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

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A generic proteomics flow. حسب Muhammad Usman Tariq (11022141)

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

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

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

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Peptides. حسب Muhammad Usman Tariq (11022141)

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Fig 9 - حسب Muhammad Usman Tariq (11022141)

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UMAP. حسب Muhammad Usman Tariq (11022141)

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

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Modifications and the character values used in the training data. حسب Muhammad Usman Tariq (11022141)

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2D UMAP visualization of embedded spectra and peptide vectors generated by SpeCollate. حسب Muhammad Usman Tariq (11022141)

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Fig 6 - حسب Muhammad Usman Tariq (11022141)

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Online sextuplet mining for SNAP-loss. حسب Muhammad Usman Tariq (11022141)

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Space transition methods. حسب Muhammad Usman Tariq (11022141)

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Characteristics of training dataset used. حسب Muhammad Usman Tariq (11022141)

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Venn diagrams showing the overlap of peptides among SpeCollate, Crux, and MSFragger. حسب Muhammad Usman Tariq (11022141)

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Datasets. حسب Muhammad Usman Tariq (11022141)

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Fig 7 - حسب Muhammad Usman Tariq (11022141)

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DataSheet1_Quantum-assisted fragment-based automated structure generator (QFASG) for small molecule design: an in vitro study.docx حسب Sergei Evteev (18294157)