svecon

WARNING! Be very careful that you do not accidentally disable all ways that you can click. If you have reassigned your left click button to another function, and then you uncheck "Enable" on one finger tapping in the GUI, you will have to plug in an external USB mouse or remote into the machine with remote desktop (or something similar) or use Windows Speech Recognition or figure out some other way to re-check the "Enable" box under one finger tapping in the GUI in order to restore click functionality. I will not be held responsible if you do not have any of these methods available and you end up (temporarily) bricking your laptop. You have been warned. (But really, just don't uncheck that box and you will be fine).


HKEY_CURRENT_USER\Software\Elantech\SmartPad:
	Button_Left; Button_Right; Tap_Two_Finger; Tap_Three_Finger; ThreeFingerMoveUp_Func; ThreeFingerMoveDown_Func:
		0 Click/Select
			Left click default
		1 Pop-up Menu
			Right Click default
		2 Middle Button

svecon

Mahalanobis distance dM(x,x′)^2 = (x − x′)^T M (x − x′)
	where M is cone of symmetric PSD d*d matrix

Must-link / cannot-link constraints (sometimes called positive / negative pairs):
	S = {(xi, xj) : xi and xj should be similar},
	D = {(xi, xj) : xi and xj should be dissimilar}.
Relative constraints (sometimes called training triplets):
	R = {(xi, xj , xk) : xi should be more similar to xj than to xk}.

Optimization problem that has the following general form: min M { ℓ(M, S,D,R) + λR(M) }

svecon

# https://medium.com/@nikasa1889/a-guide-to-receptive-field-arithmetic-for-convolutional-neural-networks-e0f514068807#1780
import math
def receptive_field(n, layers):
    """
    Parameters
    ----------
    n: int, input size
    layers: array of triplets: (k,s,p)
        k: kernel size
        s: stride

svecon

import requests

def DownloadImage(pic_url_prefix, pic_name):
    with open(pic_name, 'wb') as handle:
        response = requests.get(pic_url_prefix+pic_name, stream=True)

        if not response.ok:
            print(pic_url_prefix+pic_name, response)

        for block in response.iter_content(1024):

svecon

def remove_layers(model, n)
    for _ in range(n):
        model.pop()
    model.outputs = [model.layers[-1].output]
    model.layers[-1].outbound_nodes = []
    model.compile(loss='binary_crossentropy', optimizer='adam')
    return model
    
# Example
new_model = remove_layers(model.layers_by_depth[1][0])

svecon

from IPython.core.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
display(HTML("<style> div.cell {display: -webkit-box; -webkit-box-orient: horizontal;-webkit-box-align: stretch;\
            display: -moz-box;-moz-box-orient: horizontal;-moz-box-align: stretch;\
            display: box;box-orient: horizontal;box-align: stretch;}</style>"))
display(HTML("<style> div.input{min-width:50%;}</style>"))
display(HTML("<style> div.code_cell{width: 70%;float: left;}"
   +"div.text_cell{width: 30%;float: right;}"
   +"div.text_cell div.prompt {display: none;}</style>"))

svecon

A mathematician and a lady strike conversation during a flight. The lady asks the mathematician to guess the age of her three daughters. Mathematician, being unable to answer the questions, asks for some hint(s).
The lady replies: The product of their ages is 36.
Still unable to answer, mathematician asks for another hint.
Hint 2: The sum of their ages is equal to your (i.e. mathematician's) seat number.
Mathematician still cann't answer the question.
Final hint: My (i.e. the lady's) youngest daughter has blue eyes.
Listening to the final hint, mathematician is able to answer the question.

x*y*z = 36 = 2*2*3*3

svecon

import tensorflow as tf

class EvoNetwork:
    def __init__(self, input_size, weights, use_biases=False):
        with tf.Graph().as_default():
            self.inputs = tf.placeholder(tf.float32, [None, input_size])

            hidden_layer = self.inputs
            for i, weight in enumerate(weights):
                with tf.variable_scope('hidden_layer_{}'.format(i)):

svecon

protected function checkInputDate($string)
{
	$try = date_parse($string);
	if ($try['error_count'] > 0)
		return false;

	try { $try = new DateTime($string); }
	catch (Exception $e) { return false; }

	$sep = '-.\/';

svecon

# Converting date to number of days
# Useful when you need to add few days and get a date
# https://en.wikipedia.org/wiki/Julian_day
def toJND(day,month,year):
	a = (14-month)//12
	y = year + 4800 - a
	m = month + 12*a - 3

	return day + (153*m+2)//5 + 365*y + y//4 - 32083