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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

Merging GitHub Repo Template Changes

Skipper - Building Bigger Applications with FastAPI

Skipper - TensorFlow.js Microservice

Skipper - TensorFlow.js Node on Docker and Kubernetes

Hugging Face Gradio Python UI for ML

Hugging Face Gradio Python UI and CSV Processing

Table Query with Hugging Face ML

Running Hugging Face LayoutLM Model with PyCharm and Docker

Hugging Face Gradio App on Docker

Ethereum Test ETH for Web3/Blockchain Development

What is Blockchain?

Development Workflow with Hugging Face Transformer Model

How To Evaluate Hugging Face Saved Model

Hugging Face Datasets - Example with Receipts Data

Fine-Tuning with Hugging Face Trainer

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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Contributors

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