people work. Both have launched a race to integrate AI into search engines as well as office software with the ambition to dominate this industry.

Goldman Sachs estimates that US investment in AI could be close to 1% of the country's economic output by 2030.

Supercomputers used to process data and run generative AI rely on graphics processing units (GPUs). GPUs are designed to handle the specific calculations involved in AI computing, and are much more efficient than the central processing units of other chipmakers like Intel. For example, OpenAI’s ChatGPT is powered by thousands of Nvidia GPUs.

Meanwhile, Nvidia has about 80% of the GPU market share. Nvidia's main competitors include Advanced Micro Devices and in-house AI chips from tech companies like Amazon, Google, and Meta Platforms.

The secret to sublimation

The company’s breakthrough was the H100, a chip based on Nvidia’s new architecture called “Hopper”—named after American programming pioneer Grace Hopper. The explosion of artificial intelligence has made the H100 the hottest commodity in Silicon Valley.

The super-sized chips used in data centers have 80 billion transistors, five times the silicon that powers the latest iPhones. Although they cost twice as much as their predecessor, the A100 (released in 2020), H100 users say they offer three times the performance.

Nvidia outperforms industry peers

The H100 has proven particularly popular with “Big Tech” companies like Microsoft and Amazon, which are building entire data centers focused on AI workloads, and new-generation AI startups like OpenAI, Anthropic, Stability AI, and Inflection AI because it promises higher performance, which can speed up product launches or reduce training costs over time.

“This is one of the scarcest engineering resources out there,” said Brannin McBee, chief strategy officer and founder of CoreWeave, an AI-based cloud startup that was one of the first companies to receive H100 shipments earlier this year.

Other customers aren’t as lucky as CoreWeave, who have had to wait up to six months to receive products to train their massive data sets. Many AI startups are worried that Nvidia won’t be able to meet market demand.

Elon Musk also ordered thousands of Nvidia chips for his AI startup, saying “GPUs are harder to come by than drugs right now.”

“Computing costs have skyrocketed. The minimum amount of money spent on server hardware used to build creative AI has reached $250 million,” the Tesla CEO shared.

If the H100 is timely, Nvidia’s AI breakthrough dates back two decades to software innovation rather than hardware. In 2006, the company introduced Cuda software, which leverages GPUs to accelerate tasks beyond graphics.

“Nvidia saw the future before everyone else and pivoted to programmable GPUs. They saw the opportunity, bet big, and consistently outpaced their competitors,” said Nathan Benaich, a partner at Air Street Capital and an investor in AI startups .

(According to Reuters, FT)



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