I Will Build Your Machine Learning or Computer Vision Model

You need a working machine learning or computer vision model, not a half-finished prototype or a stack of theoretical notebooks. Whether you are tackling object detection, image segmentation, facial recognition, NLP, time series forecasting or something more specialised, this service delivers production-ready models built to your requirements — with clean source code, thorough validation, and the rigour your project deserves.

Every engagement begins with a research phase to understand the problem, the data and the most appropriate architecture. From there, data preprocessing is handled end-to-end — cleaning, augmentation, feature engineering and pipeline construction — before the model is built, trained and validated against your performance targets. You receive fully commented source code as standard on every tier.

The breadth of capability on offer is extensive. Object detection with YOLO-v8, YOLO-v11 and Faster-RCNN. Object tracking via OC-SORT, ByteTrack, BOT-SORT and Strong-SORT. Image segmentation using Mask-RCNN, U-NET, SAM2 and Sapiens. Image and audio classification with InceptionResnetV2, VGG, ResNet and ViT. Pose estimation, facial recognition with Facenet, Dlib and DeepFace, OCR with TesseractOCR and PaddleOCR, GAN workflows, image captioning with Florence2 and LSTM, depth estimation, inpainting with LaMa and MIGAN, embedding analysis, and time series forecasting with Transformers, RNN and LSTM. For language tasks, LLMs (LLAMA, GPT) and RAG pipelines via LangChain are also in scope.

All work is built on industry-standard frameworks: PyTorch, TensorFlow, Keras and scikit-learn. Cloud infrastructure spans AWS, GCP and Azure. Containerisation via Docker, vector databases including Chroma and Pinecone, and edge deployment on Jetson, Raspberry Pi and NCS devices are all supported. Databases — MySQL, MongoDB and PostgreSQL — can be integrated as required.

The Standard tier adds fine-tuning on top of the core build, improving model accuracy for your specific dataset with additional revision rounds. The Full Delivery tier brings everything together: fine-tuning, cloud deployment, performance monitoring, and thorough model documentation — making it the right choice for teams who need a model that is ready to operate in a live environment.

This service is right for data scientists who need specialist implementation support, product teams building AI-powered features, researchers requiring a robust baseline model, and businesses looking to automate visual or analytical workflows. Please get in touch via the order chat before placing your order if you have questions about scope — the breadth of the technology stack means almost any ML or CV challenge can be accommodated.