- Developed company's website with shop panel to buy product online;- Developed a stock management application;- Set up a dashboard for statistics.

- Developed a conversational search system for service requesting in public administration by using Retriever-Augmented Generation ;- Collected data on public administration services by web scrapping using selenium and processed data (cleaning, topic modeling with LDA model and chuncking) ;- Evaluated differents embeddings models (multilingual e5 from hugging face and text-embedding-ada-002 from openai) as retrievers. Used hybrid search by adding BM25 algorithm to the retriever and used re-ranker model of Cohere to improve the retriever performance ;-Fine-tuned Mistral-7b-instruct-v0.1 for text generation using QLora to have almost same performance while consuming fewer resource. Used Langchain that have a lot of tools to easily interact with LLMs.

- Developed a professional feedback system to suggest solutions to a company due to customer dissatisfaction. Users reviews are classified into 3 classes (not satisfied, mixed and satisfied) ;- Downloaded amazon reviews dataset and took only the french reviews. Processed data (cleaning, using word cloud to observe most frequents words for each note) ;- Fine-tuned the distilbert-base-multilingual-cased model used for classification tasks. Tuned hyperparameters to have best performance. Used GPT 3.5 model of Openai to make a suggestion based on user's comment.

Developed an anonymous rating web application for university teachers to enable students to anonymously rate each teacher on the way he or she delivers the course. Used Laravel for Backend and Angular for Frontend;Developed a web site for a call center using Laravel. Integrated stripe as a payment method on the platform and automatically generated receipts after payment;Designed network architecture and made an intelligent bin for managing Electricals, Electronics and Households appliances Waste. The bin can collect waste and send an alert when it reaches a given fill level. Used proximity and weight sensors and an arduino board to build it.

- Developed e-commerce websites;- Developed a property rental and sales web application;- Managed digital marketing;- Analysed company sales data.

- Developed a driving school application;- Developed a professional SMS sending website;- Developed a school management application.

- Developed a web application to automate document translationworkflows;- Curave maintenance of computers in the offices;- Crimped Ethernet cables for equipment interconnection.

- Developed an application for managing taxes in Benin's hotels;- Assisted to fire safety system maintenance at Golden Tuliphotel;- Crimped Ethernet cables for equipment interconnecon;- Configured surveillance cameras.