Haythem Tellili's repositories
amazon-sagemaker-cicd
CI/CD pipeline with Amazon SageMaker and Github actions
Machine-learning-pipeline
End to End ML pipelines with MLflow
NLP-Multilabel-classification
Train Multilabel NLP Classification using Pytroch and huggingface with deployment using Amazon SageMaker
ml-workflow-orchestration
Simple ML workflow orchestration using Prefect
llm-summarization-evaluation
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.
MLflow-tracking-component-pytorch
Image classification with Pytorch and the use of MLflow to track experiments
mlops-azure
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
NLP-Deployment-Kubernetes
Deploy NLP multilabel model with Kubernetes locally using kind for testing
annotated_deep_learning_paper_implementations
🧑🏫 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, ... 🧠
az-data-factory-terraform
set-up Azure Data Factory with Terraform
mlflow-example
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.