Table 2 Details of hardware and software specifications.

From: A hybrid transformer and attention based recurrent neural network for robust and interpretable sentiment analysis of tweets

Resources used

Specifications

Intel(R) Xeon(R) CPU

x86 with a clock frequency of 2 GHz, 4 vCPU cores, 18GB

NVIDIA T4 x2 GPU

2560 Cuda cores, 16 GB

Google TPU

8 TPU v3 cores. 128 GB

RAM

16 GB DDR4

Python

Version 3.10.12

Libraries

Numpy, pandas, matplotlib, seaborn, nltk, TensorFlow, keras, PyTorch, genism, scikit-learn, joblib, transformers, re, string, shap, scipy, lime