Notebooks, slides and dataset of the CorrelAid Machine Learning Winter School

Overview

CorrelAid Machine Learning Spring School

Welcome to the CorrelAid ML Spring School!

In this repository you can find the slides and other files for the CorrelAid ML Spring School. The following sections become relevant as the course progresses.

Task

The problem we want to solve is to classify trees in Roosevelt National Forest.

Setup

Please make sure you have a modern Python 3 installation. We recommend the Python distribution Miniconda that is available for all OS.

The easiest way to get started is with a clean virtual environment. You can do so by running the following commands, assuming that you have installed Miniconda or Anaconda.

$ conda create -n spring-school python=3.9
$ conda activate spring-school
(spring-school) $ pip install -r requirements.txt
(spring-school) $ python -m ipykernel install --user --name spring-school --display-name "Python 3.9 (spring-school)"

The first command will create a new environment with Python 3.9. To use this environment, you call conda activate <name> with the name of the environment as second step. Once activated, you can install packages as usual with the pip package manager. You will install all listed requirements from the provided requirements.txt as a third step. Finally, to actually make your new environment available as kernel within a Jupyter notebook, you need to run ipykernel install, which is the fourth command.

Once the setup is complete, you can run any notebook by calling

(spring-school) $ <jupyter-lab|jupyter notebook>

jupyter lab is opening your browser with a local version of JupyterLab, which is a web-based interactive development environment that is somewhat more powerful and more modern than the older Jupyter Notebook. Both work fine, so you can choose the tool that is more to your liking. We recommend to go with Jupyter Lab as it provides a file browser, among other improvements.

If you encounter any difficulties while installing, please contact Daniel, Pia or Flo.

Data

The data to be analyzed is one of the classic data sets from the UCI Machine Learning Repository, the Forest Cover Type Dataset.

The dataset contains tree observations from four areas of the Roosevelt National Forest in Colorado. All observations are cartographic variables (no remote sensing) from 30 meter x 30 meter sections of forest. There are over half a million measurements total!

The dataset includes information on tree type, shadow coverage, distance to nearby landmarks (roads etcetera), soil type, and local topography.

Note: We provide the data set as it can be downloaded from kaggle and not in its original form from the UCI repository.

Attribute Information:

Given is the attribute name, attribute type, the measurement unit and a brief description. The forest cover type is the classification problem. The order of this listing corresponds to the order of numerals along the rows of the database.

Name / Data Type / Measurement / Description

  • Elevation / quantitative /meters / Elevation in meters
  • Aspect / quantitative / azimuth / Aspect in degrees azimuth
  • Slope / quantitative / degrees / Slope in degrees
  • Horizontal_Distance_To_Hydrology / quantitative / meters / Horz Dist to nearest surface water features
  • Vertical_Distance_To_Hydrology / quantitative / meters / Vert Dist to nearest surface water features
  • Horizontal_Distance_To_Roadways / quantitative / meters / Horz Dist to nearest roadway
  • Hillshade_9am / quantitative / 0 to 255 index / Hillshade index at 9am, summer solstice
  • Hillshade_Noon / quantitative / 0 to 255 index / Hillshade index at noon, summer soltice
  • Hillshade_3pm / quantitative / 0 to 255 index / Hillshade index at 3pm, summer solstice
  • Horizontal_Distance_To_Fire_Points / quantitative / meters / Horz Dist to nearest wildfire ignition points
  • Wilderness_Area (4 binary columns) / qualitative / 0 (absence) or 1 (presence) / Wilderness area designation
  • Soil_Type (40 binary columns) / qualitative / 0 (absence) or 1 (presence) / Soil Type designation
  • Cover_Type (7 types) / integer / 1 to 7 / Forest Cover Type designation

CC BY 4.0

Owner
CorrelAid
Soziales Engagement 2.0 - Datenanalyse für den guten Zweck
CorrelAid
List of S3 Hacks

s3-leaks List of AWS S3 Leaks Feel free to send in a PR if you know of other leaks Date Description Notes Aug2020 S3 bucket mess up exposed 182GB of s

Nag 291 Dec 28, 2022
Exploit-CVE-2021-21086

CVE-2021-21086 Exploit This exploit allows to execute a shellcode in the context of the rendering process of Adobe Acrobat Reader DC 2020.013.20074 an

Faraday 23 Nov 09, 2022
Infection Monkey - An automated pentest tool

Infection Monkey Data center Security Testing Tool Welcome to the Infection Monkey! The Infection Monkey is an open source security tool for testing a

Guardicore Ltd. 6k Jan 09, 2023
WebLogic T3/IIOP RCE ExternalizableHelper.class of coherence.jar

CVE-2020-14756 WebLogic T3/IIOP RCE ExternalizableHelper.class of coherence.jar README project base on https://github.com/Y4er/CVE-2020-2555 and weblo

Y4er 77 Dec 06, 2022
Python Library For Ethical Hacker

Python Library For Ethical Hacker

11 Nov 03, 2022
:closed_lock_with_key: multi factor authentication system (2FA, MFA, OTP Server)

privacyIDEA privacyIDEA is an open solution for strong two-factor authentication like OTP tokens, SMS, smartphones or SSH keys. Using privacyIDEA you

1.3k Jan 03, 2023
Security system to prevent Shoulder Surfing Attacks

Surf_Sec Security system to prevent Shoulder Surfing Attacks. REQUIREMENTS: Python 3.6+ XAMPP INSTALLED METHOD TO CONFIGURE PROJECT: Clone the repo to

Aman Anand 1 Jan 27, 2022
Exploit for CVE-2021-3129

laravel-exploits Exploit for CVE-2021-3129

Ambionics Security 228 Nov 25, 2022
DCSync - DCSync Attack from Outside using Impacket

Adding DCSync Permissions Mostly copypasta from https://github.com/tothi/rbcd-at

n00py 77 Dec 16, 2022
A python script written for lazy people to hack their school systen ;D

F-ck-the-system A python script written for lazy people to hack their school systen ;D Python voice notes writer This is a python script to record you

Sachit 2 Jan 09, 2022
Valeria stealer- - (4Feb 2022) program detects wifi saved passwords in your ROM

Valeria_stealer- Requirements : python 3.9.2 and higher (4Feb 2022) program dete

Mikhail Yolkin 3 May 05, 2022
Search Shodan for Minecraft server IPs to grief

GriefBuddy This script searches Shodan for Minecraft server IPs to grief. This will return all servers connected to the public internet which Shodan h

26 Dec 29, 2022
Lazarus analysis tools and research report

Lazarus Research This repository publishes analysis reports and analysis tools for Operation Dream Job and Operation JTrack for Lazarus. Tools Python

JPCERT Coordination Center 50 Sep 13, 2022
A Modified version of TCC's Osprey poc framework......

fierce-fish fierce-fish是由TCC(斗象能力中心)出品并维护的开源漏洞检测框架osprey的改写,去掉臃肿功能的精简版本poc框架 PS:真的用不惯其它臃肿的功能,不过作为一个收集漏洞poc && exp的框架还是非常不错的!!! osprey For beginners fr

lUc1f3r11 10 Dec 30, 2022
Quickstart resources for the WiFi Nugget, a cat themed WiFi Security platform for beginners.

Quickstart resources for the WiFi Nugget, a cat themed WiFi Security platform for beginners.

HakCat 62 Jan 08, 2023
Meterpreter Reverse shell over TOR network using hidden services

Poiana Reverse shell over TOR network using hidden services Features - Create a hidden service - Generate non-staged payload (python/meterpreter_rev

calfcrusher 80 Dec 21, 2022
Facebook Fast Cracking Tool With Python

Pro-Crack Facebook Fast Cracking Tool This is a multi-password‌ cracking tool that can help you hack facebook accounts very quickly Installation On Te

ReD H4CkeR 5 Feb 19, 2022
This is a simple Port Flooder written in Python 3.

This is a simple Port Flooder written in Python 3. Use this tool to quickly stress test your network devices and measure your router's or server's load.

Júlio Carneiro 4 Feb 20, 2022
Encrypted Python Password Manager

PyPassKeep Encrypted Python Password Manager About PyPassKeep (PPK for short) is an encrypted python password manager used to secure your passwords fr

KrisIsHere 1 Nov 17, 2021
PoC for CVE-2020-6207 (Missing Authentication Check in SAP Solution Manager)

PoC for CVE-2020-6207 (Missing Authentication Check in SAP Solution Manager) This script allows to check and exploit missing authentication checks in

chipik 82 Nov 09, 2022