veekaybee

Anti-hype LLM reading list

Goals: Add links that are reasonable and good explanations of how stuff works. No hype and no vendor content if possible. Practical first-hand accounts of models in prod eagerly sought.

Foundational Concepts

Pre-Transformer Models

khacanh

# From http://blog.otoro.net/2015/11/24/mixture-density-networks-with-tensorflow/

import matplotlib.pyplot as plt
import numpy as np
import tensorflow as tf
import math

NHIDDEN = 24
STDEV = 0.5
KMIX = 24 # number of mixtures

sdrew

1xx Informational

Status Code	Status Message	Symbol
100	Continue	:continue
101	Switching Protocols	:switching_protocols
102	Processing	:processing

2xx Success

Sujimichi

class ApplicationController < ActionController::Base

  ...
  #Problem:
  #In rails 3.0.1+ it is no longer possible to do this anymore;
  #  rescue_from ActionController::RoutingError, :with => :render_not_found
  #
  #The ActionController::RoutingError thrown is not caught by rescue_from.
  #The alternative is to to set a catch-all route to catch all unmatched routes and send them to a method which renders an error
  #As in http://techoctave.com/c7/posts/36-rails-3-0-rescue-from-routing-error-solution

chris

#
# Cookbook Name:: nodejs
# Recipe:: default
#
# Build and install node.js
#

if ['app','app_master','solo'].include?(node[:instance_role])
  version_tag     = "v0.4.8"
  source_base_dir = "/data/nodejs"

zhengjia

=Navigating=
    visit('/projects')
    visit(post_comments_path(post))

=Clicking links and buttons=
    click_link('id-of-link')
    click_link('Link Text')
    click_button('Save')
    click('Link Text') # Click either a link or a button
    click('Button Value')