You will get End-to-End Object Detection (Production): Model, Deploy, Monitor


Project details
I deliver a production-ready End-to-End Object Detection solution tailored for your business: from dataset audit and model training to deployment, monitoring, and MLOps automation. I build high-accuracy detectors (YOLO / PyTorch / TensorFlow), integrate multi-object tracking and configurable counting logic, and deploy the model on cloud or edge (Docker, Jetson, TFLite/ONNX). My service includes performance validation, annotated demo outputs, and clear deployment documentation — so you receive a reliable pipeline that reduces manual work, enables real-time automation, and is ready for production monitoring and retraining. Select Starter for a quick PoC, Standard for a single-camera production deploy, or Advanced for full MLOps, CI/CD and ongoing monitoring.
Machine Learning Tools
BERT, ChatGPT, Databricks Platform, Databricks MLflow, GitHub Copilot, Google AutoML, Keras, Kubeflow, Microsoft Power BI, MLflow, NumPy, NVIDIA AI Platform, OpenCV, pandas, Python, Python Scikit-Learn, PyTorch, R, scikit-learn, SciPy, SQL, TensorFlow, Tesseract OCR, Theano, XGBoostWhat's included
| Service Tiers |
Starter
$50
|
Standard
$300
|
Advanced
$1,000
|
|---|---|---|---|
| Delivery Time | 5 days | 14 days | 30 days |
Number of Revisions | 1 | 2 | 4 |
Number of Model Variations | 1 | 2 | 4 |
Number of Scenarios | 1 | 3 | 5 |
Number of Graphs/Charts | 1 | 3 | 6 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$100 - $2,000
Additional Revision
+$10
Additional Graph/Chart
(+ 1 Day)
+$1Frequently asked questions
About Ashidu
AI/ML Engineer | Computer Vision, Object Detection, Custom Model Train
Galigamuwa, Sri Lanka - 10:39 am local time
I'm an AI/ML Engineer specializing in Computer Vision, Object Detection, and Custom Model Development. As a Computer Science & Engineering undergraduate at the University of Moratuwa, I’ve built end-to-end intelligent systems ranging from image classifiers to full object-detection pipelines used in real-world environments.
I work with YOLO, TensorFlow, PyTorch, OpenCV, Scikit-Learn, and classical + modern deep learning methods. Whether you need dataset preparation, model training from scratch, fine-tuning, or API deployment, I deliver production-ready solutions with clean code and clear documentation.
What I Can Build For You
- Object detection (YOLOv5/v7/v8, Detectron2, etc.)
- Image classification, segmentation, and tracking
- OCR (text extraction), document analysis, number-plate detection
- Model training from scratch or fine-tuning on your dataset
- ML pipelines, automation scripts, and API integration
- Edge AI / on-device inference (Raspberry Pi, Jetson Nano)
- Full end-to-end AI applications (backend + frontend)
Why Clients Hire Me
- Strong engineering background (Python, C++, Java)
- Experience in robotics & embedded systems (real-world constraints)
- Clean, optimized code and reproducible setups
- Clear communication, fast delivery, and iterative development
If you want a dependable engineer to turn your idea into a working AI product, send me a message and I’ll prepare a quick project plan for you.
Steps for completing your project
After purchasing the project, send requirements so Ashidu can start the project.
Delivery time starts when Ashidu receives requirements from you.
Ashidu works on your project following the steps below.
Revisions may occur after the delivery date.
Requirement & Data Review
I audit your sample data, confirm labels and edge/cloud target, and produce a short plan & timeline.
Dataset Preparation & Training
I clean/augment data, run experiments and train the best-performing detector (YOLO/PyTorch/TensorFlow) and produce evaluation metrics.