There are many methods to avoid bias in algorithms. You can, for instance, influence how these programs function. This is the most common way to avoid bias, but it is not always possible. Designing algorithms can have an influence on the programs' results. They can make them more precise. This is a huge problem. If people are not careful, they can lead to inaccurate results. It is a good idea for people to be suspicious of algorithms making mistakes.
racial bias in algorithms
A new study has shown that there is a bias in health-risk assessment algorithms. The findings came from a study of 3.7 million people that was replicated by a health services company. The new algorithm used cost-based health prediction and showed an 84 percent reduction of bias. This algorithm would raise the number of black patients by 17 to 46 percent. The findings may be of help to those working in the medical field who are trying to fight discrimination.
Machine Learning: Racial bias
Machine learning algorithms can appear "objective" but they are often biased by racial factors. These algorithms can be biased when used to estimate the risk of African Americans. Robert Julian-Borchak Williams was wrongfully arrested in Michigan. This shows how flawed algorithms can increase discrimination against black communities. As a result, machine learning algorithms need to be tweaked to correct for the bias.
Self-driving cars and racial bias
Recent research shows that self-driving vehicles may be biased against people of color. Research shows that the technology isn't particularly good at recognizing darker skin tones and may fail to spot people of color. This could result in the deaths of countless black and brown pedestrians. The Law Commission is currently reviewing the legal requirements for autonomous cars. It is due to release its final report towards the end of 2021.
Home loans with racial bias
Researchers have discovered that mortgage lenders are less likely to grant loans to people of color than to those of whites. The incidence of racism on the housing market has dropped dramatically in the last decade. However, some cases still exist. The Markup has found that white lenders are more likely not to approve home loans for people of colour than for those who are white. And this is despite the fact that lenders control for other factors, such as income and neighborhood. The Markup study did not take credit scores into account, which is common with government loan applications.
Amazon's algorithm has a racial bias
This algorithm is based upon inherited redlining efforts, and excludes many black neighborhoods. Many black communities have poor infrastructure and limited access to services. Amazon's algorithm is a continuation of the status quo. It is time to change the algorithm so that it is fairer and more inclusive. It should also provide services for other minority communities. It is time for Amazon to stop using racist data in its algorithms and start treating all customers equally.
FAQ
What do you think AI will do for your job?
AI will take out certain jobs. This includes truck drivers, taxi drivers and cashiers.
AI will lead to new job opportunities. This includes those who are data scientists and analysts, project managers or product designers, as also marketing specialists.
AI will make existing jobs much easier. This includes positions such as accountants and lawyers.
AI will make jobs easier. This includes customer support representatives, salespeople, call center agents, as well as customers.
Is Alexa an AI?
The answer is yes. But not quite yet.
Alexa is a cloud-based voice service developed by Amazon. It allows users interact with devices by speaking.
The Echo smart speaker first introduced Alexa's technology. Other companies have since created their own versions with similar technology.
Some examples include Google Home (Apple's Siri), and Microsoft's Cortana.
What is AI used today?
Artificial intelligence (AI), which is also known as natural language processing, artificial agents, neural networks, expert system, etc., is an umbrella term. It's also known as smart machines.
Alan Turing created the first computer program in 1950. He was curious about whether computers could think. He suggested an artificial intelligence test in "Computing Machinery and Intelligence," his paper. This test examines whether a computer can converse with a person using a computer program.
John McCarthy, in 1956, introduced artificial intelligence. In his article "Artificial Intelligence", he coined the expression "artificial Intelligence".
Today we have many different types of AI-based technologies. Some are very simple and easy to use. Others are more complex. These include voice recognition software and self-driving cars.
There are two major types of AI: statistical and rule-based. Rule-based relies on logic to make decision. For example, a bank balance would be calculated as follows: If it has $10 or more, withdraw $5. If it has less than $10, deposit $1. Statistic uses statistics to make decision. A weather forecast might use historical data to predict the future.
How does AI work?
An algorithm is an instruction set that tells a computer how solves a problem. An algorithm can be described as a sequence of steps. Each step has an execution date. Each instruction is executed sequentially by the computer until all conditions have been met. This is repeated until the final result can be achieved.
Let's say, for instance, you want to find 5. If you wanted to find the square root of 5, you could write down every number from 1 through 10. Then calculate the square root and take the average. You could instead use the following formula to write down:
sqrt(x) x^0.5
You will need to square the input and divide it by 2 before multiplying by 0.5.
This is how a computer works. It takes your input, multiplies it with 0.5, divides it again, subtracts 1 then outputs the result.
What industries use AI the most?
The automotive industry is among the first adopters of AI. For example, BMW AG uses AI to diagnose car problems, Ford Motor Company uses AI to develop self-driving cars, and General Motors uses AI to power its autonomous vehicle fleet.
Banking, insurance, healthcare and retail are all other AI industries.
Statistics
- While all of it is still what seems like a far way off, the future of this technology presents a Catch-22, able to solve the world's problems and likely to power all the A.I. systems on earth, but also incredibly dangerous in the wrong hands. (forbes.com)
- Additionally, keeping in mind the current crisis, the AI is designed in a manner where it reduces the carbon footprint by 20-40%. (analyticsinsight.net)
- By using BrainBox AI, commercial buildings can reduce total energy costs by 25% and improves occupant comfort by 60%. (analyticsinsight.net)
- According to the company's website, more than 800 financial firms use AlphaSense, including some Fortune 500 corporations. (builtin.com)
- A 2021 Pew Research survey revealed that 37 percent of respondents who are more concerned than excited about AI had concerns including job loss, privacy, and AI's potential to “surpass human skills.” (builtin.com)
External Links
How To
How to set Cortana's daily briefing up
Cortana can be used as a digital assistant in Windows 10. It is designed to help users find answers quickly, keep them informed, and get things done across their devices.
A daily briefing can be set up to help you make your life easier and provide useful information at all times. This information could include news, weather reports, stock prices and traffic reports. You have the option to choose which information you wish to receive and how frequently.
To access Cortana, press Win + I and select "Cortana." Select Daily briefings under "Settings", then scroll down until it appears as an option to enable/disable the daily briefing feature.
If you have enabled the daily summary feature, here are some tips to personalize it.
1. Open Cortana.
2. Scroll down until you reach the "My Day” section.
3. Click the arrow to the right of "Customize My Day".
4. You can choose which type of information that you wish to receive every day.
5. Change the frequency of the updates.
6. Add or remove items from your shopping list.
7. You can save the changes.
8. Close the app