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Sample apps for YouTube channel. Machine Learning, Web Development, Python.

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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

Get Receipt Data with Hugging Face ML Model

Hugging Face LayoutLMv2 Model True Inference

Document Information Extraction Demo on Hugging Face Spaces

Mindee docTR - Probably the Best Open-Source OCR

UI for ML - Django, React or Streamlit?

PyScript - Python in the Browser

15 - PyScript - Deep Dive for Developer

16 - Data Annotation with SVG and JavaScript

MLOps: Simple Kubernetes with Skipper

MLUI: Django App Setup

MLUI: Django HTML Templates

MLUI: Django, Tailwind and Flowbite (Katana ML Sparrow)

MLUI: Django HTML Template Tags

MLUI: Webpack, Django, JavaScript

MLUI: Tailwind UI in Django with Flowbite Accordion, Table, Form

19 - The old old coolness - HTMX | Execute HTTP request directly from HTML tag

20 - Dynamic UI in Django with Alpine.js

21 - Python Django CRUD part 1 - Data Model and Constraints

22 - Python Django Model Form - Django CRUD, part 2

23 - HTMX: Fetch Edit Form Data - Django CRUD, part 3

24 - HTMX: Saving Form Changes - Django CRUD, part 4

25 - HTMX: Events and Triggers - Django CRUD, part 5

26 - Django Python with Oracle JET UI Table

Sparrow - Streamlit Python App Setup

Sparrow - Streamlit Python/React for Image Annotation

Sparrow - Streamlit/Python Handling Fast Data Entry

Sparrow - Understanding Streamlit/Python Application Flow

Sparrow - Streamlit/Python Drawable Canvas - Element Selection (React JS)

Sparrow - Building Streamlit/Python Dynamic Forms

Sparrow - Calling JavaScript from Streamlit/Python

Sparrow Labeling - Responsive UI with Streamlit/Python

Streamlit Sparrow Labeling Comp - Invoice Annotation with Sparrow/Python

Sparrow - Dependent UI Widgets in Streamlit/Python

Sparrow - File Upload/Download in Streamlit/Python

Sparrow - Best Platform for Python Apps Deployment - Hugging Face Spaces with Docker

Sparrow - Donut 🍩 - ChatGPT for Document AI

Sparrow - How To Fine-tune Donut Model (Document AI)

Sparrow - Preparing Dataset for Donut Fine-Tuning (part 1, Document AI)

Sparrow - Preparing Dataset for Donut Fine-Tuning (part 3, Document AI)

Sparrow - Streamlit Button Group UI (Flowbite) Component

Sparrow - Document Data Extraction - Data Mapping for Donut Model Fine-Tuning Dataset (Document AI)

Sparrow - Improve OCR Results with Sparrow (running on Streamlit/Python and Ngrok)

Sparrow - Hugging Face Dataset for Donut Model Fine-Tuning (Document AI)

Sparrow - How I'm Using ChatGPT/GPT-4 as a Solo Python Developer

Sparrow - Donut ML Model Fine-Tuning with Hugging Face API

Author

Katana ML, Red Samurai Consulting, Andrej Baranovskij

License

Licensed under the Apache License, Version 2.0. Copyright 2020-2023 Katana ML. Copy of the license.