sanzgiri

# Borrowed from https://gist.githubusercontent.com/aseifert/3e2089f673a795029d46e625a46fffbb/raw/setup-colab.py

import json
import os
from getpass import getpass
from pathlib import Path
from typing import Dict, List, Optional, Union

from IPython.display import display, HTML, JSON

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How to use:

./wordle.sh

Or try the unlimit mode:

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Classic papers:

• Causal inference in economics and marketing
• Causal inference book
• Big Data: New Tricks for Econometrics

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ML Resources

Courses

• Open ML Course
• ML from Scratch
• Stat 451: Intro to ML - Fall 2020 - Sebastian Raschka - Youtube Playlist
• CS231n CNNs for Visual Recognition - from Stanford
• PyTorch Lightning Masterclass
• PyTorch Lightning Tutorials
• NLP Course For You

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# Install runner for Mac as per instructions
mkdir actions-runner && cd actions-runner
curl -O -L https://github.com/actions/runner/releases/download/v2.267.1/actions-runner-osx-x64-2.267.1.tar.gz
tar xzf ./actions-runner-osx-x64-2.267.1.tar.gz
./config.sh --url https://github.com/sanzgiri/action-numerai --token <your-token>

# Self-hosted runner on Mac
sudo mkdir /Users/runner
sudo chmod 777 runner
cd runner

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import json
import os
import os.path
import posixpath
import subprocess
from urllib import request

import pandas as pd
import psutil

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git filter-branch --tree-filter 'rm -rf </path/to/large_file' HEAD
git commit -m "removing large file"
git push origin master

curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash
sudo apt-get install git-lfs
git lfs install
git lfs track </path/to/large_file>
git commit -m "adding large file" .

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### Remote Training
* https://github.com/aws-robotics/aws-robomaker-sample-application-deepracer
* https://github.com/crr0004/deepracer

### Gym Environment
* https://github.com/mtmoncur/deepracer_env

### Sample Reward Functions
* https://github.com/scottpletcher/deepracer

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Understanding Attention

• https://jalammar.github.io/visualizing-neural-machine-translation-mechanics-of-seq2seq-models-with-attention/
• https://lilianweng.github.io/lil-log/2018/06/24/attention-attention.html
• https://www.youtube.com/watch?v=S0KakHcj_rs
• http://nlp.seas.harvard.edu/2018/04/03/attention.html

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Top Python resources on github

• https://github.com/vinta/awesome-python
• https://github.com/aymericdamien/TensorFlow-Examples
• https://github.com/TheAlgorithms/Python
• https://github.com/Avik-Jain/100-Days-Of-ML-Code
• https://github.com/faif/python-patterns