📰 Dev.to · Rikin Patel
Articles from Dev.to · Rikin Patel · 13 articles · Updated every 3 hours · View all reads
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Dev.to · Rikin Patel
2d ago
Human-Aligned Decision Transformers for satellite anomaly response operations with ethical auditability baked in
My journey into this niche began not with satellites, but with a frustratingly simple board game. While exploring reinforcement learning (RL) for a personal pro

Dev.to · Rikin Patel
3d ago
Cross-Modal Knowledge Distillation for planetary geology survey missions with ethical auditability baked in
It started with a simple observation during my work on autonomous mineral classification systems. I was training a convolutional neural network on hyperspectral

Dev.to · Rikin Patel
3d ago
Meta-Optimized Continual Adaptation for planetary geology survey missions for extreme data sparsity scenarios
I remember the exact moment when the limitations of conventional machine learning became painfully clear. I was working with a team analyzing data from the Pers

Dev.to · Rikin Patel
4d ago
Human-Aligned Decision Transformers for deep-sea exploration habitat design under real-time policy constraints
While exploring reinforcement learning architectures for autonomous systems, I stumbled upon a fascinating challenge that would consume my research for months.

Dev.to · Rikin Patel
4d ago
Meta-Optimized Continual Adaptation for wildfire evacuation logistics networks during mission-critical recovery windows
It began with a failed simulation. I was experimenting with multi-agent reinforcement learning for disaster response, trying to optimize supply routes for hurri

Dev.to · Rikin Patel
5d ago
Adaptive Neuro-Symbolic Planning for autonomous urban air mobility routing with zero-trust governance guarantees
My journey into this fascinating intersection of technologies began not in a lab, but in a moment of frustration. I was building a simulation for multi-agent dr

Dev.to · Rikin Patel
5d ago
Generative Simulation Benchmarking for wildfire evacuation logistics networks in carbon-negative infrastructure
My journey into this niche began not with a grand plan, but with a frustrating contradiction. While exploring reinforcement learning for optimizing last-mile de

Dev.to · Rikin Patel
6d ago
Probabilistic Graph Neural Inference for satellite anomaly response operations with zero-trust governance guarantees
It was 3 AM, and I was staring at a dashboard filled with telemetry streams from a constellation of low-earth orbit satellites. One node, designated `SAT-7B`, h

Dev.to · Rikin Patel
6d ago
Probabilistic Graph Neural Inference for deep-sea exploration habitat design under real-time policy constraints
My journey into this specialized intersection of AI and ocean engineering began not in a lab, but while analyzing sensor failure data from a deep-sea observator

Dev.to · Rikin Patel
1w ago
Sparse Federated Representation Learning for planetary geology survey missions for low-power autonomous deployments
My journey into this niche intersection of technologies began not with a grand vision, but with a frustrating hardware limitation. I was experimenting with a sm

Dev.to · Rikin Patel
1w ago
Human-Aligned Decision Transformers for coastal climate resilience planning for extreme data sparsity scenarios
I remember the exact moment the problem crystallized for me. I was sitting in a coastal community center in Southeast Asia, laptop open, trying to help local pl

Dev.to · Rikin Patel
1w ago
Probabilistic Graph Neural Inference for bio-inspired soft robotics maintenance in hybrid quantum-classical pipelines
It began with a failed actuator. During my research into autonomous underwater inspection drones, I was testing a soft robotic gripper inspired by octopus tenta

Dev.to · Rikin Patel
6mo ago
Machine Learning Model Optimization at Scale: From Theory to Production
Machine Learning Model Optimization at Scale: From Theory to Production ...
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