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I will train, containerize and deploy your ai ml models on cloud
AI and DevOps Engineer, MLOps, Kubernetes, Docker, AWS, Azure, CI CD
AI & DevOps Engineer - I take machine learning models out of notebooks and into production , and keep the infrastructure around them reliable.
I train and fine-tune models, serve them behind APIs, co...
About this Gig
Plenty of people can train a model. Far fewer can get it deployed on your cloud and keep it running there.
I do both training and deployment, handed over as a working service instead of a notebook.
WHAT I DELIVER:
- Model trained or fine-tuned on your dataset
- Evaluation report accuracy and where the model still fails
- Wrapped in a REST API with FastAPI
- Production Dockerfile, multi-stage and size-optimized
- Deployed to Azure ML, your own cloud account or a Kubernetes cluster
- Experiment tracking and model versioning with MLflow
- GPU configuration where inference needs it
- Monitoring, health checks and full documentation
WHAT I WORK ON:
Classification, object detection, image processing, speech and audio, sentiment analysis and predictive models.
BUILT WITH:
PyTorch, scikit-learn, TensorFlow, Keras, OpenCV, Hugging Face Transformers, pandas.
WHY ME:
Most sellers here hand you a notebook and wish you luck. I work with Docker, Kubernetes and Azure or AWS daily, and I've open-sourced my own Docker image optimizer so what you get back actually runs.
I'll tell you honestly if your problem doesn't need a custom model. Message me with your dataset and target platform.
My Portfolio
FAQ
Which package do I need?
Send me your dataset and target platform and I'll tell you honestly, including if Basic covers it.
I already have a trained model. Can you just deploy it?
Yes, that's Basic. You're not paying for training you don't need.
I don't have a dataset yet.
Message me first. I'll tell you what data you'd need and roughly how much before you spend anything.
Which clouds do you work with?
Azure and AWS are my specialty. I can deploy to your existing account elsewhere or to a plain VPS.
Do I need a GPU?
Often no. Many models run fine on CPU at low traffic and I'll say so rather than sell you infrastructure you don't need.
Can you deploy a pre-trained model from Hugging Face?
Yes - Whisper, YOLO, embedding models and similar are common orders.
Do you sign NDAs?
Yes, before any data or credentials are shared.
