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han-performance-score-regressor-v1 – AI Model by ariefansclub | AlphaNeural AI

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ariefansclub/
han-performance-score-regressor-v1

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performance-scoring

tabular-regression

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Performance Score Regressor

Objective

Memprediksi skor performa (0–100) berdasarkan parameter eksekusi tugas.

Input Features

task_complexity_level
execution_time_sec
energy_consumption_joule
joint_error_margin_deg
sensor_noise_index
retry_count

Output

performance_score

Architecture

Dense(256) + ReLU
Dense(128) + ReLU
Dense(64) + ReLU
Dense(1) + Linear

Loss

Mean Squared Error (MSE)

Optimizer

Adam

Metrics

MAE
RMSE
R² Score

Application

Autonomous scoring engine
Benchmark evaluation system
System performance optimization