User:Vtaylor/Machine learning

AI discussion
niece works in AI for a major online social media company. Discssed her work and recent work submitted by students on the subject - interesting overview of thinking and concerns by the students at this time. --sp2 CIS 2

2022.6.27 . Q: Machine learning and AI for good. There is much more to these topics than world domination by autonomous technology and armies of Terminators. View the Machine Learning and AI for Social Impact video (12:29). https://youtu.be/QjE2-mo8PAU Is a more optimistic view of machine learning and AI likely to succeed? Are there other applications for machine learning that you think will be acceptable and beneficial to society in general or specific communities? Find and summarize a resource that provides information on your view of AI and Machine learning. Post a brief summary of your thoughts and the link to your resource to the Machine Learning and AI discussion. Review two others.

. I think there's a lot of stigma against AI based technologies. There's a few hiccups right now with AI; mainly cause because of manufacturing rushing the making (example Tesla cars) but I think we can really benefit to AI especially when it comes to educating or helping out others because it can adapt and learn from different people and or situations. AI can help with training and educating others and maybe later can do basic tasks like temperature checks and later more complex like working at the DMV. As technology gets more advanced hopefully AI can get better in the future.

. I agree that AI will be very beneficial for us. I remember Tesla starting the self driving car was very scary to me, but nowadays you can see self-driving delivery cars and taxis in SF. Great things take time and I believe that AI will be able to help a lot of people.

. Hi there, I completely agree with your stance on AI and how although there are definitely some real issues with it right now, it can be really beneficial in so many different ways. We'll see if the safety and security of this technology are able to improve over time before it becomes dangerous to us and our society.

. I agree with your sentiment that the rushing of artificial intelligence is likely why AI has a stigma of being dangerous. Too many companies have a culture similar to Facebook's "move fast and break things", and in artificial intelligence is empowered to cause real damage in some scenarios.

. I honestly believe machine learning could be super useful in limiting the overall work in several aspects of life such as business, which I mentioned in my other reply. The benefits that come with these AI programs in my opinion outweigh any of the downsides and are totally worth trying out in the future.

. AI is becoming one of the most advanced technology in the world today. I think nowadays people are more optimistic about AI technology and its use of it. AI is not fully developed but it has the potential to take over many of our day-to-day functions. According to the article, several things are already in our Community. Such examples are Self-driving cars, smart Digital assistants, Chatbots, etc. The Machine Learning and AI for Social Impact video talk about the benefits of AI learning for poor communities as well as non-profit businesses. Almost all businesses are now more digital than ever. As the video explains how AI and Machine Learning will impact how people work, how businesses serve their consumers, and how companies relate to one another. AI has its challenges as well. As Susan indicates, data privacy and security, buyers' issues, human resources, and limited knowledge are some challenges for most small businesses and non-profit organizations.

. it's awesome to see so many AI technology be already integrated into our lives. I also agree that as we continue to rely more on technology, we have to find ways to find balance and protect ourselves from data privacy and depletion of human resources.

. I agree with your statement that AI is very beneficial to communities and is slowly taking over companies that are technology-induced. It's still important to have human interaction in these work forces and although these technologies can help, they can also be balanced.

. I agree that AI is growing to have a very popular presence in our current society. But in my opinion, I think machine learning in data analysis is much more useful than other inventions like self-driving cars. There have been many instances of these cars malfunctioning and containing errors that cause them to crash. Machine learning just seems like both a much safer implementation into society as well as useful, especially when looking at the statistics of certain things.

. One thing that stood out to me during Susan Athey's interview was when she mentioned making AI that helps people. I think that AI can be somewhat controversial with the fear that AI will take over and we would be left with no jobs. However, as long as we are able to balance AI and human interaction then I think AI would be extremely beneficial to society. Especially with helping to bring resources to other countries and people in need.

. I think that a lot of people are scared of their jobs being taken by a computer chip like you mentioned. AI will probably change the job market up once it really gets rolling.

. I definitely agree with your statement on how people may be affected when finding certain jobs that they aspire to have, and with AI taking over, that can be a problem for certain communities. Though I also agree that AI and human interaction can be balanced because communication with peers and individuals is also important in the work industry.

. I agree we have to be able to control the AI in a way that it doesn't deem humanity as an evil but rather a virtue of intelligence. I think that's where people are misinformed. I think the world will change drastically with the use of Artificial Intelligence.

. I think one of the most interesting factors when it comes to discussing Machine Learning and AI is when certain apps or website will suggest recommendations based on previous internet or video searches. Over time, the AI understands what we are searching for and can suggest anything related. . Source: https://www.itproportal.com/features/12-examples-of-artificial-intelligence-in-everyday-life/

. Hey there, I really liked the source you linked here. It's clear AI has many current and potential benefits for our everyday lives and society in general. Hopefully, this technology is used and implemented properly so that it's safe it use and doesn't impact our lives in too many negative ways.

. Machine Learning and AI are one of the most focused topics by big tech giants like Google, Amazon and Microsoft. Companies are dedicating multiple teams and hierarchies of management to data science and machine learning. Specialised chips and quantum computers are being built to process these large sets of data, to create AI. I think that all this will really help humanity to excel, at least from the technological perspective. For example, a well-developed self-driving algorithm could replace human drivers, reduce traffic, and drastically reduce the accident rates on road. Not only driving but it could also be used in fields like medicine, to diagnose and treat patients quicker. https://www.youtube.com/watch?v=QjE2-mo8PAU&ab_channel=StanfordGraduateSchoolofBusiness

. I do think that AI will help humanity become better at some point. My worry is that they can be dangerous if we aren't careful.

. Every machine learning model needs a feedback loop to improve over time. Lets say we have a model to analyze patient X-rays for cancer. When first deployed, it would likely make many false-negative and false-positive errors. It would improve when learning which of its decisions were wrong, but humans lives might be lost due to these errors.

. These models would benefit humans in the long-term, so I would argue that they are still worth pursuing. But they can pose a danger to human life if we aren't careful.

. It could help replace people in public service fields or government jobs. It could provide proper education in developing worlds, the use of AI is unpredictable. I do believe that AI is going to be the focus of the next century or 2. Imagine having something that knows everything in your pocket like a cellphone 5.0.

. After watching the video "Machine Learning and AI for Social Impact" and reading addepto's article on "Reduce Operating Costs and Improve Efficiency Using AI" I have some new ideas on how AI can change our economy through the reduction of service costs. AI can be leveraged to to automate many jobs in the services industry, which is the bulk of jobs in a developed economy like ours. Lower labor intensity through automation means a reduction of costs for services that would normally be performed by a human, but also a reduction of the number of available service jobs. Although costs will go down, so will the jobs in that sector. . Source: https://addepto.com/reduce-operating-costs-and-improve-efficiency-using-ai/

.    Although I disagree with AI and machines taking over jobs. I think it is also great that it is taking over heavy labor jobs that would cost a lot, I believe this a great step. . https://www.forbes.com/sites/forbestechcouncil/2018/03/01/14-ways-ai-will-benefit-or-harm-society/?sh=1471d2a94ef0

. I wanted to find a resource that would present potential positive and negative impacts AI may have on our society. This article lists 14 different ways AI can impact society. For example, it mentioned how there are still concerns about the safety of this technology, particularly in regard to automobiles, and also addressed the concern that it may "destroy jobs". They went on to explain how the workforce will actually benefit from this change as long as this technology is gradually implemented and workers are given the chance to adapt and use this technology to their advantage. These are just a couple of examples of how this article addresses certain concerns people may have about AI technology while also providing potential counterpoints and/or other benefits it provides.

. I believe that AI has a pros and cons being in our daily society. It's inevitable for AI to be fully integrated in our lives in the near future. AI is growing in popularity and has the potential to be applied in many different ways. 1 great example of this would be self driving cars by Tesla and other various companies attempting this feat. Self driving cars will change the way our transportation will do in the future. Less traffic due to human errors and no longer based on reaction time and all calculated by computers the cars and communicating to one another would be great. To taxis and self driving transports. Another AI I would like to be perfected would be AI that detects Spam emails and calls. I would not like to make a new email or phone number so I could reset the amount of emails and calls I get. Having AI automatically filter out spambots and repeated emails. To identify if it's from a scammer or non-reputable email or site. . Reference: AI In Everyday Life

. I think facial recognition is already a huge and helpful factor in AI that is well-succeeding for technology and for individuals who have devices that they need to access. I also think self-driving cars can be beneficial to society, though there may be some factors that are unpredictable and unsafe. . https://www.itproportal.com/features/12-examples-of-artificial-intelligence-in-everyday-life/

. These are also applications of AI that interest me. I think you should have faith in self-driving car technology.

. I think that one of the dangerous parts of artificial intelligence is the practice around how companies across the world create machine learning models. Models might be rapidly deployed to make critical decisions without much testing, and cause real harm to society. Companies with large platforms should naturally be held responsible to thoughtfully train, test, and monitor their models. It wouldn't surprise me that scrappy young startups would be willing to cut corners and be less rigorous with their models. Traditional algorithms shared these same problems, and machine learning algorithms becoming more popular makes the problems more scary.

. We need to ensure that fairness is built into how we create models in order for people to stop viewing AI as a risk.

. A book that discusses this topic is Weapons of Math Destruction, and the author also gave this great talk: . https://www.youtube.com/watch?v=TQHs8SA1qpk

. I completely understand the concern you mentioned and I agree with you that it is a weakness of the AI system.

. After reading the sources of the topic "AI and Machine Learning" I have become more confident and optimistic on the matter. Especially the article "12 examples of artificial intelligence in everyday life" showed me that AI has brought more benefits of AI to my life than I thought. The technologies that interest me are self-driving cars, and smart assistants. These are two technologies that are being strongly invested and developed to help improve people's quality of life. Self-driving cars are vehicles capable of recognizing their surroundings and automatically moving safely with little or no driver intervention.

. Machine learning has become the most important topic in the business world because it gives enterprises a view of trends in customer behavior and business operational patterns, as well as supports the development of new products. Many of today's leading companies, such as Facebook, Google and Uber, make machine learning a central part of their operations.

. In the video "Machine Learning and AI for Social Impact" she brings up an interesting point about saving time and adapting to people needs, who don't really have the money or budget to research or understand such ideas. I think certain applications like saving time or looking up certain information through voice could be a major attributes and selling point of AI. For example chat bots. I don't really enjoy waiting to talk to people from credit card companies or anything for that matter, the chat bot is instant and gets your problem fixed within minutes. I think I can be very beneficial to people who are driving or multitasking in general. There are a lot of tedious task that we experience in the first world. I think AI could help teach and spread awareness in third world countries that way they are brought to the light. I think it could help with self education or learning new languages faster, especially for children. I think AI can help more than it can cause damage with certain dynamics controlled by humans. I do believe that AI will help shape the next century. . https://www.youtube.com/watch?v=QjE2-mo8PAU .    https://www.itproportal.com/features/12-examples-of-artificial-intelligence-in-everyday-life/

. 12 examples of artificial intelligence in everyday life | ITProPortal . By reading this article, I found that many AI technologies are used around me even if I am not usually aware of them. In particular, I'm interested in self-driving, which is the first one introduced in this article. I think if all cars are fully autonomous, it will be able to drive without a license. I hope that they will continue to develop as it make our lives more convenient. . https://www.dubizzle.com/blog/cars/ai-self-driving-cars/

. There is a big stigma against artificial intelligence due to popularized beliefs stemmed from movies like the aformentioned terminator. However these companies could actually grow to be very helpful in minimizing the work of analyzing data in the future. According to TechTarget, in businesses, machine learning can assist in providing valuable information such as trends with customers and feedback on the sales of products. Although there is a negative connotation to what these AIs can bring to the table, I believe it is honestly worth pursuing for the purpose of making many people's lives easier in the bigger picture. . https://www.techtarget.com/searchenterpriseai/definition/machine-learning-ML#:~:text=Machine%20learning%20is%20important%20because,central%20part%20of%20their%20operations

. I think Machine learning and AI are going to succeed most likely if they're not biased.

. https://www.edureka.co/blog/machine-learning-applications/#online-video-streaming

. I believe google translate would be great for machine learning and will be acceptable. It's called "GNMT." it's a neutral machine learning working on dictionaries and multiple languages. It uses Natural Language Processing in order to give the most appropriate translation to any words or sentences. Because many of these words matter, it utilizes many other techniques like Ner, Pos Tagging, and chucking. As of today, it's one of the primary and most-used apps in machine learning. . https://ai.engineering.columbia.edu/ai-vs-machine-learning/

. Machine learning is supposed to be a subset for a broader category of AI, Even though often Machine learning and AI are used interchangeably. machine learning is referred to as tech and algorithms that allow systems to know patterns, improve themselves through experience and data, and make decisions. Machine learning is known as a path to AI. It uses algorithms in order to learn insights and realize the data patterns automatically. AI is known as a developing field for robots and computers that are able to behave in ways in which they can both go and mimic beyond the capabilities of humans. The Ai programs are able to contextualize and analyze data so that they can trigger actions automatically without anyone interfering or providing info. The companies' organizations need to be able to have their data transformed into actionable insight. Machine learning and AI provide organizations an advantage by automating an amount of a manual process that is data-involved and decision making.