Get a bespoke AI or machine learning model built on your dataset — covering neural networks, deep learning, image classification, NLP, and model deployment by a London-based data science team.
I Will Build a Custom Neural Network or Machine Learning Model
Core custom ML or neural network model built on your dataset with research, training, and documented code.
- Custom model built for your dataset and problem type
- Covers neural networks (CNN/RNN), ML classification or regression
- Full research and architecture design included
- Trained model file plus documented Python code
- Performance report (accuracy, loss curves, or confusion matrix)
- Unlimited revisions
Extended-scope solution adding advanced deep learning techniques, NLP or deployment integration, and more complex architectures.
- Everything in Silver, at larger or more complex scope
- Advanced deep learning — YOLO object detection, face recognition, or GPT-style NLP
- Chatbot development or NLP pipeline included
- Flask API or Streamlit deployment so the model runs in a live app
- Dimensionality reduction and feature engineering applied
- Unlimited revisions
Full end-to-end AI project — generative AI, multi-model pipelines, full deployment, and comprehensive documentation.
- Everything in Gold, scaled to a full production-ready solution
- Generative AI integration — text, image, or audio generation models
- Multi-architecture or ensemble pipeline where appropriate
- Full Flask API and Streamlit dashboard deployment included
- Scalable solution design for larger datasets with guidance on cloud training
- Comprehensive documentation and instructions for handover
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Model Types
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What You'll Receive
Full Description
Whether you need to classify images, detect objects, forecast time series, process natural language, or deploy a trained model into a real application — you have arrived at the right place.
Zinn Digital is a London-based data science team holding degrees in computer science and extensive hands-on experience delivering AI, machine learning, and deep learning solutions across a wide variety of industries and datasets. Every project is custom-built to your requirements: no templates, no shortcuts.
**What this service covers:**
Neural Networks — convolutional (CNN), recurrent (RNN), and region-based (RCNN) architectures designed and trained for your specific problem.
Machine Learning — supervised and unsupervised learning including classification, regression, and clustering pipelines built with Scikit-learn and Python.
Deep Learning — advanced techniques including YOLO-based object detection, GPT-style language modelling, and face recognition systems using OpenCV and TensorFlow.
Natural Language Processing — chatbot development with NLP frameworks and Dialogflow; text classification and sequence modelling.
Generative AI — models that generate text, images, or audio tailored to your use case.
Dimensionality Reduction — PCA and related techniques to simplify high-dimensional data, improve model performance, and speed up training.
Model Deployment — Flask APIs, FastAPI, and Streamlit dashboards so your trained model can be accessed in a live web application or integrated into your existing product.
**What you will receive:**
You will receive the fully trained model file, clean and documented Python source code (Jupyter Notebook and/or .py scripts), performance reports (accuracy metrics, loss curves, confusion matrix where applicable), and clear instructions for running or reusing the model.
**Tools we work with:**
TensorFlow, Keras, PyTorch, Scikit-learn, OpenCV, Seaborn, Flask, Streamlit — the industry-standard stack for production-ready AI work.
**Who is this for?**
Startups building AI-powered features, researchers needing a trained model for analysis, businesses wanting to automate decisions from data, and developers who want a robust, well-documented AI component they can integrate immediately.
**How it works:**
1. Place your order and share your dataset, goals, and any relevant context.
2. The team reviews your requirements and confirms scope via order chat.
3. Research, architecture design, training, and evaluation are carried out.
4. Deliverables — model, code, and documentation — are delivered to your order.
5. Revisions are addressed until you are satisfied.
All communication happens through Zinn Hub. On-time delivery and unlimited revisions are standard on every tier.
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Compare Packages
| Feature | Silver | Gold | Platinum |
|---|---|---|---|
| Delivery Time | 5 days | 7 days | 10 days |
| Revisions | unlimited | unlimited | unlimited |
| Custom model built for your dataset and problem type | ✓ | ✕ | ✕ |
| Covers neural networks (CNN/RNN), ML classification or regression | ✓ | ✕ | ✕ |
| Full research and architecture design included | ✓ | ✕ | ✕ |
| Trained model file plus documented Python code | ✓ | ✕ | ✕ |
| Performance report (accuracy, loss curves, or confusion matrix) | ✓ | ✕ | ✕ |
| Unlimited revisions | ✓ | ✓ | ✕ |
| Everything in Silver, at larger or more complex scope | ✕ | ✓ | ✕ |
| Advanced deep learning — YOLO object detection, face recognition, or GPT-style NLP | ✕ | ✓ | ✕ |
| Chatbot development or NLP pipeline included | ✕ | ✓ | ✕ |
| Flask API or Streamlit deployment so the model runs in a live app | ✕ | ✓ | ✕ |
| Dimensionality reduction and feature engineering applied | ✕ | ✓ | ✕ |
| Everything in Gold, scaled to a full production-ready solution | ✕ | ✕ | ✓ |
| Generative AI integration — text, image, or audio generation models | ✕ | ✕ | ✓ |
| Multi-architecture or ensemble pipeline where appropriate | ✕ | ✕ | ✓ |
| Full Flask API and Streamlit dashboard deployment included | ✕ | ✕ | ✓ |
| Scalable solution design for larger datasets with guidance on cloud training | ✕ | ✕ | ✓ |
| Comprehensive documentation and instructions for handover | ✕ | ✕ | ✓ |
Portfolio
Examples of the seller's work related to this Zinn.
Build a Custom Neural Network or Machine Learning Model
Build a Custom Neural Network or Machine Learning Model
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Frequently Asked Questions
Yes. The team designs and trains a neural network — CNN, RNN, RCNN, or another architecture — specifically for your dataset and problem. This includes preprocessing, architecture selection, training, and evaluation. You receive the trained model file, Python source code, and documentation.
The service covers image classification, object detection, face recognition, natural language processing, regression, clustering, time series forecasting, chatbot development, and generative AI for text, images, and audio. If your problem involves patterns in data, there is very likely a suitable approach.
Ideally, share your dataset (or details about it), a clear description of what you want the model to do, any existing code or notebooks if relevant, and the format you need the outputs in. The more context you can provide, the more precisely the solution will be scoped. The team will follow up via order chat if anything further is needed.
You will receive the trained model file, Python code (Jupyter Notebook and/or .py scripts), a performance report covering metrics such as accuracy, loss curves, or confusion matrix, and documentation explaining how to run and reuse the model.
Yes. Flask APIs and Streamlit dashboards are included in the Gold and Platinum tiers, allowing your model to be accessed via a web application or API endpoint. If you are on the Silver tier, deployment can be discussed and scoped as an upgrade.
Both. Small to medium datasets are handled directly. For very large datasets, the team can prepare a scalable pipeline and advise on efficient training approaches including cloud-based options.
Unlimited revisions are included on every tier. The team will continue to refine the model and code until you are satisfied with the results.
Once the order is placed, you will be asked to share your project details. The team reviews these, confirms scope via order chat if needed, then proceeds with research, model design, training, and evaluation. Deliverables are submitted through the order, and revisions are handled in the same thread.
Customer Reviews
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Exceptional work and on time delivery. Very proactive and knowledgeable. Ask the right questions and deliver good works.
Bushii has always delivered quick results and has demonstrated a high level of cooperation and understanding of the project requirements. It’s always a pleasure working with Bushii and I always wish I had more projects every time one is completed.
I really appreciated the excellent work! The seller completed the job quickly and exceeded my expectations in terms of quality. Highly recommend!
The best person to go to if you need help with a Machine Learning project. He did a great job of explaining the whole project from basic to advanced level. Did a great job!
Great delivery!
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