Table 1 Hardware and software Requirements.

From: An IoT-enabled AI framework for sustainable product design optimizing eco-efficiency using BiLSTM

Category

Component

Specifications

Hardware

Processor

Intel Core i9

GPU

NVIDIA RTX 3090

RAM

32GB DDR4

Storage

SSD 1Ā TB

Software

Operating System

Windows 11

Programming Languages

Python 3.8+

Frameworks & Libraries

TensorFlow, PyTorch, Keras, XGBoost, Scikit-learn

Data Visualization

Matplotlib, Seaborn, Plotly, NumPy, Pandas