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Sample Apps

Machine Learning sample apps - this repo provides sample code to support my articles on Towards Data Science and Youtube channel.

01 - Zero-Shot Text Classification with Hugging Face

02 - Fine-Tuning Hugging Face Model with Custom Dataset

03 - Price, Date and IBAN Data Extraction with Python

04 - Multi-Output Model with TensorFlow Keras Functional API

05 - Connect to Oracle Cloud DB from Python

05 - FastAPI with Oracle Cloud DB, building APIs with Python

06 - React and TensorFlow.js

07 - Rabbit MQ with Docker for Microservices

08 - TensorFlow.js Blueprint App Step by Step

09 - FastAPI and Oracle DB Client in Docker

10 - RabbitMQ RPC with FastAPI

11 - Celery Distributed Task Queue with FastAPI for Machine Learning

Skipper - Web API with FastAPI, RabbitMQ and Celery

Skipper - Event-Driven Microservice with RabbitMQ and FastAPI

Skipper - FastAPI Endpoint Types with Pydantic

Skipper - ML Pipeline End-to-End Solution

Skipper - ML Pipeline End-to-End Solution, article on Towards Data Science

Skipper - Publishing Your Python Library on PyPI

12 - TensorFlow Decision Forests Example

Skipper - Serving ML Model with Docker, RabbitMQ, FastAPI and Nginx

13 - Hugging Face Course and Pretrained Model Fine-Tuning

Skipper - Dockerfile and Docker Compose Tutorial

Skipper - FastAPI Running on Kubernetes Pod

Skipper - Routing Traffic Between FastAPI Pods in Kubernetes

Manning - TensorFlow.js Setup for React JS App (Manning liveProject)

Skipper - FastAPI on Kubernetes with NGINX Ingress

Skipper - RabbitMQ on Kubernetes in Skipper

Skipper - MLOps with TensorFlow and Kubernetes Powered by RabbitMQ and FastAPI

Skipper - MLOps: Sharing Model Across Services

Skipper - MLOps: Scaling TensorFlow Model on Kubernetes

Skipper - MLOps: Extend Skipper ML Services

Skipper - BIY Workflow with FastAPI, Python and Skipper

Skipper - Python Numpy Array in ML Services

Skipper - Scale FastAPI on Kubernetes Pod

Sparrow - Merging GitHub Repo Template Changes

Skipper - Building Bigger Applications with FastAPI

Skipper - TensorFlow.js Microservice

Skipper - TensorFlow.js Node on Docker and Kubernetes

Author

Katana ML, Red Samurai Consulting, Andrej Baranovskij

License

Licensed under the Apache License, Version 2.0. Copyright 2020-2021 Katana ML. Copy of the license.

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