Anthony Campolo ajcwebdev

Outline

"Not All Language Model Features Are One-Dimensionally Linear"
[Applications and Broader Implications (Interpretability, Safety, etc.)](https://gist.github.com/ajcwebdev/545701f96

1. If Statement (Basic Condition)

if statement checks a condition.

color = input("Type 'red': ")

if color == "red":
    print("You typed red!")

Online Python browser IDE.

Outline

0. Hangman
1. Print Hello World
2. Variables and Math Operations
- Directly Print Calculation Result
- Assign Variables
Print Text Strings to Log Results

From the paper Transformer decoding in fifty lines of pseudocode by Bob Carpenter at the Flatiron Institute. I copied it by hand and it almost certainly has a mistake or two in it.

DECODE(tok: int<lower=1, upper=T>[N],
    alpha: matrix(T, V),
    betas: { query: matrix(V, K),
        key: matrix(V, K),
        value: matrix(V, V) }[A],
    gammas: { 1: vector(L), 2: matrix(L, V),
              3: vector(V), 4: matrix(V, L) }[A],

	import pygame
	import sys
	import random

	pygame.init()

	# -- Window size --
	SCREEN_WIDTH, SCREEN_HEIGHT = 800, 600
	screen = pygame.display.set_mode((SCREEN_WIDTH, SCREEN_HEIGHT))
	pygame.display.set_caption("Two-Player Side-Scroller with Platform Collision & Knockback")