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Fransi AyeleFA
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Fransi Ayele

@fransiayele

AI Engineer at INSA building production ML systems with 99.9% uptime and 60% faster model iteration.

Ethiopia
Message

At Information Network Security Administration (INSA), I design and deploy production ML pipelines for security applications. My work has reduced model iteration cycles by 60% and sustained 99.9% production uptime.

I build streaming data pipelines and anomaly detection and classification models for security telemetry. I also maintain MLOps practices, including monitoring and drift detection, which have reduced production incidents by 40%.

As an independent AI/ML consultant, I deployed a RAG platform for a legal technology client and built a computer vision inventory service. My selected projects include a multi-agent research system and an enterprise knowledge platform for document question answering.

Experience

Work history, roles, and key accomplishments

II
Current

AI / Machine Learning Engineer

Information Network Security Administration (INSA)

Feb 2020 - Present (6 years 8 months)

Design, build, and deploy production ML pipelines using Python, TensorFlow, PyTorch, Kubeflow, Vertex AI, Docker, and Kubernetes, reducing model iteration cycles by 60%. Orchestrate containerized ML workloads on Kubernetes with autoscaling, health checks, and TensorFlow Serving, sustaining 99.9% uptime and sub-100ms p99 inference latency in production.

SU

Independent AI/ML Consultant

Self-Employed - Upwork

May 2017 - Nov 2019 (2 years 6 months)

Designed and deployed a RAG platform using GPT-4 embeddings, LangChain, and Pinecone for a legal technology client, improving document retrieval accuracy by 45%. Built a real-time computer vision inventory service (YOLOv8, PyTorch, FastAPI, Docker) that reduced manual stock counting by 80% and inventory errors by 35%.

Education

Degrees, certifications, and relevant coursework

Addis Ababa University logoAU

Addis Ababa University

Master of Science, Artificial Intelligence

Pursued a Master of Science in Artificial Intelligence.

Addis Ababa Science and Technology University logoAU

Addis Ababa Science and Technology University

Bachelor of Science, Computer Engineering

Pursued a Bachelor of Science in Computer Engineering.

IBM logoIB

IBM

IBM RAG and Agentic AI Professional Certificate, Artificial Intelligence

Earned the IBM RAG and Agentic AI Professional Certificate.

Google Cloud logoGC

Google Cloud

Machine Learning on Google Cloud Specialization, Machine Learning

Completed the Machine Learning on Google Cloud Specialization.

DeepLearning.AI logoDE

DeepLearning.AI

Generative AI with Large Language Models, Generative AI

Completed the Generative AI with Large Language Models course.

DE

DeepLearning.AI

Machine Learning Specialization, Machine Learning

Completed the Machine Learning Specialization.

IBM logoIB

IBM

IBM Data Science Professional Certificate, Data Science

Earned the IBM Data Science Professional Certificate.

Oracle logoOR

Oracle

Oracle Certified AI Foundations Associate, Artificial Intelligence

Earned the Oracle Certified AI Foundations Associate certification.

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