daviddao

release_id	released	title	country	genre
103	1999-01-01	The Necessary EP	Canada	Electronic
121	1998-01-01	Blue Monday / Stitches	US	Electronic
173	1999-01-01	SF DJ's Come Home	US	Electronic
202	1998-01-01	Cash	US	Electronic
266	1998-01-01	First Array	US	Electronic
271	1997-01-01	Circles	UK	Electronic
272	1996-11-04	Spymania Allstars: Avit	UK	Electronic
274	1994-01-01	Experimenta	UK	Electronic
281	1997-11-01	Alt. Frequencies Presents Disco Moonlight	UK	Electronic

daviddao

echo 'Experiment 0 logistic Criteo'
time spark-submit --name 'Experiment 0 logistic Criteo' --conf spark.dynamicAllocation.enabled=false --num-executors 4 --executor-cores 2 --executor-memory 19g s3://rumbleml-data/rumble_experiments/rumbledb-1.16.0.jar --query-path 's3://rumbleml-data/rumble_experiments/query_0_logistic_Criteo.rumble'
#time spark-submit --name 'Experiment 0 logistic Criteo' --conf spark.dynamicAllocation.enabled=false --num-executors 4 --executor-cores 2 --executor-memory 19g run_spark.py -m logistic -p 0 -d Criteo
#echo 'Experiment 0 RandomForest Criteo'
#time spark-submit --name 'Experiment 0 RandomForest Criteo' --conf spark.dynamicAllocation.enabled=false --num-executors 4 --executor-cores 2 --executor-memory 19g s3://rumbleml-data/rumble_experiments/rumbledb-1.16.0.jar --query-path 's3://rumbleml-data/rumble_experiments/query_0_RandomForest_Criteo.rumble'
#time spark-submit --name 'Experiment 0 RandomForest Criteo' --conf spark.dynamicAllocation.enabled=false --num-executors 4 --executo

daviddao

declare type local:mytype as {"id": "integer", "label": "integer", "col_0": "decimal", "col_1": "decimal", "col_2": "decimal", "col_3": "decimal", "col_4": "decimal", "col_5": "decimal", "col_6": "decimal", "col_7": "decimal", "col_8": "decimal", "col_9": "decimal", "col_10": "decimal", "col_11": "decimal", "col_12": "decimal", "col_13": "decimal"};

validate type local:mytype* {
  json-file("https://gist.githubusercontent.com/daviddao/31652ddf8226143688ae3fe1008c0bb7/raw/15a9b0f9c005e5b42d575ef4701c8146cfc31bab/X_train.jsonl")
}

daviddao

{"id": 0, "label": 1, "col_0": 50.0,"col_1": 0.0,"col_2": 23686.0,"col_3": 1.0,"col_4": 10.0,"col_5": 0.0,"col_6": 8.0,"col_7": 4.0,"col_8": 0.0,"col_9": 0.0,"col_10": 0.0,"col_11": 0.0,"col_12": 35.0,"col_13": 0.0}
{"id": 1, "label": 1, "col_0": 47.0,"col_1": 0.0,"col_2": 158451.0,"col_3": 10.0,"col_4": 14.0,"col_5": 0.0,"col_6": 5.0,"col_7": 0.0,"col_8": 0.0,"col_9": 0.0,"col_10": 0.0,"col_11": 0.0,"col_12": 2.0,"col_13": 0.0}
{"id": 2, "label": 1, "col_0": 40.0,"col_1": 4.0,"col_2": 197012.0,"col_3": 0.0,"col_4": 13.0,"col_5": 1.0,"col_6": 0.0,"col_7": 3.0,"col_8": 0.0,"col_9": 0.0,"col_10": 8614.0,"col_11": 0.0,"col_12": 40.0,"col_13": 2.0}
{"id": 3, "label": 1, "col_0": 30.0,"col_1": 0.0,"col_2": 169583.0,"col_3": 0.0,"col_4": 13.0,"col_5": 6.0,"col_6": 4.0,"col_7": 0.0,"col_8": 0.0,"col_9": 0.0,"col_10": 0.0,"col_11": 0.0,"col_12": 40.0,"col_13": 0.0}
{"id": 4, "label": 1, "col_0": 38.0,"col_1": 5.0,"col_2": 343642.0,"col_3": 3.0,"col_4": 9.0,"col_5": 0.0,"col_6": 5.0,"col_7": 0.0,"col_8": 0.0,"col_9": 

daviddao

import numpy as np
import scipy.sparse as sps
import torch
import torch.nn.functional as F

def get_shapley_value_torch(X_train, y_train, X_test, y_test, K=1):
        N = len(X_train)
        M = len(X_test)

        dist = torch.cdist(X_train.view(len(X_train), -1), X_test.view(len(X_test), -1))

daviddao

#!/bin/bash

# brew install essential apps
/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"
(echo; echo 'eval "$(/opt/homebrew/bin/brew shellenv)"') >> /Users/david/.zprofile
eval "$(/opt/homebrew/bin/brew shellenv)"
# brew install iterm2
# brew install zsh
# sh -c "$(curl -fsSL https://raw.githubusercontent.com/robbyrussell/oh-my-zsh/master/tools/install.sh)"
# upgrade_oh_my_zsh

daviddao

// preventing from sending to useless addresses
modifier validDestination( address to ) {
    require(to != address(0x0));
    require(to != address(this) );
    _;
}

// making contract inactive
bool private stopped = false;
address private owner;

daviddao

Keybase proof

I hereby claim:

• I am daviddao on github.
• I am daviddao (https://keybase.io/daviddao) on keybase.
• I have a public key ASDjk6i5ZIF9WqaG_paFtxVSVm2YAOoxuVxWMDs-iL6ubwo

To claim this, I am signing this object:

daviddao

[{"constant":true,"inputs":[{"name":"_id","type":"bytes32"},{"name":"_key","type":"bytes32"}],"name":"meta","outputs":[{"name":"","type":"bytes32"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":[],"name":"count","outputs":[{"name":"","type":"uint256"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":[{"name":"_new","type":"address"}],"name":"setOwner","outputs":[],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":false,"inputs":[{"name":"_id","type":"bytes32"}],"name":"unregister","outputs":[],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":false,"inputs":[],"name":"register","outputs":[],"payable":true,"stateMutability":"payable","type":"function"},{"constant":false,"inputs":[{"name":"_fee","type":"uint256"}],"name":"setFee","outputs":[],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":[],"name":"owner","outputs":[{"name":"","type

daviddao

Thesis

So you want to do a thesis under my supervision? Here's what you should know ...

What I care about ...

1. You, obviously! I want you to get smarter, more creative and ambitious during your thesis. I fail as teacher when you haven't picked up at least one new skill after submitting your thesis.
2. The project! My thesis offers are often quite challenging, pioneering or/and researchy, but never useless and stupid work. Research is always an exploration into the unknown.

I respect ...