Avery Ahmad
@averyahmad
Lead Machine Learning Engineer driving production ML/AI systems and scalable NLP solutions.
What I'm looking for
I am a Lead Machine Learning Engineer with 12+ years building and scaling production ML/AI systems, specializing in LLMs/NLP, real-time inference, and MLOps. I have designed transformer-based NLP and recommendation systems serving millions of daily queries, reduced training time with distributed multi-GPU pipelines, and deployed sub-30ms inference pipelines using Triton to power instant decisioning.
I architect robust cloud-native AI platforms including feature stores and model registries, implemented monitoring and observability, and automated CI/CD for continuous model improvement. I partner with product and data teams to deliver measurable business impact, mentor engineers to raise technical depth, and consistently translate complex models into production-ready solutions.
Experience
Work history, roles, and key accomplishments
Lead Machine Learning Engineer
Togal.AI
Jan 2022 - Present (3 years 8 months)
Designed and deployed transformer-based NLP and recommendation systems serving millions of queries daily, cut training time with distributed multi-GPU pipelines, and built sub-30ms real-time NLP inference for in-vehicle decisioning.
Designed anomaly detection and zero-shot NLP classification systems, built real-time inference pipelines with Kafka/FastAPI/Redis, and automated retraining workflows to ensure continuous model improvement and optimized inference performance.
AI/ML Engineer
EPICA
Jan 2017 - May 2019 (2 years 4 months)
Built enterprise AI/ML models for blockchain audit and asset tokenization, developed production prediction pipelines with PyTorch and scikit-learn, and implemented Kafka-based streaming inference with Grafana monitoring.
Data Scientist
Levatas
Jun 2013 - Dec 2016 (3 years 6 months)
Developed CLTV and churn models using LightGBM with Bayesian optimization, built AutoML pipelines and optimized feature extraction for scalable data processing, and integrated ML microservices into a Django backend.
Education
Degrees, certifications, and relevant coursework
Preston University
Bachelor in Computer Science, Computer Science
Completed a Bachelor in Computer Science focused on core computer science principles and practical software development.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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