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Protein Secondary Structure Prediction with BiRNN-CRF: A Practical Engineering Case Study
Machine LearningDeep LearningBioinformatics

Protein Secondary Structure Prediction with BiRNN-CRF: A Practical Engineering Case Study

A research-style engineering postmortem on building, debugging, and deploying a protein secondary structure prediction system under Kaggle constraints.

Sequence ModelingPyTorch LightningCRF+1
December 16, 2025
7 min read
From Camera Feed to Confidence: Building a Production-Ready Face Recognition Attendance System
Machine LearningComputer Vision

From Camera Feed to Confidence: Building a Production-Ready Face Recognition Attendance System

A research-style engineering case study on designing, debugging, and deploying a face detection and recognition system using InsightFace embeddings, vector similarity search, and real-world constraints.

Face RecognitionInsightFaceApplied ML+1
September 15, 2025
7 min read
Multi-Task Deep Learning for Age and Gender Prediction: From Baseline to 0.82 Kaggle Score
Deep LearningComputer Vision

Multi-Task Deep Learning for Age and Gender Prediction: From Baseline to 0.82 Kaggle Score

A research-style deep dive into building, comparing, and optimizing multi-task CNN architectures (ResNet18, EfficientNet-B0, ConvNeXt-Tiny) for simultaneous age regression and gender classification.

Multi-Task LearningPyTorchConvNeXt+4
February 20, 2025
11 min read

Devkumar Patel

Passionate about Data Science, Machine Learning, and Frontend Development. Building innovative solutions at the intersection of AI and web technologies.

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