Comparison between ILSTM and machine learning-based algorithms in binary classification. by Asmaa Ahmed Awad (16726315)

Comparison between ILSTM and deep learning-based algorithms in binary classification. by Asmaa Ahmed Awad (16726315)

MSE for ILSTM algorithm in binary classification. by Asmaa Ahmed Awad (16726315)

“…The ILSTM was then used to build an efficient intrusion detection system for binary and multi-class classification cases. The proposed algorithm has two phases: phase one involves training a conventional LSTM network to get initial weights, and phase two involves using the hybrid swarm algorithms, CBOA and PSO, to optimize the weights of LSTM to improve the accuracy. …”

Several loop patterns found in binary code. by Alba Pedro-Zapater (8600382)

<i>De Novo</i> Drug Design of Targeted Chemical Libraries Based on Artificial Intelligence and Pair-Based Multiobjective Optimization by Alberga Domenico (9356272)

“…In the present study, we conceived a novel pair-based multiobjective approach implemented in an adapted SMILES generative algorithm based on recurrent neural networks for the automated <i>de novo</i> design of new molecules whose overall features are optimized by finding the best trade-offs among relevant physicochemical properties (MW, logP, HBA, HBD) and additional similarity-based constraints biasing specific biological targets. …”

Train test validation libraries. by Muhammad Usman Tariq (11022141)

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Schematic diagram of the Dropout optimization. by Peng Yang (296696)

Dropout optimization model framework structure diagram. by Peng Yang (296696)

Flat optimization method. by Nisha Ann Viswan (20371285)

Process of multi angle facial feature point detection algorithm (The character in the Figure is the first author, with her own consent). by Shuangyan Li (502833)

Hierarchical Optimization on large models. by Nisha Ann Viswan (20371285)

SpeCollate: Deep Similarity Network for proteomics. by Muhammad Usman Tariq (11022141)

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Facial recognition flowchart in FaceNet network. by Yan Liu (25061)

<i>hi</i>PRS algorithm process flow. by Michela C. Massi (14599915)

Closed search (±5ppm) comparison against Crux and MSFragger using real-world data from PRIDE repository PXD000612 (top), PXD009861 (middle), and PXD001468 (bottom). by Muhammad Usman Tariq (11022141)

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Training parameters for SpeCollate. by Muhammad Usman Tariq (11022141)

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Peptides. by Muhammad Usman Tariq (11022141)

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Fig 9 - by Muhammad Usman Tariq (11022141)

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UMAP. by Muhammad Usman Tariq (11022141)

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Process of generating MS/MS spectra from a protein mixture using mass-spectrometry analysis. by Muhammad Usman Tariq (11022141)

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