Ekrekr

#!/bin/bash
# local.sh - access a remote running jupyter notebooks, for example on a
# cluster, locally. These steps can be run from any directory on your local
# machine.

# Create a tunnel for notebook communication. The user and server credentials
# should be the same as you used to log in to the server for the `remote.sh`
# script.
ssh -N -f -L localhost:8888:localhost:8890 <user>@<server>

Ekrekr

# -*- coding: utf-8 -*-
"""Confidence Based Support Vector Machine

This algorithm implements a confidence based support vector machine, as designed
by Debarghya Das (website http://debarghyadas.com/).

To clear up any ambiguity with regards to financial terms, my use of the word
"Margin" throughout this coderelates to the length of the sequence of data being
experimented upon and "Polarity" indicates the direction of within each sequence
item. +1 indicates up and -1 indicates down.