seb-ix/projet_10

This project has for objective to realize a chatbot to help user to choose a travels with a implementation language understanding (LUIS)

I am passionate about everything related to computers, from setup creation, application development, management, and most recently data science.

This Github presents my projects from my last degree in AI Engineering, it allowed me to develop many Hard Skill allowing me to touch a large part of the Data Science area from data analysis, data visualization, machine learning, NLP and computer vision.

This degree is in collaboration with Microsoft, I was also able to implement the complete cycle of a MLOps project with Microsoft Azure and its different components.

Information about this degree can be found on the website openclassrooms.com.

Hard skill

Data science

CI / CD

Languages

IDEs

Frameworks

Cloud

Other

Overview projets💻

Data analysis and visualization 📊

• Analysis of the trees of the city of Paris for an optimization of the maintenance of the trees of the city (Univariate Analysis), details here

• Data preparation for a public health organization (Mulitvariate Analysis), details here

Machine Learning 🦾

• Credit scoring model (Classification model with imbalanced data), details here

• Customer segmentation (Unsupervised model, Clustering with KMean / DBScan), details here

• Recommandation systems implemented in mobil app (recommandation systems, Content based & filtering), details here

Deep Learning ⚙️

Natural Language Processing (NLP)

• Search of the topics of unsatisfactions users (Topic modeling, LDA), details here, web site (wait loading page cold start server...)

• Sentiment analysis on tweet to prevent Bad Buzz (Data mining, DL, RNN, LSTM, GLove, Word2Vec, BERT), details here

• Chatbot to book flight from (Language Understanding, LUIS Azure, BotFramework), details here

Computer vision

• Automatic image classification (Labelisation, CNN, SIFT, Clustering), details here, web site (wait loading page cold start server...)

• Semantic segmentation for autonomus vehicule (Semantic segmenation, data augmentation, Unet, FPN), details here

Cloud / MLOps (Azure) ☁️

• Azure cognitive service to language detection(Azure, cognitive service, text analytics), details here, or python script

• Advenced model deployed and inferenceand inference to azure machine learning (Azure, Azure Machine Learning, MLOps, inference), web site explains how deployment works on Azure

• Low code model with Azure Machine Learning (Azure, Azure Machine Learning, MLOps, Low Code)

• Train & Deployed semantic segmentation model (Azure, Azure Machine Learning, MLOps, Azure Dataset)

• LUIS solution implemented for chatbot with Bot Frameworkd SDK (Azure, cognitive service LUIS, luis.ai), details here

GDPR / Project management ⚖️

• Management AI Project (GDPR, risk, plan, scrum method...)

Social media 🌐