Haythem Tellili's Projects
CI/CD pipeline with Amazon SageMaker and Github actions
🧑🏫 50! Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠
set-up Azure Data Factory with Terraform
This repository contains code for utilizing Large Language Models (LLMs) to summarize documents. It also includes a method for evaluating the quality of summarization, inspired by the concepts presented in this paper: https://arxiv.org/pdf/2004.04228.pdf.
End to End ML pipelines with MLflow
Simple ML workflow orchestration using Prefect
This repository provides an example of dataset preprocessing, GBRT (Gradient Boosted Regression Tree) model training and evaluation, model tuning and finally model serving (REST API) in a containerized environment using MLflow tracking, projects and models modules.
Image classification with Pytorch and the use of MLflow to track experiments
This repository provides a comprehensive solution for establishing infrastructure using Terraform, training machine learning models, deploying them, monitoring the endpoints using various Azure services, and configuring CI/CD pipelines to orchestrate workflows
Deploy NLP multilabel model with Kubernetes locally using kind for testing
Train Multilabel NLP Classification using Pytroch and huggingface with deployment using Amazon SageMaker