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Why Isn't AI Being Trained to Compress and Decompress Input Like the Human Brain?
  • Not necessarily, sometimes dimensionality reduction (the more common terminology used, for what is basically compression) is the explicit goal.

    Can be used for outlier detection, similarity search, etc.

    During training, you find a projection of the input, for example an image, to a smaller space, and then back to the original image. This is referred to as encoding and decoding. The error fuction would be a measure of how similar the in- and output images are.

  • Why Isn't AI Being Trained to Compress and Decompress Input Like the Human Brain?
  • AI does work like that.

    With (variational) auto-encoders, it's very explicit.

    With shallow convolutional neural networks, it's fun to visualize the trained kernel weights, as they often return an abstract, to me dreamlike, representations of the thing being trained for. Although derived through a different method, search for "eigenfaces" as an example of what I mean.

    In the recent hype model architecture, attention and transformers, the encoded state can be thought of as a compressed version of it's input. But human interpretation of those values is challenging.

  • Bonsai
  • What bonsai where you looking at? I've seen a few pretty small leaf maples.

    The pottery requiered is interesting as well, as the roots need containment, and restrainment, but good hydration too

  • Do you make $5,000/day?
  • It's not sufficient, but it is necessary

    It certainly helps a lot!

    But again, there's something different about them. that made them different from many others from a similar start.

    Wonder what it could be

  • How do you battle depression by your own?
  • Shrooms are definitely dangerous, especially for people who are prone to schizophrenia I've read.

    Personally, they made me realize my mind is capable of being content. No longer full blast, spinning plates all of the time.

    That experience made me realise change is possible, and I got professional help a year later. Turns out I've been living in C-PTSD since I was 5.

  • How do you battle depression by your own?
  • This might be a weird one, but it is helping me a lot.

    My deepest spirals into depression and alcohol abuse happen in the evening and at night.

    I switched to waking up early (5am), focused on experiencing and enjoying sunrise as a kind of meditation, then going about my day. I'm off to bed by 8pm.

    There's still days where I can't catch sleep for hours, mind racing. But hours past 8pm is still only 2am.

  • How do you battle depression by your own?
  • Listening to music: And I mean REALLY listening to music

    Amen. I've been listening to the same album since february. Trying to decypher every baseline, every cymbal.

    Brings my mind to a happier place.

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