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ThomasHartDev
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ml-from-scratch
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feat: Add Tiny Char-Level GPT That Learns Toy Sequences
CI
#17:
Pull request
#11
opened by
ThomasHartDev
24s
thomas/feat/tiny-gpt
thomas/feat/tiny-gpt
24s
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feat: Add scaled dot-product self-attention, single head
CI
#16:
Pull request
#9
opened by
ThomasHartDev
30s
thomas/feat/attention
thomas/feat/attention
30s
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feat: Add skip-gram word embeddings with nearest-neighbor demo
CI
#15:
Pull request
#7
opened by
ThomasHartDev
24s
thomas/feat/embeddings
thomas/feat/embeddings
24s
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feat: Add SGD, Momentum, and Adam with same-net comparison (#6)
CI
#14:
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22s
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feat: Add SGD, Momentum, and Adam with same-net comparison
CI
#13:
Pull request
#6
opened by
ThomasHartDev
21s
thomas/feat/optimizers
thomas/feat/optimizers
21s
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feat: Add activation functions and Xavier/He weight init (#5)
CI
#12:
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feat: Add activation functions and Xavier/He weight init
CI
#11:
Pull request
#5
opened by
ThomasHartDev
19s
thomas/feat/activations-init
thomas/feat/activations-init
19s
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feat: Add MLP with hand-derived backprop on toy datasets (#4)
CI
#10:
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0b1a1c5
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18s
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18s
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feat: Add MLP with hand-derived backprop on toy datasets
CI
#9:
Pull request
#4
opened by
ThomasHartDev
19s
thomas/feat/mlp-backprop
thomas/feat/mlp-backprop
19s
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feat: add logistic regression with cross-entropy loss and decision bo…
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#8:
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Logistic regression + cross-entropy loss
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#7:
Pull request
#3
opened by
ThomasHartDev
21s
thomas/feat/logistic-regression
thomas/feat/logistic-regression
21s
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feat: add linear regression via normal equation and SGD (#2)
CI
#6:
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73380fe
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18s
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Linear regression: normal equation vs SGD
CI
#5:
Pull request
#2
opened by
ThomasHartDev
19s
thomas/feat/linear-regression
thomas/feat/linear-regression
19s
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Scalar reverse-mode autograd engine + SGD (#1)
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18s
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Scalar reverse-mode autograd engine + SGD
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#3:
Pull request
#1
synchronize by
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16s
thomas/feat/gradient-descent
thomas/feat/gradient-descent
16s
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Scalar reverse-mode autograd engine + SGD
CI
#2:
Pull request
#1
opened by
ThomasHartDev
18s
thomas/feat/gradient-descent
thomas/feat/gradient-descent
18s
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chore: scaffold python project with pytest and CI
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#1:
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df9c224
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19s
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