Posts Tagged ‘Types’

Artificial Intelligence: What It Is and How It Is Used

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Artificial Intelligence: What It Is and How It Is Used

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What Is Artificial Intelligence (AI)?

Artificial intelligence (AI) refers to the simulation of human intelligence by software-coded heuristics. Nowadays this code is prevalent in everything from cloud-based, enterprise applications to consumer apps and even embedded firmware.

The year 2022 brought AI into the mainstream through widespread familiarity with applications of Generative Pre-Training Transformer. The most popular application is OpenAI’s ChatGPT. The widespread fascination with ChatGPT made it synonymous with AI in the minds of most consumers. However, it represents only a small portion of the ways that AI technology is being used today.

The ideal characteristic of artificial intelligence is its ability to rationalize and take actions that have the best chance of achieving a specific goal. A subset of artificial intelligence is machine learning (ML), which refers to the concept that computer programs can automatically learn from and adapt to new data without being assisted by humans. Deep learning techniques enable this automatic learning through the absorption of huge amounts of unstructured data such as text, images, or video.

Key Takeaways

  • Artificial intelligence (AI) refers to the simulation or approximation of human intelligence in machines.
  • The goals of artificial intelligence include computer-enhanced learning, reasoning, and perception.
  • AI is being used today across different industries from finance to healthcare.
  • Weak AI tends to be simple and single-task oriented, while strong AI carries on tasks that are more complex and human-like.
  • Some critics fear that the extensive use of advanced AI can have a negative effect on society.

Understanding Artificial Intelligence (AI)

When most people hear the term artificial intelligence, the first thing they usually think of is robots. That’s because big-budget films and novels weave stories about human-like machines that wreak havoc on Earth. But nothing could be further from the truth.

Artificial intelligence is based on the principle that human intelligence can be defined in a way that a machine can easily mimic it and execute tasks, from the most simple to those that are even more complex. The goals of artificial intelligence include mimicking human cognitive activity. Researchers and developers in the field are making surprisingly rapid strides in mimicking activities such as learning, reasoning, and perception, to the extent that these can be concretely defined. Some believe that innovators may soon be able to develop systems that exceed the capacity of humans to learn or reason out any subject. But others remain skeptical because all cognitive activity is laced with value judgments that are subject to human experience.

As technology advances, previous benchmarks that defined artificial intelligence become outdated. For example, machines that calculate basic functions or recognize text through optical character recognition are no longer considered to embody artificial intelligence, since this function is now taken for granted as an inherent computer function.

AI is continuously evolving to benefit many different industries. Machines are wired using a cross-disciplinary approach based on mathematics, computer science, linguistics, psychology, and more.

Algorithms often play a very important part in the structure of artificial intelligence, where simple algorithms are used in simple applications, while more complex ones help frame strong artificial intelligence.

Applications of Artificial Intelligence

The applications for artificial intelligence are endless. The technology can be applied to many different sectors and industries. AI is being tested and used in the healthcare industry for suggesting drug dosages, identifying treatments, and for aiding in surgical procedures in the operating room.

Other examples of machines with artificial intelligence include computers that play chess and self-driving cars. Each of these machines must weigh the consequences of any action they take, as each action will impact the end result. In chess, the end result is winning the game. For self-driving cars, the computer system must account for all external data and compute it to act in a way that prevents a collision.

Artificial intelligence also has applications in the financial industry, where it is used to detect and flag activity in banking and finance such as unusual debit card usage and large account deposits—all of which help a bank’s fraud department. Applications for AI are also being used to help streamline and make trading easier. This is done by making supply, demand, and pricing of securities easier to estimate.

Types of Artificial Intelligence

Artificial intelligence can be divided into two different categories: weak and strong. Weak artificial intelligence embodies a system designed to carry out one particular job. Weak AI systems include video games such as the chess example from above and personal assistants such as Amazon’s Alexa and Apple’s Siri. You ask the assistant a question, and it answers it for you.

Strong artificial intelligence systems are systems that carry on the tasks considered to be human-like. These tend to be more complex and complicated systems. They are programmed to handle situations in which they may be required to problem solve without having a person intervene. These kinds of systems can be found in applications like self-driving cars or in hospital operating rooms.

Special Considerations

Since its beginning, artificial intelligence has come under scrutiny from scientists and the public alike. One common theme is the idea that machines will become so highly developed that humans will not be able to keep up and they will take off on their own, redesigning themselves at an exponential rate.

Another is that machines can hack into people’s privacy and even be weaponized. Other arguments debate the ethics of artificial intelligence and whether intelligent systems such as robots should be treated with the same rights as humans.

Self-driving cars have been fairly controversial as their machines tend to be designed for the lowest possible risk and the least casualties. If presented with a scenario of colliding with one person or another at the same time, these cars would calculate the option that would cause the least amount of damage.

Another contentious issue many people have with artificial intelligence is how it may affect human employment. With many industries looking to automate certain jobs through the use of intelligent machinery, there is a concern that people would be pushed out of the workforce. Self-driving cars may remove the need for taxis and car-share programs, while manufacturers may easily replace human labor with machines, making people’s skills obsolete.

The first artificial intelligence is thought to be a checkers-playing computer built by Oxford University (UK) computer scientists in 1951.

What Are the 4 Types of AI?

Artificial intelligence can be categorized into one of four types.

  • Reactive AI uses algorithms to optimize outputs based on a set of inputs. Chess-playing AIs, for example, are reactive systems that optimize the best strategy to win the game. Reactive AI tends to be fairly static, unable to learn or adapt to novel situations. Thus, it will produce the same output given identical inputs.
  • Limited memory AI can adapt to past experience or update itself based on new observations or data. Often, the amount of updating is limited (hence the name), and the length of memory is relatively short. Autonomous vehicles, for example, can “read the road” and adapt to novel situations, even “learning” from past experience.
  • Theory-of-mind AI are fully-adaptive and have an extensive ability to learn and retain past experiences. These types of AI include advanced chat-bots that could pass the Turing Test, fooling a person into believing the AI was a human being. While advanced and impressive, these AI are not self-aware.
  • Self-aware AI, as the name suggests, become sentient and aware of their own existence. Still in the realm of science fiction, some experts believe that an AI will never become conscious or “alive”.

How Is AI Used Today?

AI is used extensively across a range of applications today, with varying levels of sophistication. Recommendation algorithms that suggest what you might like next are popular AI implementations, as are chatbots that appear on websites or in the form of smart speakers (e.g., Alexa or Siri). AI is used to make predictions in terms of weather and financial forecasting, to streamline production processes, and to cut down on various forms of redundant cognitive labor (e.g., tax accounting or editing). AI is also used to play games, operate autonomous vehicles, process language, and more.

OpenAI released its ChatGPT tool late in 2022. It rapidly gained in popularity with millions of users being added each month in 2023. ChatGPT is considered a Weak AI, but it’s not strictly reactive and can respond creatively to a wide variety of topics.

How Is AI Used in Healthcare?

In healthcare settings, AI is used to assist in diagnostics. AI is very good at identifying small anomalies in scans and can better triangulate diagnoses from a patient’s symptoms and vitals. AI is also used to classify patients, maintain and track medical records, and deal with health insurance claims. Future innovations are thought to include AI-assisted robotic surgery, virtual nurses or doctors, and collaborative clinical judgment.

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American Express Card (AmEx Card): Definition, Types, and Fees

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What Is AG (Aktiengesellschaft)? Definition, Meaning, and Example

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What Is an American Express Card?

An American Express card, also known as an “Amex” card, is an electronic payment card branded by the publicly traded financial services company American Express (AXP). The company issues and processes prepaid, charge, and credit cards. American Express cards are available to individuals, small businesses, and corporate consumers across the United States and around the world.

Key Takeaways

  • American Express cards are issued by American Express—a publicly traded financial services company—and are charge cards, credit cards, or prepaid cards.
  • An American Express card, also called an “Amex” card, can offer a variety of perks, including rewards points, cash back, and travel perks. Some cards are co-branded, such as those with Delta and Hilton.
  • American Express is one of the few companies that issues cards and has a network to process card payments. Visa and Mastercard have processing networks but don’t issue cards.

Understanding American Express Cards

American Express cards are issued by American Express and processed on the American Express network. American Express is one of only a few financial service companies in the industry that has the capability to both issue and process electronic payment cards.

American Express is a publicly traded company in the financial services industry. It offers both credit lending and network processing services, giving it a broad range of competitors in the industry. As with traditional lenders, it has the capability to issue credit products, which it provides in the form of charge cards and credit cards.

American Express has its own processing network that competes with Mastercard (MA) and Visa (V). Its most comparable competitor is Discover Financial Services (DFS), which is also a publicly traded financial service company offering both credit lending and a processing service network. With multiproduct capabilities, American Express generates revenue from both interest-earning products and network processing transaction services.

The term “Black Card” refers to the American Express Centurion card, which is offered by invitation only.

American Express Fees

American Express generates a significant portion of its revenue from transaction processing. Many merchants accept American Express cards and are willing to pay the transaction fees associated with processing because of the advantages that come with offering American Express as a payment option to customers.

In an American Express transaction, the merchant’s acquiring bank communicates with American Express as both the processor and the issuing bank in the transaction process. Merchant acquiring banks must work with the American Express processing network to transmit communications in American Express transactions. American Express is also the issuer that authenticates and approves the transaction. 

Merchants pay a small fee to American Express for its processing network services, which are part of the comprehensive fees involved with a single transaction. As both a processor and high-quality lender, American Express has built a strong reputation in the financial services industry.

Types of American Express Cards

As noted above, American Express credit cards and prepaid debit cards are offered to a variety of both retail and commercial customers. It is also an industry-leading provider of charge cards, which offer month-to-month credit with card balances that must be paid off each month.

American Express charge and credit cards follow standard underwriting procedures. The company seeks good- to high-credit quality borrowers—which means a credit score of at least 670—and generally is not a subprime lender.

American Express credit and charge cards come with a variety of benefits in the form of rewards points and travel perks, which depend, in part, on the annual fee charged. American Express cards may offer cash back on certain purchases, though they aren’t among the best cash back cards currently available. American Express also offers numerous branded prepaid debit cards, which can be used as gift cards or special-purpose reloadable payment cards.

Annual fees for American Express cards tend to run high: $95 for the Blue Cash Preferred Card, $99 for the Delta SkyMiles Gold American Express Card, $150 for the Green Card, $250 for the Gold Card, and $550 for the Platinum Card. That said, the Green, Gold, and Platinum cards have no predetermined spending limits. American Express does offer at least six cards with no annual fee. Customer service for all Amex cards is highly rated, with the company coming in No. 1 on J.D. Power’s 2020 U.S. Credit Card Satisfaction Study.

Partnerships, co-branded cards

American Express issues many of its cards directly to consumers, but it also has partnerships with other financial institutions. In the U.S., for example, Wells Fargo issued an American Express card (new applications were paused in April 2021, although this doesn’t affect current cardholders), and in Mexico, Banco Santander offers American Express cards. American Express also has partnerships with other companies to encourage consumers to apply for its credit cards. Two examples are its co-branded cards with Delta Air Lines, which allow consumers to earn frequent flier miles redeemable on Delta, and its Hilton Hotels co-branded cards.

Pros and Cons of an American Express Card

Pros

  • Green, Gold, and Platinum Amex cards don’t have any predetermined spending limits.

  • Amex is known for the high quality of its customer service, ranking number one in J.D. Power’s 2020 U.S. Credit Card Satisfaction Study.

  • Amex cards offer a host of rewards, perks, and cash back on purchases.

  • You must pay the balance on Amex charge cards in full each month, which prevents you from running up high interest charges.

Cons

  • Due to higher transaction fees than other cards, some merchants won’t accept Amex cards.

  • You can’t get an Amex card without at least a good (670 or higher) credit score.

  • Annual fees for Amex cards can be high.

  • You must pay the balance on Amex charge cards in full each month, so you can’t use them to “borrow” money.

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altcoin, Pros and Cons, Types, and Future

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Pros and Cons, Types, and Future

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Investopedia / Michela Buttignol


What Is Altcoin?

Altcoins are generally defined as all cryptocurrencies other than Bitcoin (BTC). However, some people consider altcoins to be all crytocurrencies other than Bitcoin and Ethereum (ETH) because most cryptocurrencies are forked from one of the two. Some altcoins use different consensus mechanisms to validate transactions and open new blocks, or attempt to distinguish themselves from Bitcoin and Ethereum by providing new or additional capabilities or purposes.

Most altcoins are designed and released by developers who have a different vision or use for their tokens or cryptocurrency. Learn more about altcoins and what makes them different from Bitcoin.

Key Takeaways

  • The term altcoin refers to all cryptocurrencies other than Bitcoin (and for some people, Ethereum).
  • There are tens of thousands of altcoins on the market.
  • Altcoins come in several types based on what they were designed for.
  • The future value of altcoins is impossible to predict, but if the blockchain they were designed for continues to be used and developed, the altcoins will continue to exist.

Click Play to Learn All About Altcoins

Understanding Altcoins

“Altcoin” is a combination of the two words “alternative” and “coin.” It is generally used to include all cryptocurrencies and tokens that are not Bitcoin. Altcoins belong to the blockchains they were explicitly designed for. Many are forks—a splitting of a blockchain that is not compatible with the original chain—from Bitcoin and Ethereum. These forks generally have more than one reason for occurring. Most of the time, a group of developers disagree with others and leave to make their own coin.

Many altcoins are used within their respective blockchains to accomplish something, such as ether, which is used in Ethereum to pay transaction fees. Some developers have created forks of Bitcoin and re-emerged as an attempt to compete with Bitcoin as a payment method, such as Bitcoin Cash.

Others fork and advertise themselves as a way to raise funds for specific projects. For example, the token Bananacoin forked from Ethereum and emerged in 2017 as a way to raise funds for a banana plantation in Laos that claimed to grow organic bananas.

Dogecoin, the popular meme coin, was apparently created as somewhat of a joke. It forked from Litecoin, which itself forked from Bitcoin in 2011. Whatever the intent behind its creation, it was still designed to be a digital payment method.

Altcoins attempt to improve upon the perceived limitations of whichever cryptocurrency and blockchain they are forked from or competing with. The first altcoin was Litecoin, forked from the Bitcoin blockchain in 2011. Litecoin uses a different proof-of-work (PoW) consensus mechanism than Bitcoin, called Scrypt (pronounced es-crypt), which is less energy-intensive and quicker than Bitcoin’s SHA-256 PoW consensus mechanism.

Ether is another altcoin. However, it did not fork from Bitcoin. It was designed by Vitalik Buterin, Dr. Gavin Wood, and a few others to support Ethereum, the world’s largest blockchain-based scalable virtual machine. Ether (ETH) is used to pay network participants for the transaction validation work their machines do.

Types of Altcoins

Altcoins come in various flavors and categories. Here’s a brief summary of some of the types of altcoins and what they are intended to be used for.

It is possible for an altcoin to fall into more than one category, such as TerraUSD, which is a stablecoin and utility token.

Payment Token

As the name implies, payment tokens are designed to be used as currency—to exchange value between parties. Bitcoin is the prime example of a payment token.

Stablecoins

Cryptocurrency trading and use have been marked by volatility since launch. Stablecoins aim to reduce this overall volatility by pegging their value to a basket of goods, such as fiat currencies, precious metals, or other cryptocurrencies. The basket is meant to act as a reserve to redeem holders if the cryptocurrency fails or faces problems. Price fluctuations for stablecoins are not meant to exceed a narrow range.

Notable stablecoins include Tether’s USDT, MakerDAO’s DAI, and the USD Coin (USDC). In March 2021, payment processing giant Visa Inc. (V) announced that it would begin settling some transactions on its network in USDC over the Ethereum blockchain, with plans to roll out further stablecoin settlement capacity later in 2021.

Security Tokens

Security tokens are tokenized assets offered on stock markets. Tokenization is the transfer of value from an asset to a token, which is then made available to investors. Any asset can be tokenized, such as real estate or stocks. For this to work, the asset must be secured and held. Otherwise, the tokens are worthless because they wouldn’t represent anything. Security tokens are regulated by the Securities and Exchange Commission because they are designed to act as securities.

In 2021, the Bitcoin wallet firm Exodus successfully completed a Securities and Exchange Commission-qualified Reg A+ token offering, allowing for $75 million shares of common stock to be converted to tokens on the Algorand blockchain. This was a historic event because it was the first digital asset security to offer equity in a United States-based issuer.

Utility Tokens

Utility tokens are used to provide services within a network. For example, they might be used to purchase services, pay network fees, or redeem rewards. Filecoin, which is used to buy storage space on a network and secure the information, is an example of a utility token.

Ether (ETH) is also a utility token. It is designed to be used in the Ethereum blockchain and virtual machine to pay for transactions. The stable coin USTerra uses utility tokens to attempt to maintain its peg to the dollar—which it lost on May 11, 2022—by minting and burning two utility tokens to create downward or upward pressure on its price.

Utility tokens can be purchased on exchanges and held, but they are meant to be used in the blockchain network to keep it functioning.

Meme Coins

As their name suggests, meme coins are inspired by a joke or a silly take on other well-known cryptocurrencies. They typically gain popularity in a short period of time, often hyped online by prominent influencers or investors attempting to exploit short-term gains.

Many refer to the sharp run-up in this type of altcoins during April and May 2021 as “meme coin season,” with hundreds of these cryptocurrencies posting enormous percentage gains based on pure speculation.

An initial coin offering (ICO) is the cryptocurrency industry’s equivalent of an initial public offering (IPO). A company looking to raise money to create a new coin, app, or service launches an ICO to raise funds.

Governance Tokens

Governance tokens allow holders certain rights within a blockchain, such as voting for changes to protocols or having a say in decisions of a decentralized autonomous organization (DAO). Because they are generally native to a private blockchain and used for blockchain purposes, they are utility tokens but have come to be accepted as a separate type because of their purpose.

Pros and Cons of Altcoins

Cons

  • Lower popularity and smaller market cap

  • Less liquid than Bitcoin

  • Difficult to determine use cases

  • Many altcoins are scams or lost developer and community interest

Pros of Altcoins Explained

  • Altcoins are “improved versions” of the cryptocurrency they derived from because they aim to plug perceived shortcomings.
  • Altcoins with more utility have a better chance of surviving because they have uses, such as Ethereum’s ether.
  • Investors can choose from a wide variety of altcoins that perform different functions in the crypto economy.

Cons of Altcoin Explained

  • Altcoins have a smaller investment market compared to Bitcoin. Bitcoin has generally hovered around 40% of the global cryptocurrency market since May of 2021.
  • The altcoin market is characterized by fewer investors and less activity, resulting in thin liquidity.
  • It is not always easy to distinguish between different altcoins and their respective use cases, making investment decisions even more complicated and confusing.
  • There are several “dead” altcoins that ended up sinking investor dollars.

Future of Altcoins

Discussions about the future for altcoins and cryptocurrencies have a precedent in the circumstances that led to a federally issued dollar in the 19th century. Various forms of local currencies circulated in the United States. Each had unique characteristics and was backed by a different instrument.

Local banks were also issuing currency, in some cases backed by fictitious reserves. That diversity of currencies and financial instruments parallels the current situation in altcoin markets. There are thousands of altcoins available in the markets today, each one claiming to serve a different purpose and market.

The current state of affairs in the altcoin markets is unlikely to consolidate into a single cryptocurrency. But it is also likely that a majority of the thousands of altcoins listed in crypto markets will not survive. The altcoin market will likely coalesce around a bunch of altcoins—those with strong utility, use cases, and a solid blockchain purpose—which will dominate the markets.

If you’re looking to diversify within the cryptocurrency market, altcoins can be less expensive than Bitcoin. However, the cryptocurrency market, regardless of the type of coin, is young and volatile. Cryptocurrency is still finding its role in the global economy, so it’s best to approach all cryptocurrencies cautiously.

What Is the Best Altcoin to Invest in?

The best altcoin to invest in depends on your financial situation, goals, risk tolerance, and the market’s circumstances. It’s best to speak to a financial advisor to help you decide which one is best for you.

What Are the Top 3 Altcoins?

By market cpacity, the top three altcoins are Ethereum, USD Coin, Tether (USDT).

Is It Better to Invest in Bitcoin or Altcoins?

Which cryptocurrency is better is a subjective argument based on an investor’s financial circumstances, investing goals, risk tolerance, and beliefs. You should talk to a professional financial advisor about investing in cryptocurrency before buying any.

Investing in cryptocurrencies and other Initial Coin Offerings (“ICOs”) is highly risky and speculative, and this article is not a recommendation by Investopedia or the writer to invest in cryptocurrencies or other ICOs. Since each individual’s situation is unique, a qualified professional should always be consulted before making any financial decisions.

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Accepting Risk: Definition, How It Works, and Alternatives

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Accepting Risk: Definition, How It Works, and Alternatives

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What Does Accepting Risk Mean?

Accepting risk, or risk acceptance, occurs when a business or individual acknowledges that the potential loss from a risk is not great enough to warrant spending money to avoid it. Also known as “risk retention,” it is an aspect of risk management commonly found in the business or investment fields.

Risk acceptance posits that infrequent and small risks—ones that do not have the ability to be catastrophic or otherwise too expensive—are worth accepting with the acknowledgment that any problems will be dealt with if and when they arise. Such a trade-off is a valuable tool in the process of prioritization and budgeting.

Key Takeaways

  • Accepting risk, or risk retention, is a conscious strategy of acknowledging the possibility for small or infrequent risks without taking steps to hedge, insure, or avoid those risks.
  • The rationale behind risk acceptance is that the costs to mitigate or avoid risks are too great to justify given the small probabilities of a hazard, or the small estimated impact it may have.
  • Self-insurance is a form of risk acceptance. Insurance, on the other hand, transfers risk to a third-party.

Accepting Risk Explained

Many businesses use risk management techniques to identify, assess and prioritize risks for the purpose of minimizing, monitoring, and controlling said risks. Most businesses and risk management personnel will find that they have greater and more numerous risks than they can manage, mitigate, or avoid given the resources they are allocated. As such, businesses must find a balance between the potential costs of an issue resulting from a known risk and the expense involved in avoiding or otherwise dealing with it. Types of risks include uncertainty in financial markets, project failures, legal liabilities, credit risk, accidents, natural causes and disasters, and overly aggressive competition.

Accepting risk can be seen as a form of self-insurance. Any and all risks that are not accepted, transferred or avoided are said to be “retained.” Most examples of a business accepting a risk involve risks that are relatively small. But sometimes entities may accept a risk that would be so catastrophic that insuring against it is not feasible due to cost. In addition, any potential losses from a risk not covered by insurance or over the insured amount is an example of accepting risk.

Some Alternatives to Accepting Risk

In addition to accepting risk, there are a few ways to approach and treat risk in risk management. They include:

  • Avoidance: This entails changing plans to eliminate a risk. This strategy is good for risks that could potentially have a significant impact on a business or project.
  • Transfer: Applicable to projects with multiple parties. Not frequently used. Often includes insurance. Also known as “risk sharing,” insurance policies effectively shift risk from the insured to the insurer.
  • Mitigation: Limiting the impact of a risk so that if a problem occurs it will be easier to fix. This is the most common. Also known as “optimizing risk” or “reduction,” hedging strategies are common forms of risk mitigation.
  • Exploitation: Some risks are good, such as if a product is so popular there are not enough staff to keep up with sales. In such a case, the risk can be exploited by adding more sales staff.

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