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AI will automate many routine cybersecurity tasks, there will be a strong boom i…
ytc_UgxyiRWJu…
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you don't need AI for this...
Idk about your country but each election here ther…
ytr_Ugy2v8W63…
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Now look, here's the way out of this thing and it's been staring us in the face!…
ytc_Ugw6508Kv…
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AI is going to end the world. Whoever created it has blood on their hands…
ytc_UgySapaPo…
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bruh, I have been drawing ever since I could hold a pen, crayon, and pencil. Ai …
ytc_Ugwb1taJf…
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Tbh I just use ai to chat and get inspiration for my ocs every time I finish an …
ytc_UgxRd9dB_…
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PTSD for sure ...motion sickness without doubt, panic attack most likely... Now …
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I'm actually here cause I'm trying to find out if AI is turning sentient n we wo…
ytc_UgzeP90hP…
Comment
@sudeshnadutta5702 That's the idea. However, just like there are differences between population parameters and estimated parameters in Statistics, there are two different ways to think about bias and variance in Machine Learning. In a theoretical way, bias is the difference between the model we are using (like linear regression) and the true mechanism or process that creates the data. One way to estimate this bias by calculating the residual sum of squares or some other "loss function" measure. Likewise, for variance, in a theoretical setting, it is a measure of how our model will perform on an all kinds of testing datasets, including, but not limited to, the one that we actually have. Again, one way to estimate this by calculating the residual sum of squares for the testing dataset. Does that make sense?
youtube
AI Bias
2020-02-03T11:4…
Coding Result
| Dimension | Value |
|---|---|
| Responsibility | none |
| Reasoning | unclear |
| Policy | unclear |
| Emotion | indifference |
| Coded at | 2026-04-27T06:26:44.938723 |
Raw LLM Response
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{"id":"ytr_Ugy1Xyf8l5ei-znl26Z4AaABAg.9CWvWNurqny9CXpFzHBVsa","responsibility":"none","reasoning":"unclear","policy":"unclear","emotion":"approval"},
{"id":"ytr_Ugy_FVI8-8up3Pn6Uwt4AaABAg.991xp5E2ooU99UvR31M7h_","responsibility":"none","reasoning":"unclear","policy":"unclear","emotion":"mixed"},
{"id":"ytr_Ugw8-jz4mGyNdpgQX6h4AaABAg.97OjzA2wrnv97Ot9iNnLWh","responsibility":"none","reasoning":"unclear","policy":"unclear","emotion":"indifference"},
{"id":"ytr_Ugw8-jz4mGyNdpgQX6h4AaABAg.97OjzA2wrnv97P4kjd3_CG","responsibility":"none","reasoning":"unclear","policy":"unclear","emotion":"indifference"},
{"id":"ytr_UgyBGSa7ZL_DpSXgnZB4AaABAg.96phYbPX3GN96q2sUb0j9_","responsibility":"none","reasoning":"unclear","policy":"unclear","emotion":"indifference"},
{"id":"ytr_UgzaZQogfBQPFKvKK4p4AaABAg.96ZWOXkyIkQ96ZiPX2NeAb","responsibility":"none","reasoning":"unclear","policy":"unclear","emotion":"indifference"},
{"id":"ytr_UgzpejckazGIdWMwAEp4AaABAg.94YA8CfU0hp94YkGJjRErS","responsibility":"none","reasoning":"unclear","policy":"unclear","emotion":"indifference"},
{"id":"ytr_Ugyf4LmYOAFNEGVFgMV4AaABAg.94XRA_4kctd94_82WBUqEm","responsibility":"none","reasoning":"unclear","policy":"unclear","emotion":"indifference"},
{"id":"ytr_UgwMIA9cjPvOjrFTk0F4AaABAg.90-EtnredYt90-zcl2_hvD","responsibility":"none","reasoning":"unclear","policy":"unclear","emotion":"indifference"}
]