#Data Representation

[d0nutzgg]

The Implications of Algorithmic Bias and How To Mitigate It

AI has the potential to transform our world in ways we can't even imagine. From self-driving cars to personalized medicine, it's making our lives easier and more efficient. However, with this power comes the responsibility to consider the ethical implications and challenges that come with the use of AI. One of the most significant ethical concerns with AI is algorithmic bias.

Algorithmic bias occurs when a machine learning model is trained on data that is disproportionate from one demographic group, it may make inaccurate predictions for other groups, leading to discrimination. This can be a major problem when AI systems are used in decision-making contexts, such as in healthcare or criminal justice, where fairness is crucial.

But there are ways engineers can mitigate algorithmic bias in their models to help promote equality. One important step is to ensure that the data used to train the model is representative of the population it will be used on. Additionally, engineers should test their models on a diverse set of data to identify any potential biases and correct them.

Another key step is to be transparent about the decisions made by the model, and to provide an interpretable explanation of how it reaches its decisions. This can help to ensure that the model is held accountable for any discriminatory decisions it makes.

Finally, it's important to engage with stakeholders, including individuals and communities who may be affected by the model's decisions, to understand their concerns and incorporate them into the development process.

As engineers, we have a responsibility to ensure that our AI models are fair, transparent and accountable. By taking these steps, we can help to promote equality and ensure that the benefits of AI are enjoyed by everyone.

[neuralsex]

what lies within the hidden layer

[tenth-sentence]

Cutting off the enormous scores for 2000 CE lets us stretch the vertical axis enough that we can actually see the scores from earlier periods, while shortening the time span lets us stretch the horizontal axis so the changes through time are clearer too.

"Why the West Rules – For Now: The patterns of history and what they reveal about the future" - Ian Morris

[milestonetask]

Flowchart Symbols and Tools

Flowchart Symbols and Tools Flowchart is the sixth tool of the seven basic quality control tools. A flowchart is a diagram that uses graphic symbols to depict the nature and flow of steps in a process. A flowchart is also known as a flow diagram, process map, or relationship map. This article describes, in brief, what is a flowchart, the uses of process map,  and the tools and techniques to…

[pneumanomads]

Addressing Bias in Artificial Intelligence: Strategies for Ensuring Fair and Ethical AI

#AI #Bias #ArtificialIntelligence #MachineLearning #DataRepresentation #Fairness #Accuracy #DiverseDatasets #AlgorithmTransparency #Interpretability

Artificial intelligence (AI) has the potential to revolutionize many industries and improve people’s lives in countless ways. However, one of the biggest concerns with AI is the issue of bias. Bias in AI occurs when the data used to train a model is not representative of the population that the model will ultimately be used on. This can lead to the model making inaccurate or unfair predictions.…

[alwaysbewoke]

here is the sheet. it's an excel spreadsheet so it will download to your computer. this is really important for all the people who constantly say "democrats and republicans are the same." if they're not willing to do the work to either prove or disprove that notion, they're NOT someone ANYONE should be taking political advice from.

[yeah-thats-probably-it]

thinking about what if data were aromantic. even after he gets the emotion chip put in, he still just doesn’t feel romantic love, and doesn’t understand what other people are feeling when they talk about it. and he’s really upset at first because he feels like after everything he’s been through to get here he still isn’t fully human. there’s still a piece missing. he’s tapped into every work of art humans have ever created and romance seems so ubiquitous that he thinks you can’t be human without it

i’m imagining this as like a b or c plot of an episode. maybe he’s been working with a crew member who turns out to be aromantic and they commiserate about how alienating it can be to hear everyone talk about romance all the time. everyone comes together at the end to help him realize that he feels so many different kinds of love, and no human’s experience with emotions is exactly the same and your humanity doesn’t depend on what emotions you do or don’t feel anyway

i think this would be a good episode. i would enjoy it

[pocketgalaxies]

looking through the critrolestats spreadsheets for narrative telephone is reliably so fucking funny

[aromanticbracket2023]

our first final.. i'm glad there's been so much support y'all

[mumblelard]

thank you for your service, fiskars eight inch non-stick titanium softgrip scissors

you lived, ready-to-hand, in the hone slot of my knife block and together, for the last six years and seventy five days, we have opened bags and boxes, snipped ties and tape, shaped paper and cloth. sometimes though, i asked more of you, we trimmed the woody stems of herbs, we pruned the branches of plants, and as your final task, we cut through the rib cage of a spatchcocking spring chicken. i tried to repair your broken handle, but it was not to be. for now your slot sits empty. you will be missed

[eldritcheyecryptid]

I really want there to be a canon autistic/adhd/nuerodivergent character in Star Trek. I want there to be someone that the next generation of Star Trek fans can see themselves in like I saw myself in Data and Spock. The newer Treks have done a pretty good job including queer characters and poc, I just need there to be one character who is nuerodivergent who isn’t considered ‘emotionless’ or ‘lacking’. Representation matters. 

[milo-the-professional-yapper]

So I went ahead and deleted my last post because honestly- I get the criticism with the skin tones now. They do need to do better when designing characters of color in this show- I do think there’s an issue with many artists making darker skin look ashy and gray and while for some characters it makes sense, it loses the meaning when it’s every single character in a series.

Personally, if I ever draw a character who is a POC- I try to research and find as many different references as I can so I don’t get any of it wrong. I’m not the best artist, but I try to have variety when it comes to what I draw. I also love learning new things, before my iPad broke I had a study I was doing where I practiced drawing characters with box braids, locks, textured curly hair, and I had been working on different Afro styles most recently. It was hard, but that’s why I was doing a study of the styles (RIP iPad- that’s all gone now). As for skin tones- I love doing a variety on that as well. I will say that I have seen plenty of people being borderline colorist when it comes to these characters- the fact that the skin was lighter was not the problem, I think it’s more so the lack of warmth and saturation?

Since you have characters with a more vibrant color palette in heaven- there’s not much of a reason to make Sera and Emily very desaturated (though I argue that Em is worse than Sera in this situation). I do hope we have more variety with characters in seasons 2 and 3- but I’m actually very unsure. Based on what we’ve seen so far.

Also, just a side note, don’t even get me started on Alastor- he was brought up quite a bit on my now deleted post. I have plenty of issues with the design and just slapping the “oh yeah he’s half creole” just to excuse the use of voodoo symbols in the show- I absolutely agree that’s that’s shady. I know that his demon form is supposed to reflect whatever he did in life/ how he died but like- he has NO ethnic features?? I know there’s mixed people who have light skin and practically no ethnic features- but I feel like we need some visual indicator rather than a “yeah hes mixed” randomly said on a stream one day. Most people are going to assume that he was a white man. Maybe that’ll change once we get his backstory- but who knows.

Anyways- that’s all I’m gonna really say about it. I do love this show but it absolutely has its flaws. I hate how the genuine criticisms are overshadowed by people who just hate the show and Viv- because there are some really valid takes out there, it’s just hard to find the ones who are genuinely just pointing out the shows flaws in a constructive way.

[militaryintelligenceagency]

FASHO IS NOT MANUAL OR RELIANT ON INDIVIDUALS' ACTIONS HERE. ALWAYS CHECK DEVICES HERE IN RELATION TO REALITY.

[unganseylike]

couldnt decide if i hated or liked a concept from an author so im reading another book by her to get more data😳

[milestonetask]

Flowchart Symbols and Tools

Flowchart Explanation Flowchart is the sixth tool of the seven basic quality control tools. A flowchart is a diagram that uses graphic symbols to depict the nature and flow of steps in a process. A flowchart is also known as a flow diagram, process map, or relationship map. This article describes, in brief, what is a flowchart, the uses of process map,  and the tools and techniques to create a…

[prussianmemes]

what's incredible about these maps is how hard western euros will cope at the idea that their enlightened and superior society could ever be worse than *flips through notebook* those uncivilized lesser slavic poles and ukrainians. russians and croats also are lying too.

what's funny is that this yearly EU study is conducted in such a way that literally accounts for bias in reporting and cultural stigma, yet still they will cope and are unable to consider that based social democrat scandinavian finns beat their wives more than poles

(don't look at spousal murder rates in scandinavia ha ha)