📰 Dev.to · Rikin Patel

It started with a conversation—or rather, the *lack* of one. I was sitting in a small community center in northern Minnesota, surrounded by elders of the Ojibwe

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

It started with a simple observation during my work on autonomous mineral classification systems. I was training a convolutional neural network on hyperspectral

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

While exploring reinforcement learning architectures for autonomous systems, I stumbled upon a fascinating challenge that would consume my research for months.

It began with a failed simulation. I was experimenting with multi-agent reinforcement learning for disaster response, trying to optimize supply routes for hurri

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

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

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

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

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

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

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

Machine Learning Model Optimization at Scale: From Theory to Production ...