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An overview of the possibilities offered by artificial intelligence (AI) to serve as a technical basis for a digital product offering: from understanding, personalization, design of machine learning models and its deployment through an API built with FastAPI into the Cloud

Home Page: https://flaven.fr/

Shell 0.04% JavaScript 3.37% Python 39.82% PHP 1.93% Makefile 0.70% HTML 1.70% Jupyter Notebook 51.90% Dockerfile 0.39% Gherkin 0.14% Procfile 0.01%

ia_usages's Introduction

ia_usages

Using the french acronym "Intelligence Artificielle" (IA) instead of the english one "Artificial intelligence" (AI) for the directory name.

All the latest posts dedicated to artificial intelligence usages are brought together in this repository for convenience.

You can find all videos related to these posts dedicated to artificial intelligence at https://www.youtube.com/playlist?list=PL999tA6UKRx_8ud6HfYg_Fn-ZFFyVvhr2

  1. POC with FastAPI for an NLP API with Spacy, SQLAlchemy, Sqlite and… Streamlit. https://flaven.fr/2023/10/poc-with-fastapi-for-an-nlp-api-with-spacy-sqlalchemy-sqlite-and-streamlit/

  2. How to expose NLP Machine Learning Models mostly for Spacy by quickly building an API with FastAPI and then play with them. https://flaven.fr/2023/09/how-to-expose-nlp-machine-learning-models-mostly-for-spacy-by-quickly-building-an-api-with-fastapi-and-then-play-with-them/

  3. The importance of the Labeling process or annotating inside an ML pipeline plus an example on how-to train a “custom” NER for Spacy. https://flaven.fr/2023/08/the-importance-of-the-labeling-process-or-annotating-inside-an-ml-pipeline-plus-an-example-with-ner-made-for-spacy/

  4. Some ideas on the probable future of journalism facing IA and how to create a prompt facilitation application for ChatGPT with Streamlit. https://flaven.fr/2023/07/some-ideas-on-the-probable-future-of-journalism-facing-ia-and-how-to-create-a-prompt-facilitation-application-for-chatgpt-with-streamlit/

  5. Using ChatGPT on a daily work as a P.O, Developer or for Q/A or Support and checking plagiarism if needed with Python. https://flaven.fr/2023/02/using-chatgpt-on-a-daily-work-as-a-p-o-developer-or-for-q-a-or-support-and-checking-plagiarism-if-needed-with-python/

  6. Unlocking Speech-to-Text: Harnessing the Power of the OpenAI Whisper API with FastAPI Integration. https://flaven.fr/2023/10/unlocking-speech-to-text-harnessing-the-power-of-the-openai-whisper-api-with-fastapi-integration/

  7. Step by step Introducing to Azure Cloud Deployment: Deploying a FastAPI ML Feature API. https://flaven.fr/2023/10/step-by-step-introducing-to-azure-cloud-deployment-deploying-a-fastapi-ml-feature-api/

And some other directories that does not have any attached to it but shows useful resources and code.

GIT COMMANDS REMINDER

# GIT

# suppose you have set a personal access token
# https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/creating-a-personal-access-token


# go to the directory
cd /Users/brunoflaven/Documents/03_git/BlogArticlesExamples/

# create the directory
git remote add origin streamlit-sweetviz-pandas-profiling-eda-made-easy

# know your branch
git branch


# check for status
git status

# for any change just type this command
git add .

# add a commit with a message
git commit -am "add usecase"
git commit -am "add files"
git commit -am "update files"
git commit -am "add files and update readme"
git commit -am "add to .svg the Musk\'s Favorite Letter X"
git commit -am "add .gitignore"

# push to github if your branch on github is master
# git push origin master
git push

# Repair Permissions
cd /Users/brunoflaven/Documents/03_git/ia_usages
# groupname is staff on a mac
sudo chgrp -R groupname .
sudo chmod -R g+rwX .
sudo find . -type d -exec chmod g+s '{}' +



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