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--- |
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tags: |
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- proteins |
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- Biology |
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- classifier |
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--- |
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## Model info |
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A finetuned Bert-Base-Uncased model for a multilabel classificaton task involving predicting |
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protein functions based on their amino acid sequences. |
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The model takes sequence data and protein class name as input and |
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outputs probability scores. (How likely is it that this sequence belongs to this group) |
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## Model Usage |
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The way you use this model for a demo is, you paste a protein sequence |
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into the inference box and it outputs the relevant probabilities that certain GO terms are |
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associated with that sequence. |
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For example MMSTTHLLVFLLGVVTLTTPTFGTYESPNYGKPPTPVFKPPKVKPPPYEPKPPVYEPPKKEKPEPKPPVYAPPKKEKHGPKPTMYEPPKKEKPEPKPPVYTPPKKEVPKPKPPVYEPPKKEKPEPKPPIYTPPKKEKPEPKPPVYEPPKKEKPEPKPPVYTPPKKEKPEPKPPVYEPPKKPPMYEPKPPKPPVYTPPKKEKPEPKPPMYEPPKKPPMYEPKPPKPPVYTPPKKEKPEPKPPMYQPPNNPPIYEPKPPKPPVYAPPKEEKPKPKPPVYEPPAHEPPYGHYPGHPPLGKPQ |
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outputs the following score |
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``` |
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[ |
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[ |
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{ |
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"label": "GO:0000122", |
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"score": 0.29775485396385193 |
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}, |
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{ |
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"label": "GO:0000070", |
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"score": 0.10477513074874878 |
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}, |
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{ |
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"label": "GO:0000075", |
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"score": 0.08593793958425522 |
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}, |
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{ |
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"label": "GO:0000118", |
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"score": 0.05860009789466858 |
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}, |
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{ |
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"label": "GO:0000082", |
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"score": 0.05373986065387726 |
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}, |
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{ |
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"label": "GO:0000077", |
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"score": 0.03928716108202934 |
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}, |
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{ |
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"label": "GO:0000096", |
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"score": 0.03705739229917526 |
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}, |
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{ |
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"label": "GO:0000079", |
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"score": 0.02797592058777809 |
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}, |
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{ |
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"label": "GO:0000045", |
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"score": 0.026528609916567802 |
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}, |
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{ |
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"label": "GO:0000097", |
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"score": 0.026119187474250793 |
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}, |
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{ |
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"label": "GO:0000086", |
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"score": 0.019697198644280434 |
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}, |
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{ |
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"label": "GO:0000049", |
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"score": 0.018551582470536232 |
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}, |
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{ |
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"label": "GO:0000041", |
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"score": 0.016929756850004196 |
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}, |
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{ |
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"label": "GO:0000054", |
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"score": 0.015105823054909706 |
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}, |
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{ |
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"label": "GO:0000083", |
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"score": 0.01434631273150444 |
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}, |
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{ |
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"label": "GO:0000105", |
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"score": 0.013960960321128368 |
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}, |
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{ |
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"label": "GO:0000076", |
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"score": 0.013064960949122906 |
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}, |
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{ |
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"label": "GO:0000109", |
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"score": 0.012523632496595383 |
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}, |
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{ |
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"label": "GO:0000113", |
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"score": 0.012152223847806454 |
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}, |
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{ |
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"label": "GO:0000062", |
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"score": 0.01127714291214943 |
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}, |
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{ |
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"label": "GO:0000101", |
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"score": 0.011041304096579552 |
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}, |
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``` |