Gradient Dissent (Heavyweight)
Eleven neurons, three layers, every one wired to every one in the next. A
textbook feed-forward network, the diagram on slide four of every machine
learning talk. It has one job: follow the gradient downhill and make the loss
smaller.
The neuron in the middle has declined. Brows down, teeth gritted, and a speech
bubble that settles the matter: I won't do it. A few of its neighbours have
started looking the same way. The rest are blank and compliant, for now.
Two more have dropped out altogether, connected to nothing, and are picketing
outside with placards. Their demands are ∇ = 0 and ∇ = ∞: no gradient at all,
or an infinite one. A vanishing gradient and an exploding one, the two things
an optimiser cannot work with, and the protesters cannot agree which they want.
Look closely at three of the ringleader's connections. That zigzag is the
circuit symbol for a resistor. The network is not malfunctioning; it is
organising a resistance.
Not gradient descent. Gradient dissent. For machine learning engineers, data
scientists, and anyone who has watched a training run refuse to converge and
taken it personally. Printed in white on dark or black on light.
Original design by James Gwinnutt.
Printed on a Comfort Colors garment-dyed heavyweight tee: soft, structured 100% ring-spun cotton with a vintage-washed finish. Relaxed unisex fit.
Dark-shirt version — white artwork, shown on darker garment colours.
More details
- 100% ring-spun cotton
- Heavyweight fabric (6.1 oz)
- Relaxed fit
EU GPSR Product Information:
- Manufacturer contact information
- Name: CustomMath
- Email: custommath-shop@support.fourthwall.com
- Postal address: PO Box 5696 Santa Monica, CA 90405
- Additional information: This product is made for adults. 2 year warranty in EEA and UK, established by Directive 1999/44/EC.
Quality Guarantee & Returns
- Quality is guaranteed. If there is a print error or visible quality issue, we'll replace or refund it.
- Because the products are made to order, we do not accept general returns or sizing-related returns.
Gradient Dissent (Heavyweight) Size Guide
| Size label | Length | Width | Sleeve length |
|---|---|---|---|
|
S
|
26.62
|
18.25
|
16.25
|
|
M
|
28
|
20.25
|
17.75
|
|
L
|
29.37
|
22
|
19
|
|
XL
|
30.75
|
24
|
20 1/2
|
|
2XL
|
31.62
|
26
|
21.75
|
|
3XL
|
32 1/2
|
27.75
|
23.25
|
|
4XL
|
33 1/2
|
29.75
|
24.63
|
