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Docker Deployment — Topic Summaries

AI-powered summaries of 4 videos about Docker Deployment.

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Lab 07: Web Deployment (FSDL 2022)

The Full Stack · 3 min read

A practical deployment pipeline turns a trained PyTorch text recognizer into a portable, shareable model service—first by compiling it to...

TorchScript ConversionW&B ArtifactsGradio UI And API

Lab 9: Web Deployment (Full Stack Deep Learning - Spring 2021)

The Full Stack · 3 min read

Lab 9 turns a trained paragraph text recognizer into something that can be called over HTTP and packaged for deployment. The core move is speeding up...

TorchScriptFlask APIDocker Deployment

Build AI Agent from 0 to Production Deployment | LangChain, Ollama, MLflow & Docker (Full Tutorial)

Venelin Valkov · 3 min read

A unit-conversion AI agent can be built end-to-end—from a single-tool loop to a streaming REST API—then packaged into a Docker container and deployed...

AI AgentsLangChain ToolsStreaming REST API

ML Project Template for 2025 - Build ML Pipelines with Python, uv, DVC, FastAPI, Docker

Venelin Valkov · 3 min read

A ready-to-use machine learning project template is positioned as a 2025 blueprint for taking a model from dataset creation to a production-style...

ML Project TemplateDVC PipelinesFastAPI Inference