I Will Build Your Machine Learning or Computer Vision Solution

If your business or research project needs a reliable, production-ready artificial intelligence solution, you are in the right place. Zinn Digital is a London, England-based team of AI specialists who design, train and validate machine learning, deep learning and computer vision models tailored to your exact problem — not off-the-shelf templates.

Whether you need to detect objects in a live video feed, classify images or audio, analyse time-series data, build a facial recognition pipeline, extract text with OCR, or deploy a large language model with retrieval-augmented generation, this listing covers the full breadth of modern applied AI.

**What is included in every package:**
Every engagement begins with dedicated research into your problem domain, followed by thorough data preprocessing to ensure your model trains on clean, well-structured inputs. From there the team handles model creation, rigorous validation and testing, and delivers full source code so you own everything that is built.

**Techniques and architectures available:**
- Object detection: YOLO v8 / v11, Faster-RCNN
- Object tracking: OC-SORT, ByteTrack, BOT-SORT, Strong-SORT
- Image segmentation: Mask-RCNN, U-NET, SAM2, Sapiens
- Image and audio classification: InceptionResnetV2, VGG, ResNet, ViT
- Pose estimation: YOLO, ViTPose
- Facial recognition: FaceNet, Dlib, DeepFace
- OCR: TesseractOCR, PaddleOCR
- Data clustering and classification: K-Means, SVM, PCA and more
- NLP: LLMs (LLaMA, GPT), RAG with LangChain
- GANs, image captioning and grounding (Florence2, LSTM)
- Embedding analysis, depth estimation, inpainting (LaMa, MIGAN)
- Image preprocessing: OpenCV, CNN
- Time-series analysis and forecasting: Transformers, RNN, LSTM
- Edge-device deployment: Jetson, Raspberry Pi, NCS

**Technology stack:**
PyTorch, TensorFlow, Keras, scikit-learn, Docker, AWS, GCP, Azure, Chroma, Pinecone, MySQL, MongoDB, PostgreSQL, Jupyter Notebook, Colab, Flask.

**How it works:**
After placing your order, share your project brief and any existing data via the order chat. The team will confirm scope and get to work immediately. All communication happens through the platform. Please reach out before ordering if you have a particularly complex or custom brief — the team is happy to discuss your requirements first.

**Who is this for:**
Startups integrating AI into their product, researchers needing a trained and tested model, enterprises automating vision or language workflows, and developers who want clean, well-validated code they can build on.

**Why Zinn Digital:**
A dedicated London-based team covering the full modern AI stack — from classical machine learning through to the latest vision-language models — with every package including source code and genuine validation, not just a notebook that runs once.