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@jcmgray
jcmgray / sgd-for-scipy.py
Created June 18, 2020 19:33
Stochastic gradient descent functions compatible with ``scipy.optimize.minimize(..., method=func)``.
import numpy as np
from scipy.optimize import OptimizeResult
def sgd(
fun,
x0,
jac,
args=(),
learning_rate=0.001,
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@karpathy
karpathy / min-char-rnn.py
Last active April 25, 2024 06:24
Minimal character-level language model with a Vanilla Recurrent Neural Network, in Python/numpy
"""
Minimal character-level Vanilla RNN model. Written by Andrej Karpathy (@karpathy)
BSD License
"""
import numpy as np
# data I/O
data = open('input.txt', 'r').read() # should be simple plain text file
chars = list(set(data))
data_size, vocab_size = len(data), len(chars)