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app.py
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@@ -234,7 +234,7 @@ with gr.Blocks(theme=gr.themes.Soft(), title="🧬 The Genomic Oracle 🧬") as
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"""
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<div style="text-align: center; padding-bottom: 10px;">
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<h1 style="font-size: 3.5rem; font-weight: bold; margin-bottom: 0.2rem;">🧬 The Genomic Oracle 🧬</h1>
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<h3 style="margin-top: 0; font-weight: normal;"><b>University of Maryland Global Campus
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</div>
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<hr>
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"""
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"""
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Welcome to the official interface for **The Genomic Oracle**, a cascaded machine learning pipeline designed for high-precision DNA sequence classification.
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###
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1. **The Gatekeeper:** Logistic Regression model rapidly screens native k-mer vectors to identify protein-coding vs. non-coding potential.
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2. **Structural Mapper:** LightGBM model classifies the sequence into 1 of 7 structural features (e.g., Exons, UTRs, Enhancers).
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3. **Phenotype Prediction:** Sequences flagged as Coding are passed through a custom ALiBi BERT transformer model to predict specific traits.
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"""
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<div style="text-align: center; padding-bottom: 10px;">
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<h1 style="font-size: 3.5rem; font-weight: bold; margin-bottom: 0.2rem;">🧬 The Genomic Oracle 🧬</h1>
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<h3 style="margin-top: 0; font-weight: normal;"><b>University of Maryland Global Campus</b> | Bioinformatics Capstone</h3>
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</div>
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<hr>
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"""
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"""
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Welcome to the official interface for **The Genomic Oracle**, a cascaded machine learning pipeline designed for high-precision DNA sequence classification.
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### The 4-Stage Cascading Architecture
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1. **The Gatekeeper:** Logistic Regression model rapidly screens native k-mer vectors to identify protein-coding vs. non-coding potential.
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2. **Structural Mapper:** LightGBM model classifies the sequence into 1 of 7 structural features (e.g., Exons, UTRs, Enhancers).
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3. **Phenotype Prediction:** Sequences flagged as Coding are passed through a custom ALiBi BERT transformer model to predict specific traits.
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