You will get MLOps Pipeline for a Production Model (AWS/GCP/Azure)
Project details
From Notebook to Production—Professionally.
Your data scientists have built a powerful model, but it's stuck in a development environment. This project is the answer. I will build the foundational MLOps infrastructure you need to deploy, manage, and automate any machine learning model (classic or generative) in a professional, repeatable way.
This isn't just a one-time deployment; it's an investment in a scalable, automated system for your entire ML lifecycle.
This service is perfect for:
• Data Science Teams that need to operationalize models but lack dedicated MLOps expertise.
• Startups moving from a manual process to a scalable, automated ML system.
• Companies needing to establish governance and reliability for their ML assets.
What You Get:
Using industry-best practices, I will build a robust "push-to-deploy" pipeline for you. My three tiers offer a path from an essential pipeline to a complete MLOps system with full team training, ensuring you get exactly what you need.
Ready to professionalize your ML operations? Select your tier and click 'Continue'.
Your data scientists have built a powerful model, but it's stuck in a development environment. This project is the answer. I will build the foundational MLOps infrastructure you need to deploy, manage, and automate any machine learning model (classic or generative) in a professional, repeatable way.
This isn't just a one-time deployment; it's an investment in a scalable, automated system for your entire ML lifecycle.
This service is perfect for:
• Data Science Teams that need to operationalize models but lack dedicated MLOps expertise.
• Startups moving from a manual process to a scalable, automated ML system.
• Companies needing to establish governance and reliability for their ML assets.
What You Get:
Using industry-best practices, I will build a robust "push-to-deploy" pipeline for you. My three tiers offer a path from an essential pipeline to a complete MLOps system with full team training, ensuring you get exactly what you need.
Ready to professionalize your ML operations? Select your tier and click 'Continue'.
Machine Learning Tools
Amazon SageMakerWhat's included
| Service Tiers |
Starter
$1,000
|
Standard
$1,600
|
Advanced
$2,500
|
|---|---|---|---|
| Delivery Time | 5 days | 9 days | 15 days |
Number of Revisions | 1 | 2 | 2 |
Model Validation/Testing | - | - | - |
Model Documentation | - | - | - |
Data Source Connectivity | - | - | - |
Source Code | - | - | - |
Optional add-ons
You can add these on the next page.
Additional Revision
+$100
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IL
Ian L.
Aug 11, 2025
Expert Consultant Needed for AI & ML in Ticketing System
CB
Chad B.
May 26, 2024
eBook Writer - R Programming for Beginners
I had the pleasure of working with Olexandr on a book writing project, and his exceptional talent and dedication were truly impressive. From the start, Olexandr demonstrated a deep understanding of the project's vision and consistently delivered high-quality content with remarkable efficiency. His communication was always clear and timely, ensuring we remained aligned and on track throughout the process. Olexandr's creativity and insightful contributions significantly elevated the overall quality of the book. I highly recommend Olexandr and look forward to the opportunity to collaborate with him again in the future.
SM
Scott M.
Mar 28, 2022
BERT Seq2Seq taxonomy categorizer (replication study)
Super! One of the best ever on here, I almost hate to give the ratings because it means for my next job I'll need to take a number to hire this contractor. Anyway, excellent on every possible dimension: knowledge, communication, implementation, he's got it all.
OK
Olena K.
Feb 23, 2022
Certified Google cloud architect
I had a pleasure working with Oleksandr. He is very knowledgeable in cloud technologies, dedicated and thorough in work he is doing. Great communication!
About Olexandr
AI/ML Production Architect | MLOps & Generative AI Specialist | Expert
100%
Job Success
Calgary, Canada - 11:07 pm local time
Whether it's a complex Generative AI model or a classic predictive algorithm, a model is only valuable when it's reliably working in production. I architect and build the robust, scalable, and cost-effective systems that turn machine learning potential into measurable business impact.
As an Expert-Vetted (Top 1%) AI/ML Architect with over 15 years in enterprise systems, I specialize in solving the critical "last-mile" problem: making machine learning work in the real world.
My focus is on helping businesses like yours:
🚀 Productionize Your Full ML Portfolio: I take your models—from classic predictive algorithms to complex LLMs—out of the notebook and into production. I design and deploy the high-availability cloud infrastructure (AWS, GCP, Azure) needed to make them performant and reliable.
💰 Optimize Cloud Costs Across All Models: ML can be expensive. I audit your complete ML infrastructure to identify and eliminate wasteful spending on both training and inference. My goal is to maximize your ROI on every model you run.
⚙️ Implement Robust MLOps Frameworks: I build automated CI/CD/CT (Continuous Integration/Delivery/Training) pipelines for your entire ML lifecycle. This ensures governance, reduces manual error, and allows your data science team to iterate and deploy new models faster and more safely.
Why Choose Me?
I provide a rare combination of full-spectrum ML knowledge and battle-tested engineering discipline.
⭐ Expert-Vetted by Upwork: Formally recognized as being in the top 1% of talent on this platform.
⭐ Full-Spectrum ML Expertise: My specialization in Generative AI is built on a deep, 9+ year foundation in traditional Machine Learning (from classification to forecasting) and Data Science. I don't just follow the latest trends; I understand the entire landscape.
⭐ 15+ Years of Architecture Experience: My background ensures your ML system is not just a model, but a well-engineered, maintainable, and secure component of your business.
⭐ PMP® & SAFe® Certified: I manage projects with professional discipline, ensuring clear communication, on-time delivery, and a sharp focus on your business goals.
How We Can Start
The best way to begin is with a focused, paid consultation. In a single one-hour session, we can scope your project, audit your existing systems, or map out a strategic AI roadmap. This provides you with immediate, actionable value.
Ready to build an AI system that delivers real-world results? Send me a message detailing your challenge, or book a consultation directly from my Project Catalog below.
AWS Certified Solutions Architect – Associate (credential ID 8DHX75GJNMB4QHK4)
Microsoft Azure Solutions Architect Expert (credentials ID H824-5490)
Google Cloud Certified Professional Cloud Architect (credential ID ewj6QX)
DeepLearning.ai TensorFlow Developer (credential ID HEVK9ED3TBKE)
DeepLearning.ai TensorFlow Advanced Techniques (credential ID QYKHJ4MNBJRS)
DeepLearning.ai Natural Language Processing (credential ID CA2TGU52DMSV)
DeepLearning.ai Tensorflow Data and Deployment (credential ID S5C7BFNCGEQW)
SAS Certified Specialist: Visual Business Analytics Using SAS Viya
Bloomreach Engagement Integration Course (credential ID 8fu48czgzvfh)
Bloomreach Engagement Foundations Course (credential ID 2uwqavjjvbup)
Bloomreach Discovery Foundations Course (credential ID bee4jicx4sf4)
Project Management Institute (PMI) Project Management Professional (PMP) (credential ID 1838276)
Scaled Agile SAFe 5 Agilist (credential ID 24466667-8866)
PMO Global Alliance PMO Certified Practitioner (credential ID 14008588)
Scrum Alliance Certified Product Owner (credential ID 000428033) and Certified Scrum Master (credential ID 000428033)
IELTS speaking - 8.0
IELTS reading - 8.5
You can read more about me - alexostrovskyy.com
Steps for completing your project
After purchasing the project, send requirements so Olexandr can start the project.
Delivery time starts when Olexandr receives requirements from you.
Olexandr works on your project following the steps below.
Revisions may occur after the delivery date.
Project Kickoff & Requirements Gathering
Pipeline Architecture & Development