self-employed
full-stack ai/ml engineer · remote
- engineer agentic ai systems, custom inference engines, and mlops pipelines.
- develop evaluation benchmarks, datasets, and applications built with open-weight models.
- contribute to open-source software.
yudhy mccodey
machine learning engineer
yo, i'm yudhy, a machine learning engineer with 1+ years of experience building products in applied nlp and large language models (llms).
obsessed with open source, modeling, and optimization. interested in applying artificial intelligence to uncover the unknown in science.
based in --:-- GMT+7 · open to full-time remote and on-site opportunities.
performance
572 contributions in the last year · view on github ↗
experience
open to worksep 26 – now
self-employedfeb 26 – now
ismaya groupoct 25 – jan 26
ismaya group
data scientist · remote
- engineered an agentic ai helpdesk with redis caching and sliding-window rate limiting, reducing api calls by 90% while serving 1,000+ f&b employees with sub-second response times.
- built and productionized an ai chatbot integrating three mcp servers and 30+ retrieval tools; synchronized google sheets with redis to support menu ordering and conversational flows across 30+ f&b brands; monitored with langfuse.
- developed an aspect–category–opinion–sentiment extraction pipeline with multi-label bert+crf tagging (70% macro f1), aspect–opinion pairing (93.9% accuracy), and sentiment–category classification (90.6% accuracy). processed 4,415 reviews and extracted 24k+ quadruples.
skills
languages
pythonrust
ai / ml
pytorchlanggraphlangchainfastmcpunslothllama-factorymilvusvllmlmcachelitellmmlflowwandblangfuse
infrastructure
dockergcp vertex aipostgresqlredisminiowasabicirclecitaskiq
workflow
githubcodexclaude code
projects
curiosity
fascinated by the forces of nature, evolution, the theory of computation, and how human knowledge grows. exploring the physics of intelligence through category theory, information theory, thermodynamics of computation, computational complexity theory, bayesian inference, free energy principle, and predictive coding.
exploring the continuum of time: history and beyond. i tend to ask more questions, even naïve ones, and approach problems from first principles.
read my writing ↗