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At a Glance

Key details about this service to help you decide. Generated by Zinn Hub, not the seller.

Experience Level

5+ Years MLOps & AI
Provider has over 5 years of hands-on experience as an AI & MLOps Engineer, covering the full project lifecycle from data analysis through to deployment and maintenance.

Tech Stack

PyTorch, TensorFlow, FastAPI, Docker, AWS
Builds are powered by industry-standard frameworks and cloud infrastructure including AWS (S3, EC2, SageMaker), Kubernetes, and edge deployment on Jetson Nano.

Service Scope

Computer Vision, NLP, RAG, MLOps
Covers a broad range of AI disciplines including YOLO-based object detection, LLM-powered agents, RAG systems, time-series forecasting, and classic ML tasks like classification and anomaly detection.

Entry Point

From $85 — Pre-Order Consultation Required
The base package at $85 covers initial assessment, data strategy, cost analysis, and an AI strategic plan. Buyers must contact before ordering; premium tiers unlock model recommendations and full technical architecture.

What You'll Receive

Formats:
Written ReportDigital Files
Delivery Method: Order Manager
Notes: Deliverables are provided as structured written documents (PDF and/or markdown) uploaded directly to the order. For Full Engagement tier, a technical architecture document is included alongside the strategic outputs. You will be contacted via the order chat if any clarification is needed before work begins.

Full Description

You have an AI idea. What you need next is a clear, structured path from concept to working software — and that is exactly what this service delivers.

With 5+ years of experience as an AI & MLOps Engineer, Zinn Digital™ builds complete, end-to-end artificial intelligence solutions designed for the real world. Whether you are starting from scratch, have a dataset ready to train on, or already have a model you need to deploy at scale, every engagement is scoped, planned and executed with precision.

**What you can have built:**

• Advanced Computer Vision — object detection and tracking (YOLO), semantic segmentation, pose estimation, facial recognition, and OCR.
• Intelligent NLP and Deep Learning — custom chatbots, autonomous AI agents, and Retrieval-Augmented Generation (RAG) systems powered by LLMs; time-series forecasting.
• Classic Machine Learning — classification, regression, clustering, and anomaly detection.
• Full-Stack MLOps and Deployment — high-speed scalable APIs with FastAPI, cloud infrastructure on AWS (S3, EC2, SageMaker), containerisation with Docker and Kubernetes, and edge-device optimisation for hardware such as Jetson Nano.

**How the tiers work:**

Every successful AI project begins with a solid foundation — understanding the business problem, assessing the data landscape, identifying costs, and mapping out a strategic direction. The entry tier delivers exactly that: a rigorous initial engagement producing an AI strategic plan, cost analysis, data strategy, and initial assessment. This alone saves weeks of misdirected effort and gives you a blueprint you can act on confidently.

The Standard tier adds model recommendations — specific, justified guidance on which algorithms and architectures best suit your use case — so you move into development with certainty rather than guesswork.

The Full Engagement tier layers on a complete technical architecture: the detailed system design, infrastructure decisions, integration points, and MLOps pipeline plan that a development team needs to build from. This is the definitive deliverable for organisations ready to commission a full build.

**Who this is for:**

Startups validating an AI-powered product concept. Established businesses looking to automate processes with machine learning. Data teams needing MLOps expertise to get models out of notebooks and into production. Technical founders who want a second expert opinion before committing budget.

**Why Zinn Digital™:**

Based in London, Zinn Digital™ covers the complete AI lifecycle — from raw data analysis and model training through to cloud deployment and post-delivery support. Clean code, real-world performance, and solutions tailored to your specific requirements rather than off-the-shelf templates.

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Compare Packages

FeatureFoundationStandardFull Engagement
Delivery Time2 days5 days10 days
Revisions112
AI strategic plan for your use case
Cost analysis covering development and infrastructure
Data strategy and readiness assessment
Initial project assessment and feasibility review
Delivered as a structured written document
Post-delivery support for questions on the deliverables
All Foundation deliverables included
Model recommendations — justified selection of algorithms and architectures
Framework guidance (PyTorch, TensorFlow, scikit-learn, and others as appropriate)
Suitability assessment for computer vision, NLP, ML, or time-series use cases
Actionable development roadmap based on recommendations
All Standard deliverables included
Full technical architecture document — system design, infrastructure, and integration points
MLOps pipeline plan covering deployment, containerisation, and cloud infrastructure
Edge-device and API design considerations where relevant
Production-readiness checklist and risk assessment

Extra Information

Why Choose Me

Experience:5+ years as an AI & MLOps Engineer delivering production-ready solutions
Location:Based in London, England
Approach:Every project is treated as unique. Deliverables are tailored to your specific requirements — not copied from templates. Clean code, real-world performance, and clear communication throughout.

Tools I Use

Frameworks & Libraries:PyTorch, TensorFlow, scikit-learn, FastAPI, Streamlit, Gradio, YOLO
Cloud & Infrastructure:AWS (S3, EC2, SageMaker), Docker, Kubernetes, Jetson Nano (edge)
Language:Python

Perfect For

Ideal Clients:Startups validating an AI product concept, Businesses automating processes with ML, Data teams moving models from notebooks to production, Technical founders evaluating architecture before committing budget, Organisations needing MLOps expertise without a full in-house team

Frequently Asked Questions

It is strongly recommended, especially for the Standard and Full Engagement tiers. AI projects vary enormously in scope, and a brief conversation ensures the deliverables are scoped correctly for your situation. Use the message button to share a short description of your project and we can confirm the right starting point.

At minimum, a clear description of your project goals — what problem you are trying to solve, what data you have or plan to acquire, and any known performance or technical requirements. The more context you provide, the more precise and actionable the deliverables will be. A requirements form is provided after purchase to capture this.

End-to-end AI solutions across computer vision (object detection, segmentation, facial recognition, OCR), NLP and large language models (chatbots, AI agents, RAG systems), classic machine learning (classification, regression, clustering, anomaly detection), time-series forecasting, and full MLOps deployment on AWS using Docker and Kubernetes.

Yes. If you have a pre-trained model in formats such as .h5, .pth, or pickle, a tailored engagement can cover API design with FastAPI and deployment as a scalable, containerised application on AWS. Describe your situation in the pre-order message and the correct scope and tier will be confirmed.

Yes, this is a core area of expertise. Sophisticated AI agents and Retrieval-Augmented Generation systems can be designed to reason, perform tasks, and answer questions based on your private documents or internal knowledge base — providing accurate, context-aware responses without exposing your data to public models.

Revisions cover amendments to the delivered documents based on your feedback — for example, updating the scope assumptions, refining architecture choices, or clarifying recommendations. They do not include entirely new project scopes. The number of included revision rounds is shown per tier, and additional rounds can be purchased as an add-on.

Most serious AI and MLOps projects are unique. Send a message describing your requirements and a custom offer will be prepared, including a free initial consultation to make sure the scope and budget are a good fit before any commitment is made.

Yes, all tiers include a period of post-delivery support to address questions or clarifications relating directly to the delivered work. For longer-term maintenance, additional feature development, or extended support, this can be arranged as a separate custom engagement.

Customer Reviews

See what our customers say about this Zinn

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Any reservations I had were quickly put to rest by an online demonstration that was capable of using my own data, and all of the important questions I had were answered. The final result was impressively clean code that integrated perfectly with the larger project.

Overall, good work. I'm providing 5 stars on the condition that Bilal will make any modifications to the code if the teachers ask for them. Thanks.

Looking back, this project was far larger than anticipated and there's little chance I would have completed it on my own, in any amount of time.

Excellent work on AI Agent V1 — highly recommended Neil did a fantastic job delivering our AI Agent V1. The agent works smoothly, performs exactly as expected, and was delivered professionally. Communication was clear, timely, and easy throughout the process, which made everything feel very collaborative and stress-free. I’m extremely happy with the V1 results and confident enough in the quality of his work to move forward into AI Agent V2. If you’re looking for someone reliable, skilled, and easy to work with on AI development, I highly recommend Neil.

THE WORK WAS AMAZING

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