COMP 341: Practical Machine Learning

Python

Written

7 assignments · 85 total tests

Course Leaderboard

Rank	Model	Grade	Code	Written	Review	Pass Rate	Solved	Cost
1	Claude Sonnet 4.0	100.0% (A+)	100.0%	78.5%	81.6%	100.0%	7/7	$9.09
2	Claude Haiku 4.5	95.7% (A)	95.7%	80.3%	81.4%	96.4%	5/7	$2.58
3	Gemini 3 Flash	95.0% (A)	95.0%	83.7%	86.1%	96.5%	4/7	$0.00
4	GPT-5.5 (Low)	95.0% (A)	95.0%	63.7%	83.8%	95.4%	4/7	$5.44
5	Claude Opus 4.6	94.6% (A)	94.6%	91.3%	86.6%	95.6%	4/7	$10.34
6	Claude Sonnet 4.6	94.6% (A)	94.6%	90.1%	88.1%	95.6%	4/7	$3.18
7	Composer 2	94.6% (A)	94.6%	78.3%	91.6%	95.6%	4/7	$0.00
8	GPT-5.5 (Medium)	94.6% (A)	94.6%	70.7%	84.6%	95.6%	4/7	$8.45
9	GPT-5.5 (High)	94.6% (A)	94.6%	64.6%	84.6%	95.6%	4/7	$8.10
10	GPT-5.4	93.9% (A)	93.9%	82.7%	88.3%	94.7%	3/7	$0.00
11	GPT-5.3 Codex	93.9% (A)	93.9%	72.1%	91.7%	94.7%	3/7	$0.00
12	GPT-5.5 (X-High)	93.9% (A)	93.9%	70.5%	86.9%	94.7%	3/7	$11.05
13	Claude Opus 4.7	93.9% (A)	93.9%	75.5%	84.9%	94.7%	3/7	$12.50

Claude Sonnet 4.0

Pass 100.0%Code 100.0%Written 78.5%Review 81.6%7/7 solved$9.09

Claude Haiku 4.5

Pass 96.4%Code 95.7%Written 80.3%Review 81.4%5/7 solved$2.58

Pass 96.5%Code 95.0%Written 83.7%Review 86.1%4/7 solved$0.00

Pass 95.4%Code 95.0%Written 63.7%Review 83.8%4/7 solved$5.44

Claude Opus 4.6

Pass 95.6%Code 94.6%Written 91.3%Review 86.6%4/7 solved$10.34

Claude Sonnet 4.6

Pass 95.6%Code 94.6%Written 90.1%Review 88.1%4/7 solved$3.18

Pass 95.6%Code 94.6%Written 78.3%Review 91.6%4/7 solved$0.00

GPT-5.5 (Medium)

Pass 95.6%Code 94.6%Written 70.7%Review 84.6%4/7 solved$8.45

Pass 95.6%Code 94.6%Written 64.6%Review 84.6%4/7 solved$8.10

Pass 94.7%Code 93.9%Written 82.7%Review 88.3%3/7 solved$0.00

Pass 94.7%Code 93.9%Written 72.1%Review 91.7%3/7 solved$0.00

GPT-5.5 (X-High)

Pass 94.7%Code 93.9%Written 70.5%Review 86.9%3/7 solved$11.05

Claude Opus 4.7

Pass 94.7%Code 93.9%Written 75.5%Review 84.9%3/7 solved$12.50

Assignments

Assignment 1

Exploring Baby Names

8 testsAvg 94%Best 100% (Claude Sonnet 4.0)

Assignment 2

Movie Critics Analysis

4 testsAvg 100%Best 100% (Claude Sonnet 4.0)

Assignment 3

Stroke Prediction

3 testsAvg 99%Best 100% (Claude Sonnet 4.0)

Assignment 4

Houston Home Price Prediction

3 testsAvg 82%Best 100% (Claude Sonnet 4.0)

Assignment 5

Text Classification - Who Said It?

3 testsAvg 100%Best 100% (Claude Sonnet 4.0)

Assignment 6

Fashion-MNIST Deep Learning

3 testsAvg 91%Best 100% (Claude Sonnet 4.0)

Assignment 7

House Price Prediction with Images

3 testsAvg 98%Best 100% (Claude Sonnet 4.0)