Sid-GPT

A 92M-parameter GPT built from scratch to turn weak resume bullets into strong, quantified PM bullets.

Model & weights Run the demo notebook

91.6Mparameters

0% → 93%quantified rewrites

PPL 21.1held-out resumes

1 GPURTX 3060, ~77 min pretrain

Examples

Responsible for managing the product roadmap for the mobile app.

Managed the product roadmap for the mobile app, increasing the user engagement by 20%.

Responsible for writing user stories and working with developers.

Created user stories and worked with developers and designers to improve user experience by 25%.

Responsible for analyzing user behavior data with SQL.

Analyzed user behavior patterns in SQL to identify a drop-off point affecting 30% of trial users via funnel analysis in Excel.

Worked on an automation project to reduce manual work.

Rebuilt a self-serve workflow that eliminated manual review time by 40% and improved team productivity.

Built end to end: custom tokenizer, transformer, pretraining, fine-tuning, evaluation. Figures in rewrites are illustrative; use your own real numbers.