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Lei Chen leocnj

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  • Princeton, NJ
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@karpathy
karpathy / min-char-rnn.py
Last active February 7, 2026 08:39
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)
@ameasure
ameasure / gist:944439a04546f4c02cb9
Created July 8, 2015 02:47
reuters_multi_cnn.py
from __future__ import absolute_import
from __future__ import print_function
import numpy as np
from keras.datasets import reuters
from keras.models import Sequential
from keras.layers.embeddings import Embedding
from keras.layers.convolutional import Convolution2D, MaxPooling2D
from keras.layers.core import Dense, Dropout, Activation, Flatten, Reshape, Merge
@dorneanu
dorneanu / multiprocessing.py
Created May 6, 2015 18:44
Simple parallelism with Python
#! /usr/bin/env python
# -*- coding: utf-8 -*-
# vim:fenc=utf-8
""" Simple demo of using multiprocessing when parsing files """
import sys
import os
import codecs
from multiprocessing import Pool, Process, Queue, cpu_count
@kevin-smets
kevin-smets / iterm2-solarized.md
Last active February 3, 2026 09:31
iTerm2 + Oh My Zsh + Solarized color scheme + Source Code Pro Powerline + Font Awesome + [Powerlevel10k] - (macOS)

Default

Default

Powerlevel10k

Powerlevel10k

@agramfort
agramfort / ranking.py
Created March 18, 2012 13:10 — forked from fabianp/ranking.py
Pairwise ranking using scikit-learn LinearSVC
"""
Implementation of pairwise ranking using scikit-learn LinearSVC
Reference: "Large Margin Rank Boundaries for Ordinal Regression", R. Herbrich,
T. Graepel, K. Obermayer.
Authors: Fabian Pedregosa <fabian@fseoane.net>
Alexandre Gramfort <alexandre.gramfort@inria.fr>
"""
@fabianp
fabianp / ranking.py
Last active December 24, 2025 18:54
Pairwise ranking using scikit-learn LinearSVC
"""
Implementation of pairwise ranking using scikit-learn LinearSVC
Reference:
"Large Margin Rank Boundaries for Ordinal Regression", R. Herbrich,
T. Graepel, K. Obermayer 1999
"Learning to rank from medical imaging data." Pedregosa, Fabian, et al.,
Machine Learning in Medical Imaging 2012.
@un33k
un33k / sed cheatsheet
Created August 22, 2011 13:28
magic of sed -- find and replace "text" in a string or a file
FILE SPACING:
# double space a file
sed G
# double space a file which already has blank lines in it. Output file
# should contain no more than one blank line between lines of text.
sed '/^$/d;G'
@mrdwab
mrdwab / Stratified.R
Created May 21, 2011 17:06
R stratified random sampling from a data frame
stratified = function(df, group, size) {
# USE: * Specify your data frame and grouping variable (as column
# number) as the first two arguments.
# * Decide on your sample size. For a sample proportional to the
# population, enter "size" as a decimal. For an equal number
# of samples from each group, enter "size" as a whole number.
#
# Example 1: Sample 10% of each group from a data frame named "z",
# where the grouping variable is the fourth variable, use:
#