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galafis/ibm-ai-engineering-capstone

55

IBM AI Engineering Professional Certificate Capstone Project - Deep learning and computer vision platform

What's novel

IBM AI Engineering Professional Certificate Capstone Project - Deep learning and computer vision platform

Code Analysis

4 files read · 2 rounds

A Streamlit dashboard application that generates synthetic data, stores it in a local SQLite database, and visualizes basic metrics like record counts, categories, and status distributions.

Strengths

The project has a well-structured testing suite with meaningful performance benchmarks and concurrency tests. The README accurately reflects the functionality of the codebase.

Weaknesses

The application lacks robust error handling, input validation, and proper separation of concerns (e.g., data generation logic is mixed with UI setup). It relies heavily on global state and in-memory processing without a scalable backend architecture.

Score Breakdown

Innovation
2 (25%)
Craft
58 (35%)
Traction
6 (15%)
Scope
54 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+0
Concept Novelty+0

Craft

Ci-2
Tests+8
Polish+0
Releases+0
Has License+5
Code Quality+13
Readme Quality+15
Recent Activity+7
Structure Quality+5
Commit Consistency+2
Has Dependency Mgmt+5

Traction

Forks+0
Stars+6
Hn Points+0
Watchers+0
Early Traction+0
Devto Reactions+0
Community Contribs+0

Scope

Commits+5
Languages+5
Subsystems+5
Bloat Penalty+0
Completeness+7
Contributors+5
Authored Files+8
Readme Code Match+3
Architecture Depth+3
Implementation Depth+8

Evidence

Commits

8

Contributors

1

Files

11

Active weeks

4

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

1

Forks

0

License

MIT