ETEdward Tianindsblog.hashnode.dev·Jul 21, 2025 · 5 min readThe Steel Man and Data AnalysisAs a data scientist, my job is to derive value from data. This can come in many forms; sometimes it looks like training a machine learning model to produce a tool that provides value. Sometimes, it’s analyzing data to derive insights to drive busines...00
ETEdward Tianindsblog.hashnode.dev·Jun 24, 2025 · 3 min readTinkering: Immich ServerA couple years ago, my family set up a shared NAS for photo backup using a Western Digital MyCloud product with multiple hard drive bays, totaling to about 21 TB of RAID 1 storage. This NAS came with WD’s own app for photo backup and management, but ...00
ETEdward Tianindsblog.hashnode.dev·Mar 10, 2025 · 5 min readThe importance of LLM EvalsWe all know that LLMs thrive in unstructured environments, capable of consuming large amounts of unstructured text and outputting more unstructured text based on the unstructured text prompts you provide. Of course, I have written articles in the pas...00
ETEdward Tianindsblog.hashnode.dev·Sep 9, 2024 · 9 min readDiving Deep into ROV Telemetry DataIntroduction When my team was approached with an EDA project to evaluate the operational value of and potentially analyze telemetry data from remote operated vehicles (ROVs) deployed in deep-sea environments, we had little conception of the analytica...00
ETEdward Tianindsblog.hashnode.dev·Feb 5, 2024 · 4 min readLLM-Powered APIs with FastAPI and OpenAI API LibraryAnother team in my company approached us with a pain point they experienced in their own business processes dealing with unstructured data. This led to building an API that leverages large language models (LLMs) using FastAPI and the OpenAI client li...00
