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coreyk / ml-recs.md
Created July 23, 2021 18:59 — forked from bsletten/ml-recs.md
Machine Learning Path Recommendations

This is an incomplete, ever-changing curated list of content to assist people into the worlds of Data Science and Machine Learning. If you have a recommendation for something to add, please let me know. If something isn't here, it doesn't mean I don't recommend it, I just may not have had a chance to review it yet or not.

I will generally list things in order of easier to more formal/challenging content.

It may feel like there is an overwhelming amount of stuff for you to learn (because there is). But, there is a guided path that will get you there in time. You need to focus on Linear Algebra, Calculus, Statistics and probably Python (or R). Your best bet is to get a Safari Books Online account (https://www.safaribooksonline.com) which you may already have access to through school or work. If not, it is a reasonable way to get access to a tremendous number of books and videos.

I'm not saying you will get what you need out of everything here, but I have read/watched at least some of all of the following an

@coreyk
coreyk / dashboard.py
Created May 23, 2020 23:55 — forked from healeycodes/dashboard.py
# a simple dashboard for the waveshare 2in7b screen
# to be ran inside: https://github.com/waveshare/e-Paper/tree/master/RaspberryPi%26JetsonNano/python/examples
# 1. install the latest versions of `pyowm` and `requests`
# 2. edit `OPEN_WEATHER_KEY`, `LOCATION`, and `NEWS_API_KEY`
import sys
import os
picdir = os.path.join(os.path.dirname(os.path.dirname(os.path.realpath(__file__))), 'pic')
libdir = os.path.join(os.path.dirname(os.path.dirname(os.path.realpath(__file__))), 'lib')
if os.path.exists(libdir):
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coreyk / iam-assume-role.sh
Created November 28, 2019 02:11 — forked from ambakshi/iam-assume-role.sh
Assume an IAM role. An interesting way of doing IAM roles is to give the instance permissions to assume another role, but no actual permissions by default. I got this idea while setting up security monkey: http://securitymonkey.readthedocs.org/en/latest/quickstart1.html#setup-iam-roles.
#!/bin/bash
#
# Assume the given role, and print out a set of environment variables
# for use with aws cli.
#
# To use:
#
# $ eval $(./iam-assume-role.sh)
#
@coreyk
coreyk / aws-creds.bash
Created November 28, 2019 01:54 — forked from ddgenome/aws-creds.bash
Fetch AWS STS keys and set environment variables
#!/bin/bash
# Fetch 24-hour AWS STS session token and set appropriate environment variables.
# See http://docs.aws.amazon.com/cli/latest/reference/sts/get-session-token.html .
# You must have jq installed and in your PATH https://stedolan.github.io/jq/ .
# Add this function to your .bashrc or save it to a file and source that file from .bashrc .
# https://gist.github.com/ddgenome/f13f15dd01fb88538dd6fac8c7e73f8c
#
# usage: aws-creds MFA_TOKEN [OTHER_AWS_STS_GET-SESSION-TOKEN_OPTIONS...]
function aws-creds () {
local pkg=aws-creds
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coreyk / install-tmux.sh
Last active November 8, 2019 15:09 — forked from pokev25/install-tmux.sh
Install tmux 2.9a on centos 7.6
# Install tmux 2.9a on Centos
# install deps
yum install gcc kernel-devel make ncurses-devel
# DOWNLOAD SOURCES FOR LIBEVENT AND MAKE AND INSTALL
curl -LOk https://github.com/libevent/libevent/releases/download/release-2.1.11-stable/libevent-2.1.11-stable.tar.gz
tar -xf libevent-2.1.11-stable.tar.gz
cd libevent-2.1.11-stable
./configure --prefix=/usr/local
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coreyk / My Exiftool Cheatsheet.md
Created October 27, 2019 05:55 — forked from rjames86/My Exiftool Cheatsheet.md

Last updated: 2017-03-18

Searching for Files

Find images in a directory that don't have a DateTimeOriginal

exiftool -filename -filemodifydate -createdate -r -if '(not $datetimeoriginal) and $filetype eq "JPEG"' .

###Output photos that don't have datetimeoriginal to a CSV### Note this can take a long time if you have a lot of jpgs

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coreyk / athena_ddl
Created March 5, 2019 16:21 — forked from Sjeanpierre/athena_ddl
Cloudflare logs Athena DDL - Create Athena schema for Cloudflare logs
CREATE EXTERNAL TABLE `cf_logs`(
`cachecachestatus` string COMMENT 'from deserializer',
`cacheresponsebytes` int COMMENT 'from deserializer',
`cacheresponsestatus` int COMMENT 'from deserializer',
`cachetieredfill` boolean COMMENT 'from deserializer',
`clientasn` int COMMENT 'from deserializer',
`clientcountry` string COMMENT 'from deserializer',
`clientdevicetype` string COMMENT 'from deserializer',
`clientip` string COMMENT 'from deserializer',
`clientipclass` string COMMENT 'from deserializer',
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coreyk / viscosity-to-ios-connect.rb
Created June 30, 2017 18:45 — forked from chrisboulton/viscosity-to-ios-connect.rb
Quickly convert all of your Viscosity connections into OVPN configuration files for OpenVPN for iOS (bundles certificates and keys in the files too)
config_files = Dir.glob("#{ENV['HOME']}/Library/Application Support/Viscosity/OpenVPN/*/config.conf")
config_files.each do |file|
certificate_files = ['ca', 'cert', 'key', 'tls-auth']
config_dir = File.dirname(file)
connection_name = nil
new_config = []
File.read(file).each do |line|
line.strip!
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coreyk / Solarized High Contrast Dark.itermcolors
Created February 21, 2016 21:59 — forked from heisters/Solarized High Contrast Dark.itermcolors
Solarized High Contrast Dark theme for iTerm2
<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
<plist version="1.0">
<dict>
<key>Ansi 0 Color</key>
<dict>
<key>Blue Component</key>
<real>0.19370138645172119</real>
<key>Green Component</key>
<real>0.15575926005840302</real>
@coreyk
coreyk / Spot the Hijack
Last active July 31, 2018 11:39 — forked from duggi/Spot the Hijack
Remove double quotes from artist name, track name and album name as they cause errors
(* Script to record and tag spotify tracks, by Lloyd Moore *)
(* Modified by Tiffany G. Wilson to resolve audio splitting issues, automate starting/stopping, and add recording customization *)
(* Modified by github.com/duggi on 7/18/2014 -- replace slash with dashin new filename to prevent directory write errors *)
(* Snippets for controlling Spotify are from Johnny B on tumblr (http://johnnyb.tumblr.com/post/25716608379/spotify-offline-playlist) *)
(* The idea of using delayed tagging/filename updating is from a guest user on pastebin (http://pastebin.com/rHqY0qg9) *)
(* The only thing to change in the script is the output format; you must change the file extension and the recording format to match *)
(* Run this script once a song you want to record is queued (stopped at beginning) or playing *)
(* Running the script will initiate hijacking, recording and audio playback *)
(* To stop script, pause Spotify or wait for album/playlist to end*)
(* To set id3 tags, use application Kid3 (http://sourceforge.net/pr