Tianchang Ismael Mejia
@tianchangismaelmejia
Senior Machine Learning Engineer specializing in MLOps and AI infrastructure.
What I'm looking for
I am a Senior Machine Learning Engineer with over a decade of experience architecting and deploying large-scale AI systems, including computer vision, LLM orchestration, and agentic intelligence across cloud platforms like AWS, Azure, and Databricks. I have led AI initiatives that delivered measurable business impact—reducing processing times, enabling scalable automation, and improving model performance in production.
My work spans end-to-end ML engineering: research-grade model development (PyTorch, TensorFlow), MLOps and orchestration (Kubernetes, MLflow, Terraform), data engineering (Spark, Databricks), and multi-agent LLM systems (LangGraph, LangChain). I prioritize scalable, explainable, and production-ready solutions that democratize analytics and automate complex workflows for enterprise use.
Experience
Work history, roles, and key accomplishments
Senior AIOps Manager
Tredence
Nov 2025 - Present (2 months)
Engineered enterprise multi-agent LangGraph and Databricks MLflow pipelines for contract analysis and NL2SQL sales analytics, reducing contract search time from hours to seconds and democratizing BI access for sales stakeholders.
Senior Machine Learning Engineer
Waste Management
Jul 2025 - Oct 2025 (3 months)
Designed scalable AI pipelines (Amazon Bedrock, Claude 3.5) for invoice extraction and built video analytics and agentic AI systems to automate billing, fraud detection, and insurance workflows, improving reconciliation and enabling 24/7 automated processing.
Senior Machine Learning Engineer
Mashgin
Jun 2021 - Jun 2025 (4 years)
Developed PyTorch computer vision models and MLOps infrastructure for touchless checkout, achieving 99.9% item recognition across 60K+ SKUs and reducing inference latency to 100ms while enabling weekly model updates across 700+ kiosks.
Machine Learning Engineer
Voyage
Jan 2017 - May 2021 (4 years 4 months)
Trained and deployed perception models and MLOps pipelines for autonomous shuttles, improving detection mAP by 10% and processing 25TB/month of sensor data with automated retraining and experiment tracking.
Machine Learning Engineer
Startup X
Jan 2015 - Dec 2016 (1 year 11 months)
Built ROS robotics nodes, computer vision and healthcare ML solutions, and full-stack SaaS components, improving robotic pick-and-place accuracy and deploying HIPAA-compliant ECG models with 92% AUC-ROC.
Developed recommendation models and ETL pipelines processing large customer datasets, improving CTR by 8% and enabling daily updates for product recommendation systems.
Education
Degrees, certifications, and relevant coursework
University of Central Florida
Master of Science, Computer Science
2012 - 2014
Completed a Master of Science in Computer Science focusing on advanced topics in software engineering and machine learning.
University of Central Florida
Bachelor of Science, Computer Science
2007 - 2011
Earned a Bachelor of Science in Computer Science with coursework in algorithms, systems, and programming.
Tech stack
Software and tools used professionally
Google Tag Manager
AWS Glue
Ethereum
IPFS
GitHub
Tokio
Kubernetes
Docker Swarm
Cloudflare
Jenkins
GitHub Actions
PyQt
NumPy
Pandas
PySpark
AWS Data Pipeline
dbt
MySQL
PostgreSQL
MongoDB
Gmail
Node.js
Django
.NET
three.js
Unreal Engine
Google Analytics
Databricks
Neo4j
OpenCV
Redis
Terraform
React
WebGL
JavaScript
Python
HTML5
Java
CSS 3
JSON
F#
TensorFlow
PyTorch
MLflow
scikit-learn
Keras
Kubeflow
Tensorflow Lite
DeepSpeed
Kafka
RabbitMQ
FastAPI
fastlane
Grafana
Prometheus
CoreNLP
Gemini
NATS
gRPC
Elasticsearch
Azure Search
Apache Thrift
Ansible
TypeScript
Keycloak
Docker
Airflow
Time Analytics
CUDA
SQL
XGBoost
SciPy
Hugging Face
Temporal
Qdrant
LangChain
LlamaIndex
Weaviate
AutoGen
Pinecone
Tecton
Feast
Ray
Hardhat
Delta Lake
Label Studio
ArgoCD
JAX
Stable Diffusion
Evidence
Kùzu
Flyte
ONNX Runtime
Scale AI
pgvector
Agentic
Enhance
Faiss
LangGraph
Circom
ROS (Robot Operating System)
Vyper
100ms
PEFT
Novel
GraphRAG
Availability
Location
Authorized to work in
Job categories
Skills
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