xinzhel

// Configuration for a basic LSTM sentiment analysis classifier, using the binary Stanford Sentiment
// Treebank (Socher at al. 2013).
{
  "dataset_reader": {
    "type": "sst_tokens",
    "use_subtrees": true,
    "granularity": "2-class",
    "tokenizer": {
        "type": "spacy"
    },

xinzhel

{
  "dataset_reader": {
    "type": "sst_tokens",
    "token_indexers": {
            "tokens": {
                "type": "pretrained_transformer",
                "model_name": "bert-base-uncased",
                "namespace": "tokens"
            }
       },

xinzhel

Git

• Udacity Course
• Github Tutorial
• Online Book: Except advanced contents (e.g, git objects), I prefer its practical tutorial for setups for the Bash environment. However, it lacks the link for the necessary files to achieve auto-completion, prompt on bash.

Deep Learning

Natural Language Processing

xinzhel

• Ubuntu environments: https://gist.github.com/xinzhel/6eee594f22cf6b95910dc67c40c21b94

• Install VS-Code and WSL remote extension on the WSL distribtion.

  • VSCode could be conveniently used as the client interface for Windows WSL 2, Azure VM, Azure Computing Instance and Azure Compute Cluster.

• Install Window Terminal

  • (Optinal for terminal display) Install Powerline for Windows Terminal
    • add the following content into bash profile

         # customize prompt
      

xinzhel

import logging
import os
import sys
import json
from typing import Dict, Optional
from tqdm.auto import tqdm
import timeit
import numpy as np
test = []
train = []

xinzhel

sudo apt update && upgrade

# install pip, ipython3
sudo apt install python3-pip



# 1. load pyenv 
curl -L https://github.com/pyenv/pyenv-installer/raw/master/bin/pyenv-installer | bash

xinzhel

#!/bin/bash
# Script to create Azure DSVM Spot instance with NVidia P100 GPU  
read -p "Azure VM Name (default: dsvm): " vminput
vmname=${vminput:=dsvm}

while [ $password != $password2 ] ; do 
	read -s -p "Choose your Password: " password
	echo
	read -s -p "Re-enter Password: " password2
	echo

xinzhel

import socket
with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as sock:
 sock.bind(("", 0)
 primary_port = sock.getsockname()[1]

xinzhel

1. Install WSL 2 (with separate linux kernel) and Linux distribution

# run the following command in PowerShell
$ wsl --install -d Ubuntu-18.04

# Ubuntu-18.04 is my preferred Linux distribution. You can find all the supported distributions by running
# wsl --list --online

• Caveat: you may not launch wsl or Ubuntu without restarting my PC to launch the Ubuntu

xinzhel

Information about Academic Publication on Natural Language Processing (NLP).

Checklists of Web Tools:

• CORE Ranking
• China Computer Federation Recommended List and Ranking
• ACL Upcoming Events
• All Upcoming Events
• Finding Paper Search Engines

Guides for ACL submission: