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https://github.com/katanaml/sample-apps

Sample apps for YouTube channel. Machine Learning, Web Development, Python.
https://github.com/katanaml/sample-apps

machine-learning python tensorflow

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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](https://towardsdatascience.com/@andrejusb) on Towards Data Science and Youtube [channel](https://www.youtube.com/channel/UCqSX0Z20QCEE7tZKaQ4pS3Q).



[01](https://github.com/katanaml/sample-apps/tree/master/01) - [Zero-Shot Text Classification with Hugging Face](https://towardsdatascience.com/zero-shot-text-classification-with-hugging-face-7f533ba83cd6)



[02](https://github.com/katanaml/sample-apps/tree/master/02) - [Fine-Tuning Hugging Face Model with Custom Dataset](https://towardsdatascience.com/fine-tuning-hugging-face-model-with-custom-dataset-82b8092f5333)



[03](https://github.com/katanaml/sample-apps/tree/master/03) - [Price, Date and IBAN Data Extraction with Python](https://medium.com/katanaml/price-date-and-iban-data-extraction-with-python-7f26b318104)



[04](https://github.com/katanaml/sample-apps/tree/master/04) - [Multi-Output Model with TensorFlow Keras Functional API](https://towardsdatascience.com/multi-output-model-with-tensorflow-keras-functional-api-875dd89aa7c6)



[05](https://github.com/katanaml/sample-apps/tree/master/05) - [Connect to Oracle Cloud DB from Python](https://www.youtube.com/watch?v=tC6SIZ6c-Ss)



[05](https://github.com/katanaml/sample-apps/tree/master/05) - [FastAPI with Oracle Cloud DB, building APIs with Python](https://www.youtube.com/watch?v=uINJJy8X1S0)



[06](https://github.com/katanaml/sample-apps/tree/master/06) - [React and TensorFlow.js](https://www.youtube.com/watch?v=X6uarGwclwI)



[07](https://github.com/katanaml/sample-apps/tree/master/07) - [Rabbit MQ with Docker for Microservices](https://www.youtube.com/watch?v=oxhAaA_e2SA)



[08](https://github.com/katanaml/sample-apps/tree/master/08) - [TensorFlow.js Blueprint App Step by Step](https://www.youtube.com/watch?v=_2I5Q3N-AQU)



[09](https://github.com/katanaml/sample-apps/tree/master/09/backend-app) - [FastAPI and Oracle DB Client in Docker](https://www.youtube.com/watch?v=iGM01cYMRRQ)



[10](https://github.com/katanaml/sample-apps/tree/master/10) - [RabbitMQ RPC with FastAPI](https://www.youtube.com/watch?v=coMpv5HaCXE)



[11](https://github.com/katanaml/sample-apps/tree/master/11) - [Celery Distributed Task Queue with FastAPI for Machine Learning](https://www.youtube.com/watch?v=cU1nHFQ1Ddk)



[Skipper](https://github.com/katanaml/katana-skipper) - [Web API with FastAPI, RabbitMQ and Celery](https://www.youtube.com/watch?v=a0ODIWsCgDI)



[Skipper](https://github.com/katanaml/katana-skipper) - [Event-Driven Microservice with RabbitMQ and FastAPI](https://www.youtube.com/watch?v=syRmaDVv59k)



[Skipper](https://github.com/katanaml/katana-skipper) - [FastAPI Endpoint Types with Pydantic](https://www.youtube.com/watch?v=rp38wn4vZ44)



[Skipper](https://github.com/katanaml/katana-skipper) - [ML Pipeline End-to-End Solution](https://www.youtube.com/watch?v=TVkQCmIGR6w)



[Skipper](https://github.com/katanaml/katana-skipper) - [ML Pipeline End-to-End Solution, article on Towards Data Science](https://towardsdatascience.com/ml-pipeline-end-to-end-solution-5889690abbd8)



[Skipper](https://github.com/katanaml/katana-skipper) - [Publishing Your Python Library on PyPI](https://www.youtube.com/watch?v=YqKVaGWFp4I)



[12](https://github.com/katanaml/sample-apps/tree/master/12/tf-decision-forests) - [TensorFlow Decision Forests Example](https://www.youtube.com/watch?v=Qwr3V7DGu7U)



[Skipper](https://github.com/katanaml/katana-skipper) - [Serving ML Model with Docker, RabbitMQ, FastAPI and Nginx](https://www.youtube.com/watch?v=vFoRP6ztcrs)



[13](https://github.com/katanaml/sample-apps/tree/master/13) - [Hugging Face Course and Pretrained Model Fine-Tuning](https://www.youtube.com/watch?v=VlW7WJi51Xk)



[Skipper](https://github.com/katanaml/katana-skipper) - [Dockerfile and Docker Compose Tutorial](https://www.youtube.com/watch?v=kvyVWXE3h10)



[Skipper](https://github.com/katanaml/katana-skipper) - [FastAPI Running on Kubernetes Pod](https://www.youtube.com/watch?v=K0oMkXm1YJg)



[Skipper](https://github.com/katanaml/katana-skipper) - [Routing Traffic Between FastAPI Pods in Kubernetes](https://www.youtube.com/watch?v=MZxOVBloJHo)



[Manning](https://www.manning.com/bundles/pose-estimation-with-TensorFlowjs-ser) - [TensorFlow.js Setup for React JS App (Manning liveProject)](https://www.youtube.com/watch?v=s1wpmPmO7vg)



[Skipper](https://github.com/katanaml/katana-skipper) - [FastAPI on Kubernetes with NGINX Ingress](https://www.youtube.com/watch?v=R5UMbTtaj8M)



[Skipper](https://github.com/katanaml/katana-skipper) - [RabbitMQ on Kubernetes in Skipper](https://www.youtube.com/watch?v=L-8ZEZojSJU)



[Skipper](https://github.com/katanaml/katana-skipper) - [MLOps with TensorFlow and Kubernetes Powered by RabbitMQ and FastAPI](https://www.youtube.com/watch?v=t94-RdtLKFE)



[Skipper](https://github.com/katanaml/katana-skipper) - [MLOps: Sharing Model Across Services](https://www.youtube.com/watch?v=wk05bA5edXs)



[Skipper](https://github.com/katanaml/katana-skipper) - [MLOps: Scaling TensorFlow Model on Kubernetes](https://www.youtube.com/watch?v=tqXe7USsfoQ)



[Skipper](https://github.com/katanaml/katana-skipper) - [MLOps: Extend Skipper ML Services](https://www.youtube.com/watch?v=nXHDSehjxV0)



[Skipper](https://github.com/katanaml/katana-skipper) - [BIY Workflow with FastAPI, Python and Skipper](https://www.youtube.com/watch?v=Xx5mrRMRXKQ)



[Skipper](https://github.com/katanaml/katana-skipper) - [Python Numpy Array in ML Services](https://www.youtube.com/watch?v=L3sA5brOI0w)



[Skipper](https://github.com/katanaml/katana-skipper) - [Scale FastAPI on Kubernetes Pod](https://www.youtube.com/watch?v=EdFYCI_QpJs)



[Merging GitHub Repo Template Changes](https://www.youtube.com/watch?v=A7rM3q1fx48)



[Skipper](https://github.com/katanaml/katana-skipper) - [Building Bigger Applications with FastAPI](https://www.youtube.com/watch?v=SWedfF6ftpA)



[Skipper](https://github.com/katanaml/katana-skipper) - [TensorFlow.js Microservice](https://www.youtube.com/watch?v=d1HIOVuDMMc)



[Skipper](https://github.com/katanaml/katana-skipper) - [TensorFlow.js Node on Docker and Kubernetes](https://www.youtube.com/watch?v=KeSDaFqvFEA)



[Hugging Face Gradio Python UI for ML](https://www.youtube.com/watch?v=T4JjsKDpz84)



[Hugging Face Gradio Python UI and CSV Processing](https://www.youtube.com/watch?v=8yOepgEYiD0)



[Table Query with Hugging Face ML](https://www.youtube.com/watch?v=P7_HW5_JZ0Q)



[Running Hugging Face LayoutLM Model with PyCharm and Docker](https://www.youtube.com/watch?v=wQGl97a_gdo)



[Hugging Face Gradio App on Docker](https://www.youtube.com/watch?v=f6zJwK-pCJo)



[Ethereum Test ETH for Web3/Blockchain Development](https://www.youtube.com/watch?v=d2HY117Kkwg)



[What is Blockchain?](https://www.youtube.com/watch?v=BgwiJq44d0M)



[Development Workflow with Hugging Face Transformer Model](https://www.youtube.com/watch?v=2p_i38n_o0I)



[How To Evaluate Hugging Face Saved Model](https://www.youtube.com/watch?v=iEw3tiAgQl4)



[Hugging Face Datasets - Example with Receipts Data](https://www.youtube.com/watch?v=ZS0k9NIgauo)



[Fine-Tuning with Hugging Face Trainer](https://www.youtube.com/watch?v=L6Dr8AFXMd8)



[Get Receipt Data with Hugging Face ML Model](https://www.youtube.com/watch?v=kj0t81uq_Co)



[Hugging Face LayoutLMv2 Model True Inference](https://www.youtube.com/watch?v=i6w9l9BI1NE)



[Document Information Extraction Demo on Hugging Face Spaces](https://www.youtube.com/watch?v=ky6_6gWv4YU)



[Mindee docTR - Probably the Best Open-Source OCR](https://www.youtube.com/watch?v=3nYPIDCToes)



[UI for ML - Django, React or Streamlit?](https://www.youtube.com/watch?v=6YjQByV8CuI)



[PyScript - Python in the Browser](https://www.youtube.com/watch?v=MGAd7mVFUKg)



[15](https://github.com/katanaml/sample-apps/tree/master/15/pyscript-web) - [PyScript - Deep Dive for Developer](https://www.youtube.com/watch?v=xAtoMtCfR3g)



[16](https://github.com/katanaml/sample-apps/tree/master/16/annotation-box) - [Data Annotation with SVG and JavaScript](https://www.youtube.com/watch?v=opww3dxTAcs)



[MLOps: Simple Kubernetes with Skipper](https://www.youtube.com/watch?v=5HifGhVigLY)



[MLUI: Django App Setup](https://www.youtube.com/watch?v=KXfxgyWhjpM)



[MLUI: Django HTML Templates](https://www.youtube.com/watch?v=8PlbC89fiY8)



[MLUI: Django, Tailwind and Flowbite (Katana ML Sparrow)](https://www.youtube.com/watch?v=tCJ4YNHnb_o)



[MLUI: Django HTML Template Tags](https://www.youtube.com/watch?v=8nrThpTvPLo)



[MLUI: Webpack, Django, JavaScript](https://www.youtube.com/watch?v=yMfTdrnHCHA)



[MLUI: Tailwind UI in Django with Flowbite Accordion, Table, Form](https://www.youtube.com/watch?v=5bKcfolaiRY)



[19](https://github.com/katanaml/sample-apps/tree/master/19/django-htmx-simple/simple_app) - [The old old coolness - HTMX | Execute HTTP request directly from HTML tag](https://www.youtube.com/watch?v=35TZAdzj5qg)



[20](https://github.com/katanaml/sample-apps/tree/master/20/django-htmx-sandbox) - [Dynamic UI in Django with Alpine.js](https://www.youtube.com/watch?v=kYmyf1XLYew)



[21](https://github.com/katanaml/sample-apps/tree/master/20/django-htmx-sandbox) - [Python Django CRUD part 1 - Data Model and Constraints](https://www.youtube.com/watch?v=P1gfW91Is1I)



[22](https://github.com/katanaml/sample-apps/tree/master/20/django-htmx-sandbox) - [Python Django Model Form - Django CRUD, part 2](https://www.youtube.com/watch?v=oVpC2Vq0m-g)



[23](https://github.com/katanaml/sample-apps/tree/master/20/django-htmx-sandbox) - [HTMX: Fetch Edit Form Data - Django CRUD, part 3](https://www.youtube.com/watch?v=O1f1ld2cojU)



[24](https://github.com/katanaml/sample-apps/tree/master/20/django-htmx-sandbox) - [HTMX: Saving Form Changes - Django CRUD, part 4](https://www.youtube.com/watch?v=TgkLCDKQLS8)



[25](https://github.com/katanaml/sample-apps/tree/master/20/django-htmx-sandbox) - [HTMX: Events and Triggers - Django CRUD, part 5](https://www.youtube.com/watch?v=TnFkfUgCl6M)



[26](https://github.com/katanaml/sample-apps/tree/master/21/django-jet-htmx-sandbox) - [Django Python with Oracle JET UI Table](https://www.youtube.com/watch?v=DehESfh0h-Q)



[Sparrow](https://github.com/katanaml/sparrow) - [Streamlit Python App Setup](https://www.youtube.com/watch?v=1tO1dWYY7Ws)



[Sparrow](https://github.com/katanaml/sparrow) - [Streamlit Python/React for Image Annotation](https://www.youtube.com/watch?v=VIKOCINWBNw)



[Sparrow](https://github.com/katanaml/sparrow) - [Streamlit/Python Handling Fast Data Entry](https://www.youtube.com/watch?v=_y7-8BLaNoE)



[Sparrow](https://github.com/katanaml/sparrow) - [Understanding Streamlit/Python Application Flow](https://www.youtube.com/watch?v=_uvz18Kh_0w)



[Sparrow](https://github.com/katanaml/sparrow) - [Streamlit/Python Drawable Canvas - Element Selection (React JS)](https://www.youtube.com/watch?v=QaJzoyfSgg4)



[Sparrow](https://github.com/katanaml/sparrow) - [Building Streamlit/Python Dynamic Forms](https://www.youtube.com/watch?v=VF3dAQh2Azg)



[Sparrow](https://github.com/katanaml/sparrow) - [Calling JavaScript from Streamlit/Python](https://www.youtube.com/watch?v=4iGmKeVSEEE)



[Sparrow Labeling](https://github.com/katanaml/streamlit-sparrow-labeling-comp) - [Responsive UI with Streamlit/Python](https://www.youtube.com/watch?v=qOn1vUvA5iA)



[Streamlit Sparrow Labeling Comp](https://github.com/katanaml/streamlit-sparrow-labeling-comp) - [Invoice Annotation with Sparrow/Python](https://www.youtube.com/watch?v=VcYx2KBsozM)



[Sparrow](https://github.com/katanaml/sparrow) - [Dependent UI Widgets in Streamlit/Python](https://www.youtube.com/watch?v=3x0SJ6-LrcA)



[Sparrow](https://github.com/katanaml/sparrow) - [File Upload/Download in Streamlit/Python](https://www.youtube.com/watch?v=awsjo_1tqIM)



[Sparrow](https://github.com/katanaml/sparrow) - [Best Platform for Python Apps Deployment - Hugging Face Spaces with Docker](https://www.youtube.com/watch?v=DQjze1SlYd4)



[Sparrow](https://github.com/katanaml/sparrow) - [Donut 🍩 - ChatGPT for Document AI](https://www.youtube.com/watch?v=2-Gi-2srIPE)



[Sparrow](https://github.com/katanaml/sparrow) - [How To Fine-tune Donut Model (Document AI)](https://www.youtube.com/watch?v=qKFk2kwyp4o)



[Sparrow](https://github.com/katanaml/sparrow) - [Preparing Dataset for Donut Fine-Tuning (part 1, Document AI)](https://www.youtube.com/watch?v=ypLHiJr_f24)



[Sparrow](https://github.com/katanaml/sparrow) - [Preparing Dataset for Donut Fine-Tuning (part 3, Document AI)](https://www.youtube.com/watch?v=pHiy-_l5MlU)



[Sparrow](https://github.com/katanaml/sparrow) - [Streamlit Button Group UI (Flowbite) Component](https://www.youtube.com/watch?v=bhg_3PQ06bQ)



[Sparrow](https://github.com/katanaml/sparrow) - [Document Data Extraction - Data Mapping for Donut Model Fine-Tuning Dataset (Document AI)](https://www.youtube.com/watch?v=Bq9uEhuRT9k)



[Sparrow](https://github.com/katanaml/sparrow) - [Improve OCR Results with Sparrow (running on Streamlit/Python and Ngrok)](https://www.youtube.com/watch?v=hOLX6TIosgg)



[Sparrow](https://github.com/katanaml/sparrow) - [Hugging Face Dataset for Donut Model Fine-Tuning (Document AI)](https://www.youtube.com/watch?v=lmy-UcrGn-U)



[Sparrow](https://github.com/katanaml/sparrow) - [How I'm Using ChatGPT/GPT-4 as a Solo Python Developer](https://www.youtube.com/watch?v=TvS1FvkD1q0)



[Sparrow](https://github.com/katanaml/sparrow) - [Donut ML Model Fine-Tuning with Hugging Face API](https://www.youtube.com/watch?v=STmmFRUA40Y)



## 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](https://github.com/katanaml/sample-apps/blob/master/LICENSE).