Vontario Taylor
@vontariotaylor1
Senior Machine Learning & MLOps Engineer building scalable GenAI and real-time AI infrastructure.
What I'm looking for
I’m a Senior Machine Learning & MLOps Engineer with 13+ years of experience building and scaling real-time AI systems, GenAI platforms, and cloud-native ML infrastructure. I specialize in deploying LLM-powered and agentic AI solutions—multi-agent RAG architectures, enterprise copilots, and real-time inference—across healthcare, finance, and education.
On the engineering side, I focus on distributed systems and production reliability: optimizing GPU-accelerated pipelines, improving low-latency streaming (including WebRTC), and strengthening monitoring and release readiness. I’ve led end-to-end work from architecture and CUDA/TensorRT/Triton inference acceleration to MLOps governance with MLflow, Kubernetes, CI/CD, and guardrails—so models perform reliably, safely, and at scale.
Experience
Work history, roles, and key accomplishments
Improved Amazon search relevance by implementing logistic regression for keyword analysis, increasing organic click-through rates by 12%. Optimized page performance by refactoring HTML/CSS/JavaScript to reduce mobile load times by 35% and supported A/B testing that increased engagement by 10%.
Education
Degrees, certifications, and relevant coursework
University of Central Florida
Master of Science, Computer Science
2010 - 2012
Completed an M.S. in Computer Science at the University of Central Florida.
University of Central Florida
Bachelor of Science, Computer Science
2006 - 2010
Completed a B.S. in Computer Science at the University of Central Florida.
Tech stack
Software and tools used professionally
Google Cloud Storage
GitHub
GitLab
Kubernetes
Jenkins
GitLab CI
PyQt
DB
MySQL
PostgreSQL
MongoDB
Hadoop
Gmail
Rollout
Node.js
Django
Next.js
Databricks
Microsoft Teams
OpenCV
Redis
Terraform
Jira
JavaScript
Java
JSON
TensorFlow
PyTorch
MLflow
DeepSpeed
Kafka
asyncio
hapi
Grafana
Prometheus
Linux
Gemini
gRPC
Azure Functions
Deepgram
WebRTC
Airflow
Time Analytics
GuardRails
Root Cause
CUDA
SQL
XGBoost
Hugging Face
LangChain
LlamaIndex
Weaviate
Pydantic
Foundry
Ray
ElevenLabs
Label Studio
NVIDIA Triton Inference Server
Lit
LakeFS
LiveKit
Black
Calico
Agentic
Modal
Faiss
LangGraph
Loops
Keep
Phase
100ms
Stack AI
Task
Factory
Matrix
Remote
Safe
Check
Jan
Movement
Oracle Cloud Infrastructure (OCI)
Azure AI Foundry
Availability
Location
Authorized to work in
Job categories
Skills
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