FYAI/ML Engineer
Resume

Skills

Production AI skill map.

The skill map is intentionally curated around production AI systems: models, orchestration, backend engineering, cloud AI, and operational trust.

AI Systems
LLM systemsRAGMulti-agent orchestrationTool callingStructured outputsModel routingLLM evaluation
ML Foundations
PyTorchTensorFlowScikit-learnTransformersBERTYOLOOpenCVOCRSpeech-to-text
Backend + Product
PythonFastAPIFlaskTypeScriptNext.jsREST APIsJWT authDockerPostgreSQLRedis
Cloud AI
AWS BedrockAWS AgentCoreAWS TranscribeAWS ConnectAzure AI FoundryAzure OpenAIGoogle Vertex AI

Tooling

Agent platforms & tools.

OpenClawSelf-hosted personal AI agent
AWS AgentCoreAgent runtime, memory & gateway
Hermes AgentSelf-improving agent framework
Copilot StudioLow-code agent builder
Amazon Quick SuiteAgentic BI & work assistant

Certifications

AI, cloud, and ML credentials.

Build Strands Agents with SageMaker AI Models and MLflow

AWS Training & Certification · 2026

Optimizing Foundation Models

AWS Training & Certification · 2025

Essentials of Prompt Engineering

AWS Training & Certification · 2025

Fundamentals of Machine Learning and Artificial Intelligence

AWS Training & Certification · 2025

Claude Code in Action

Anthropic · 2026

Advanced Prompt Engineering Techniques

LinkedIn Learning · 2025

Advanced NLP with Python for Machine Learning

LinkedIn Learning · 2024

Explore Generative AI with the Vertex AI Gemini API

Google · 2026

View credential ↗

Prompt Design in Vertex AI

Google Cloud Skills Boost · 2026

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Using the Google Cloud Speech API

Google · 2026

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Machine Learning Specialization

DeepLearning.AI / Stanford Online · 2023

Advanced Learning Algorithms

DeepLearning.AI / Stanford Online · 2023

Unsupervised Learning, Recommenders, Reinforcement Learning

DeepLearning.AI / Stanford Online · 2023

Supervised Machine Learning: Regression and Classification

DeepLearning.AI / Stanford Online · 2023