Success Leaves Clues

Super Micro Computer, Inc. (SMCI)

Super Micro Computer provides server technologies to a wide range of technology companies and AI projects. It provides many products including servers, storage, workstations, networking devices and server management software. It focuses on “green computing,” which reduces costs and environmental impact.

The company has operations in more than 100 countries but does the majority of its designing and manufacturing at its headquarters in California.

Vertiv Holdings, LLC (VRT)

Vertiv Holdings is an IT company that provides power and cooling infrastructure solutions to data or communication centers and industrial facilities. Its services help set up the networks, and they also provide monitoring, power and thermal management of networks.

The company has been providing IT infrastructure support since 1965 and connects more than 750,000 customer sites. It strives to be a company with a strong ESG (environmental, social, and governance) code of conduct.

Roivant Sciences LTD (ROIV)

Roivant Sciences is a biopharmaceutical company that focuses on developing and commercializing innovative therapies to address unmet medical needs.

They use a unique approach to drug development by acquiring or licensing clinical-stage assets from other companies and developing them into marketable products (called “Vants”). They have one product on the market and more than 10 others in various stages of development or testing.

Nvidia Corporation (NVDA)

Nvidia is a leading technology company that specializes in designing and manufacturing advanced graphics processing units (GPUs) and artificial intelligence (AI) computing solutions. The GPUs are used in gaming, professional visualization, data centers and automotive applications.

Nvidia has emerged as a key player in the field of AI, providing hardware and software solutions that power deep learning, machine learning and autonomous systems, enabling breakthroughs in fields such as healthcare, robotics and self-driving cars.

Transocean LTD (RIG)

Transocean Ltd., headquartered in Steinhausen, Switzerland, offers offshore contract drilling services for oil and gas wells globally. The company contracts its mobile offshore drilling rigs—along with related equipment and work crews—to drill oil and gas wells.

Transocean provides drilling services that include harsh-environment rigs and ultra-deepwater drilling services. These deep water rigs are capable of operating in water depths up to 12,000 ft and can drill to depths of 40,000 ft. Customers include integrated energy companies, government-owned or controlled energy entities and other independent energy firms.


TechnipFMC PLC (FTI)

echnipFMC is an offshore oil and gas service provider, offering construction and engineering services to deep-water and offshore drilling companies. It also provides onshore oil and gas equipment.

The company is also working with renewable energy companies, including wind, tidal, hydrogen and greenhouse gas removal to help with the energy transition. It operates in 41 countries and has 18 vessels.


General Electric Company (GE)

General Electric is an international conglomerate headquartered in the United States. It provides many products and services in the power, renewable energy, aerospace, material sciences and data analytics fields.

The company traces its roots back to 1879 and the lightbulb that Thomas Edison invented. It was one of the original Dow 30 companies, which actually only included 12 companies when it started in 1896.

Meta Platforms, Inc. (META)

Meta Platforms is the parent company of Facebook, WhatsApp and Instagram. It is heavily involved in the metaverse—which is an immersive online virtual reality social platform—in addition to traditional social media platforms. The metaverse is accessed through computers or virtual reality devices such as Meta’s Meta Quest headset (Oculus).

Meta makes money predominantly through selling advertising which can then be viewed by more than 3.6 billion users around the world. It also makes money from product sales, like Oculus headsets.


Royal Caribbean Cruises LTD (RCL)

Royal Caribbean is one of the largest cruise lines, offering cruise vacations around the world on more than 60 cruise ships.

The company owns Royal Caribbean International, Celebrity Cruises, Silversea Cruises and has interests in TUI Cruises and Hapag-Lloyd Cruises.

Dell Technologies Inc. (DELL)

Dell makes laptops, desktop computers, monitors, computer accessories and IT infrastructure including servers, cloud storage, AI, security solutions and more.

Dell started in 1984 out of founder Micheal Dell’s dorm room. The company went public in 1988 under the name Dell Computer Corporation, and it was taken private again in 2013. Dell became a publicly traded company once again in 2018. This time trading under the name Dell Technologies


One of the best short-term investments can be high-flying stocks that see outsized gains over the near term. But picking the best performing stocks with outstanding near-term performance is very challenging.

Reasons for outperformance over the short term vary widely. Some stocks have bounced higher due to prior underperformance, making them rebound plays. Others rallied because investors expect great things from these companies. Then there are stocks with outstanding fundamentals, snapped up by perceptive investors who’ve done their homework.

Forbes Advisor has curated this list of the 10 best performing stocks that have delivered the highest returns over the last 12 months. Our picks also feature high trading volumes and sizable market caps, in order to weed out questionable gainers. The stocks on this list have achieved market-beating gains thanks to impressive and sustained buying pressure.

10 Best Performing Stocks Of December 2023
One of the best short-term investments can be high-flying stocks that see outsized gains over the near term. But picking the best performing stocks with outstanding near-term performance is very challenging. Reasons for outperformance over the short term vary widely. Some stocks have bounced high
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Pandemic Winners: The 10 Best Performing U.S. Companies
The best performing companies during the pandemic were Moderna, Enphase Energy, NVIDIA, Etsy, Freeport-McMoran, Albemarle, Generac, Bath & Body Works, SVB Financial Group, and AMD
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Finally, big winners used the pandemic as an opportunity to move forward an agenda that has staying power. Moderna is the most obvious example. Their vaccine strategy proved that mRNA treatments work, essentially offering a platform for new kinds of treatment.

But now with no further ado, the winners.

1
Moderna
stock up 937%

Moderna has always been an investor’s darling. The founding team took just two years to turn the biotech company into a unicorn and the 2018 IPO set a new industry record, valuing the company at $7.5 billion.

At the moment Moderna is a one-product firm. With the future of COVID-19 vaccines unclear, the stock price dropped by 50% in recent months. J.P. Morgan’s Cory Kasimov worries that the stock is still overvalued.


The core strategy, however, is solid. Moderna’s COVID-19 vaccine supported the company’s claim that the manipulation of mRNA molecules will provide a platform for new treatments. With several vaccines in the pipeline there is reason to be optimistic. The invitation to join the Operation Warp Speed further suggests that Moderna can work well with US government—a critical factor in a politically sensitive industry. Finally, the brand is now a household name.

2
Enphase Energy—stock up 366%

“When everybody is digging for gold, it's good to be in the pick and shovel business.” An quote wrongly attributed to Mark Twain highlights that not those who were caught up in the frenzy of the gold rush but those who offered them vital supplies actually “struck gold”.

Enphase Energy is one of these “shovel” providers for a new type of gold rush sparked by the inevitable conversion to cleaner energy—a trend that persisted during the pandemic. The company designs soft-ware driven home energy solutions and was the first to commercialize a technology that is necessary to convert solar panel power to grid-compatible alternating current. 30 million of these microinverters have been shipped already.

With 40% of the workforce in R&D the company is in a strong position to defend its lucrative niche in the solar power industry.

3
NVIDIA—stock up 322%

Talk of being at the right place at the right time! NVIDIA designs graphics processing units (chips for to put it simple) for gaming, mobile banking, and automotive markets. Three big growth opportunities.

And NVIDIA has another iron in the fire: GeForce NOW, a subscription service for cloud gaming. It’s a smart way to cash in on the shortage of graphic cards which frustrates gamers waiting for the new generation of consoles. For $9.99 a month—a fraction of what they would pay for new hardware—they can stream high-end games hosted on a powerful supercomputer. By the end of 2021 GeForce Now had 14 million subscribers, capturing close to 60% of the cloud gaming market. Growth had accelerated towards the end of the year. For now, cloud gaming represents only a small fraction of the global gaming market. This suggests that there is substantial room to grow.

4
Etsy—stock up 248%

The online marketplace Etsy saw an opportunity for hand-made masks early on in the pandemic. By the end of September 2020, 10% of Etsy’s gross merchandise sales—$600 million—came from masks.

Masks were not the only winning product. As people spent more time at home, Etsy benefited from a wider desire to redecorate. Even though e-commerce growth might slow down in 2022, big trends in online shopping work in Etsy’s favour.

Particularly, the demand for more personalized experiences. Etsy is set up to connect buyers and sellers in exactly this manner. It also emphasizes the uniqueness of items on sale. Big players like Amazon realize this, but Amazon Handmade does not fit neatly with the core platform.

For now, Etsy seems to have the upper hand. Its stock price outperformed Amazon over the past two years by the factor 3.

5
Freeport-McMoran—stock up 228%

Mining companies are unlikely cheerleaders of the climate change debate. Freeport-McMoran is one of them.

The energy transition is fueling its growth. Copper is among those metals not able to keep up with the soaring demand from e-vehicles and renewable energy technology. Hence, copper prices more than doubled since March 2020. A trend that is likely to persist. As a recent IMF study points out, copper is under-supplied by over 40% in a net-zero scenario.

With three quarters of Freeport-McMoran revenues coming from copper this is music to investor’s ears. Particularly, as digital technology is helping to ramp up production. Bert Odinet, Freeport-McMoran’s Chief Information Officer, explains:

“If an asset is not as efficient as a comparable asset elsewhere in the operations, we analyze data in search of root causes. Perhaps there are differences in training, procedures, weather patterns, or maintenance that might explain it. This kind of insight helps identify and address early-stage problems before they manifest as more serious consequences, like equipment failures that lead to costly downtime.”

6
Albemarle—stock up 228%

Here we go again: e-vehicles are also fueling Albemarle’s performance. The chemical company is one of the world’s largest producer of lithium—a critical raw material for batteries. As long as governments set incentives to convert to e-vehicles and carmakers poor millions into the ramp-up of their e-vehicle production, Albemarle should be able to grow.

The strong performance during the pandemic highlights, that firms could benefit from unrelated trends as long as they were able to avoid operational issues.

One potential question: will they be able to innovation sufficiently? Albemarle invests less in R&D than e.g. Jiangxi Ganfeng Lithium but a recent agreement with the U.S. Department of Energy to partner in two lithium research projects should help. So does the September 2021 agreement to acquire the outstanding equity of Guangxi Tianyuan New Energy Materials.

7
Generac Holdings—stock up 208%

“Both exploration [of new possibilities] and exploitation [of old certainties] are essential for organizations” Jim March, a Stanford University Professor, wrote in a 1992 article. Easier said than done, as they compete for scarce resources.

But that’s what Generac does and does well. Exploitation happens in the highly competitive core business, manufacturing backup power generation products. As the only large specialist in this market—competitors are either more diversified or smaller—Generac can rely on an army of 500 engineers solely focused on generators. This enables manufacturing flexibility and efficiency. It also helps that the market for automatic standby generators is still growing.

Exploration happens in the clean energy space. Here Generac made two crucial acquisitions in 2019. Neurio Technology and Pika Energy provided a leg up in the energy storage and monitoring markets. Generac is competitive as its products offer attractive economics to customers by reducing home energy costs significantly.

Gernerac is yet another beneficiary of the energy transition but crucially it also performs well in the “old world”.

8
Bath & Body Works—stock up 184%

There are two reasons why the specialty retailer selling body care and home products has done so well.

First, the company that was formerly known as L Brands spun off Victoria Secrets. Bath & Body Works has a stronger balance sheet now and can invest in shops that many customers consider the only ones worth visiting in the mall. According to Nicholas Coe, former CEO of Bath & Body Works, “few rivals have been able to strike the same balance between prestige and affordability.”

He also notes that “stores often double as testing labs, allowing executives to experiment with new floor plans, prices and products to determine what its customers want.” This experimental approach combined with an ability for executives to be close to the front-line, helped the company to transition into the digital age—the second reason Bath and Body Works did so well. For example the emphasis of seasonal products was reintroduced once it became clear that it brought customers back to the website to check out what’s new. In 2020 e-commerce doubled to $2 billion and by the third quarter of 2021 roughly one third of total sales were online.

9
SVB Financial Group—stock up 180%

With technology companies doing well, it is hardly a surprise that the largest bank in Silicon Valley is doing well. SVB Financial Group provides loans and services to venture capital and private equity firms investing in technology and biotech.

The financial service provider is not your typical bank. It nurtures much closer relationships with startups including Airbnb, Fitbit, Pinterest and Square. Offering advice, occasionally even taking a stake, but with sufficient scale to take them through IPO, they are in a unique position.

“It’s not just a question of being there” analyst Gary P. Tenner at D.A. Davidson & Co explains. “It’s the relationships Silicon Valley Bank has developed over the years and, frankly, their reputation. I think they probably get the first look at a lot of deals.”

10
Advanced Micro Devices—stock price increase by 172%

Advanced Micro Devices (AMD) is the second chip producer among America’s pandemic top performer. There is obviously room for more than one company in high growth markets.

Working from home has increased the demand for computing devices over the past two years. Combined with a shortage of chips, this pushed up prices. That’s good news for AMD. And while NVIDIA is able to cash in on cloud gaming, there is also an opportunity in gaming for AMD as the desire of gamers to finally get their hand on PlayStation 5 and Xbox X—both equipped with AMD chips—is unbroken.

But not everyone was able was able to ride this wave. Intel’s stock price declined over the past two years as the company failed to innovate for the new growth markets.

“When I look at Intel, I see a company that isn’t trying to innovate anymore,” Luke Lloyd, investment strategist at Strategic Wealth Partners, says. “I see a company that is trying to survive while its market share continues to get taken by [Advanced Micro Devices] and Nvidia.”

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Thinking of investing in a business? Find the fastest-growing industries to invest in today so you will be set for the future.
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Tracking the robust recovery in the business sector since 2020 | Brookings
Defying expectations, the business sector appears to have weathered the COVID pandemic and found a renewed gear of dynamism in the process. This analysis looks at the outcomes of initial business closings, employment impacts, new business formations, and restructuring of business activities.
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cognitive tasks
chat gpt
text, images, sound Gemini
Ai systen
augmented large language models - specialist task
Meta's Chief AI Scientist Yann LeCun talks about the future of artificial intelligence
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generative ai
can it do it. general purpose that can do a huge range of different tasks.
plausible answers there is no mind or reasoning going on
it can't interpret problems outside its data set
intellictual properties mimics style
North America culture language norms bias
computer programmer puts in a statement
guardrails to detect the prompt and the output
large language models of web technologies
artificial intelligence is neural networks
Fact checking to make sure the information is correct.
Training data, public is putting in data by asking questions.
Its making its best guess in a probable way
Generative AI tools lecturers
new science to explore these systems and see the capabilities
construct this test that is in the training data
limits for this is not well understood
emergent capabilities that the system has that researchers did not design it to do
chat gpt3 using to improve
test them out overnight for ai researchers
why can it do these things.
where does the understanding come from
invented to complete from a prompt
scientist control the system and it gets executed by companies
common sense question tasks for understanding - where does it come from without being trained.
Data drivin
Modeling and processes of the minds conscious - intelligence is enough data to deliver AI

What's the future for generative AI? - The Turing Lectures with Mike Wooldridge

Rich Sutton
Big AI - Machine Learning Systems
scale enormous data and computer power go into training these neural networks
expensive big tech capable building these models
supercomputers running for months
train the neural networks to do the predictions using the prompts
smart phones auto complete from texts using data ai
Microsoft investments powerful auto complete.
pdf documents, minutes, websites
scrape the text follow all the links
common crawl to store all that data
download the whole internet worldwide web
500 billion english text words
parameters 175 billion parameters
Open AI -GPT 3 - (2020)
google brain
transformer architecture - large language models
deep learning
machine learning
neural networks
big data
computer networks
silicon valley
train the Artificial Intelligence
AI Scientist Yann LeCun