tuxdna

# -*- coding: utf-8 -*-

u"""
Beta regression for modeling rates and proportions.

References
----------
Grün, Bettina, Ioannis Kosmidis, and Achim Zeileis. Extended beta regression
in R: Shaken, stirred, mixed, and partitioned. No. 2011-22. Working Papers in
Economics and Statistics, 2011.

tuxdna

https://twitter.com/goodfellow_ian/status/1127994332416364549?s=19

tuxdna

Python Data:

Dimension: 2 x 768

[array([-7.3584e-01, -1.9531e-03, -6.8970e-03, -6.0303e-01, -2.1008e-01,
        -4.2114e-03,  2.0935e-02,  3.6157e-01, -1.7712e-01, -3.5449e-01,
        -4.4629e-01, -1.0791e-01,  2.7563e-01,  1.0791e-01, -3.0664e-01,
        -6.1676e-02, -2.9468e-01,  2.1594e-01, -1.3232e-01,  1.3171e-01,
        -4.1772e-01,  9.2346e-02, -4.5239e-01, -1.3147e-01,  2.9175e-01,

tuxdna

• My project - https://github.com/tuxdna/awaaz

Other similar work:

• https://willdrevo.com/fingerprinting-and-audio-recognition-with-python/

• http://vasanthkalingeri.github.io/CommercialDetection/

• Ad-Net: Audio-Visual Convolutional Neural Network for Advertisement Detection In Videos

tuxdna

# find . -name "Screenshot*.png" -exec python3 crop-all.py "{}" \;

import sys
import os
import subprocess

top_left = (33, 213)
bot_right = (910, 780)
width = bot_right[0] - top_left[0]

tuxdna

import tensorflow as tf

tf.reset_default_graph()
s1 = tf.Session()
g = tf.get_default_graph()

foo_var = tf.Variable(42, name='foo')
assign_14 = foo_var.assign(14, name="assign_14")
assign_17 = foo_var.assign(17, name="assign_17")

tuxdna

Setup JanusGraph with HBASE backend

Install following

• hbase-1.2.9
• janusgraph-0.2.2-hadoop2

HBASE Setup and inspection

tuxdna

IFACE=wlo1
VPN_MTU=1380

WL_MTU=$(cat /sys/class/net/$IFACE/mtu)

ip a | grep 'state UP'

echo "Checking: $IFACE MTU=$WL_MTU and VPN requires MTU=$VPN_MTU"
if [ "$WL_MTU" -gt "$VPN_MTU" ]
then

tuxdna

Getting started with git-svn

git-svn is a git command that allows using git to interact with Subversion repositories.git-svn is part of git, meaning that is NOT a plugin but actually bundled with your git installation. SourceTree also happens to support this command so you can use it with your usual workflow.

Reference: http://git-scm.com/book/en/v1/Git-and-Other-Systems-Git-and-Subversion

Cloning the SVN repository

You need to create a new local copy of the repository with the command

tuxdna

Mointoring NVIDIA GPUs

List NVIDIA GPUs available

$ nvidia-smi --query-gpu=gpu_name --format=csv,noheader
GeForce GTX 1050

Monitor GPU stats ( temperature, utlilization, memory )