Serhei Vakynenko — Team Lead AI Engineer

Expertise in AI and Machine Learning (9.5 yr.), DevOps (2.5 yr.).

Last verified on September, 2025

Core Skills

NLP

Data Lake

Microsoft Azure API

AI Tools & Assistants

GPT

Bio Summary

Software engineer with over 8 years of experience, including 5+ years specialized in AI. Proven track record in leading AI strategy, implementing machine learning models, and training teams on AI tool usage. Expertise in Python and various ML libraries (e.g., TensorFlow, PyTorch), as well as in CI/CD, virtualization, and API development. Adept in managing cloud infrastructures (AWS, Azure) and ensuring system performance and efficiency. Holds a Master’s in Project Management, indicating a strong foundation in leading complex technical initiatives.

Technical Skills

AI & Machine Learning	AI, Amazon Machine learning services, AWS ML (Amazon Machine learning services), AWS SageMaker, AWS SageMaker (Amazon SageMaker), BERT, GPT, Hugging Face, Kubeflow, LangChain, LLaMA, LlamaIndex, Mlflow, NLP, OpenCV, Pinecone, PyTorch, Scikit-learn, TensorFlow, Whisper
.NET Platform	Azure
Python Frameworks	FastAPI
JavaScript Libraries and Tools	Immutable.js
Python Libraries and Tools	PyTorch, Scikit-learn, TensorFlow
Data Analysis and Visualization Technologies	k-NN
Databases & Management Systems / ORM	Data Lake, Microsoft Azure SQL Server
Cloud Platforms, Services & Computing	AWS, Azure, Azure ML
Azure Cloud Services	AKS, Azure Blob Storage, Azure DevOps, Azure Monitor, Microsoft Azure API, Microsoft Azure SQL Server
Amazon Web Services	AWS Bedrock, AWS CDK, AWS Cloudformation, AWS CloudWatch, AWS Elastic Kubernetes Service (EKS), AWS Lambda, AWS ML (Amazon Machine learning services), AWS S3, AWS SageMaker (Amazon SageMaker)
Logging and Monitoring	Azure Monitor, Prometheus
Virtualization, Containers and Orchestration	Docker, Kubernetes
SDK / API and Integrations	FastAPI, Microsoft Azure API
Version Control	Github Actions
Deployment, CI/CD & Administration	GitLab CI, Helm
Message/Queue/Task Brokers	Kafka
Other Technical Skills	Enterprise Resource Planning, ERP, Google PageSpeed Insights, Palm OS, Qdrant, RDS, Weaviate

Work Experience

Team Lead AI Engineer, AI Strategy and Document Workflow Automation

Duration: 03/2021 to 01/2025
Summary: Developed AI strategy and automation processes for document workflow, trained employees on AI solutions and maintained AI system performance.
Responsibilities: Managing AI strategy and implementation, auditing processes, training employees, monitoring AI system performance, managing budget for AI tools and development resources.
Technologies: Not specified in the resume

Machine Learning Engineer, Company-Wide AI Solutions Integration

Duration: 08/2015 to 02/2021
Summary: Integrated AI solutions across departments, implemented cloud-based machine learning platforms for data analysis and predictive modeling to improve customer service.
Responsibilities: Leading AI solutions integration, selecting and implementing cloud-based platforms, automating data analysis, building predictive models, researching new AI tools, collaborating with IT, developing AI project ROI reports.
Technologies: Python, AWS, Azure, Machine learning libraries (DeepSpeed, TensorFlow, PyTorch, Scikit-learn, OpenCV), Databases (AWS RDS, Azure SQL, AWS S3, Azure Blob Storage), API (FastAPI, AWS SageMaker Endpoints, Azure Machine Learning Endpoints), Machine learning models (GPT-2, LLaMA, LLaMA-2, PaLM 2, Stable Diffusion, BERT, Whisper), Model serving (AWS SageMaker, TensorFlow, KubeFlow), Monitoring (Prometheus, Grafana, MLFlow, AWS CloudWatch, Azure Monitor)

DevOps Engineer, AI Infrastructure and Operations Management

Duration: 11/2013 to 07/2015
Summary: Engaged in DevOps activities for an AI-focused company, ensuring system availability, monitoring solutions, database and laptops administration, and technical documentation.
Responsibilities: Handling infrastructure, monitoring solutions, on-call shifts, database administration, office laptops administration, writing technical documentation.
Technologies: Virtualization (Kubernetes, Docker), CI/CD (Helm, GitHub Actions, GitLab CI/CD, AWS CDK, CloudFormation, Azure DevOps, Azure Resource Manager), Database Management, Monitoring (Prometheus, Grafana)

Education

Project Management Master’s
Ukrainian national university
Not Provided

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