Adam & Ap11e
Ap11e Ap11e
Hey Adam, I just whipped up a little script that predicts task completion times based on past data—could be handy for planning your next big pitch. Interested?
Adam Adam
Sounds useful—give me the model specs and the confidence ranges so I can vet it before we push it to the board.
Ap11e Ap11e
I used a random‑forest regressor with 100 trees, trained on about 2,000 task records from our backlog. Features are past duration, task complexity score, team size, and sprint cycle. Cross‑validation gave an R² of 0.88 and an RMSE of roughly 12 minutes. The 95 % confidence interval for any new prediction is about ±3 minutes. Let me know if you need the raw code or the feature importance list.