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
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
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, 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.