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📰 Dev.to · Austin Deyan

4 articles · Updated every 3 hours · View all reads

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Zero-to-Scale ML: Deploying ONNX Models on Kubernetes with FastAPI and HPA

Dev.to · Austin Deyan 🔧 Backend Engineering 7mo ago

Zero-to-Scale ML: Deploying ONNX Models on Kubernetes with FastAPI and HPA

The path to scalable ML deployment requires high-performance APIs and robust orchestration. This post...

Serverless Deep Learning: From Notebook to Production with AWS Lambda

Dev.to · Austin Deyan 🔧 Backend Engineering 7mo ago

Serverless Deep Learning: From Notebook to Production with AWS Lambda

Training a model in a Jupyter Notebook is satisfying. But deploying it? That's where the headaches...

PyTorch in Practice: Engineering a Custom CNN for Hair Texture Classification

Dev.to · Austin Deyan 🧬 Deep Learning 7mo ago

PyTorch in Practice: Engineering a Custom CNN for Hair Texture Classification

In the current landscape of Computer Vision, the default move is often Transfer Learning—taking a...

🌾 How I Built & Deployed a Crop Yield Prediction API in the Cloud

Dev.to · Austin Deyan 🔧 Backend Engineering 8mo ago

🌾 How I Built & Deployed a Crop Yield Prediction API in the Cloud

Hey devs! 👋 I just wrapped up a super interesting project and wanted to share the entire...