Projects in Awesome Lists by eljandoubi

https://github.com/eljandoubi/ai-photo-editing-with-inpainting

A web app that allows you to select a subject and then change its background, OR keep the background and change the subject.

bitsandbytes gradio-interface huggingface-accelerate huggingface-diffusers huggingface-transformers pytroch

Last synced: 24 Jan 2025

https://github.com/eljandoubi/hybrid-rl-platform

Utilize Reinforcement Learning (RL) to address challenges in the platform environment characterized by a hybrid action space.

deep-reinforcement-learning parameterised-action-spaces pytorch

Last synced: 18 Mar 2025

https://github.com/eljandoubi/maddpg-for-collaboration-and-competition

An implementation of MADDPG multi-agent to solve a Unity environment like Tennis and Soccer.

maddpg multi-agent-reinforcement-learning pytorch reinforcement-learning soccer-game tennis-game unity-environment

Last synced: 18 Mar 2025

https://github.com/eljandoubi/facial-keypoint-detection

In that project, I combined my knowledge of computer vision techniques and deep learning architectures to build a facial keypoint detection system. It was designed to take in any image with faces and predict the location of 68 distinguishing keypoints on each face.

opencv pytorch pytorch-cnn

Last synced: 18 Mar 2025

https://github.com/eljandoubi/huggingface_image_classifier

Fine-tune the Vision Transformer (ViT) using LoRA and Optuna for hyperparameter search.

huggingface-datasets huggingface-optuna huggingface-peft huggingface-transformers hyperparameter-optimization image-classification numpy pytorch visual-transformer

Last synced: 18 Mar 2025

https://github.com/eljandoubi/copilot

Homemade Copilot: Fine-tune LLM through LoftQ initialization and QLoRA-style training for code generation.

8bit-optimizer gradiio huggingface-accelerate huggingface-datasets huggingface-peft huggingface-transformers lion-optimizer paged-optimizer pytorch

Last synced: 18 Mar 2025

https://github.com/eljandoubi/paligemma

Coding PaliGemma from scratch using pytorch for inference.

pytorch-implementation transformers vision-language-model

Last synced: 18 Mar 2025

https://github.com/eljandoubi/landmark-classification-tagging-for-social-media

a CNN-powered app to automatically predict the location of the image based on any landmarks depicted in the image.

cnn-classification numpy pytest pytorch transfer-learning

Last synced: 18 Mar 2025

https://github.com/eljandoubi/image-captioning

Uses a CNN Encoder and a RNN Decoder to generate captions for input images.

nltk pycocotools pytorch pytorch-cnn pytorch-lstm

Last synced: 18 Mar 2025

https://github.com/eljandoubi/dogbreedclassificationaws

Use AWS Sagemaker to train a pretrained model that can perform image classification by using the Sagemaker profiling, debugger, hyperparameter tuning and other good ML engineering practices.

aws-s3 aws-sagemaker cnn-model pytorch

Last synced: 18 Mar 2025

https://github.com/eljandoubi/trading-with-momentum

A trading strategy based on a momentum indicator.

momentum numpy pandas scipy trading trading-algorithms trading-strategies

Last synced: 18 Mar 2025

https://github.com/eljandoubi/genre_classification

Create an ML pipeline for Genre Classification using MLflow.

hydra machine-learning mlflow numpy pandas pandas-profiling pytest scikit-learn scipy wandb

Last synced: 18 Mar 2025

https://github.com/eljandoubi/multi-cloud

Deploy an app to multi-cloud

aws azure multicloud terraform

Last synced: 18 Mar 2025

https://github.com/eljandoubi/dqn-for-navigation

An implementation of Deep Q-Learning Network for solving a Unity environment that can navigate and collect bananas in a large, square world.

banana-collector-environment deep-q-learning double-dqn dueling-dqn prioritized-experience-replay pytorch reinforcement-learning unity-environment

Last synced: 18 Mar 2025

https://github.com/eljandoubi/breakout-strategy

Implementation of the Breakout Strategy

breakout numpy pandas scipy trading-algorithms trading-strategies training

Last synced: 18 Mar 2025

https://github.com/eljandoubi/disasterresponsepipeline

Project aim is to build a Natural Language Processing (NLP) model to categorize messages on a real time basis.

flask nltk numpy pandas plotly scikit-learn scipy sqlalchemy

Last synced: 18 Mar 2025

https://github.com/eljandoubi/sudoku

Sudoku-solving agent

Last synced: 18 Mar 2025

https://github.com/eljandoubi/ddpg-for-continuous-control

An implementation of DDPG agent to solve a Unity environment like Reacher and Crawler.

crawler-environment ddpg-algorithm multi-agent-reinforcement-learning pytorch reacher-environment reinforcement-learning unity-environment

Last synced: 18 Mar 2025

https://github.com/eljandoubi/tmp

tmp code

Last synced: 18 Mar 2025

https://github.com/eljandoubi/build-a-ml-workflow-for-scones-unlimited-on-amazon-sagemaker

In this project, I've used AWS Sagemaker to build an image classification model that can tell bicycles apart from motorcycles. And I've deployed the model, using AWS Lambda functions to build supporting services, and AWS Step Functions to compose the model and services into an event-driven application.

aws lambda-functions s3-bucket sagemaker step-functions

Last synced: 18 Mar 2025

https://github.com/eljandoubi/sparkify

Utilize Apache Spark for ETL processes to prepare data, followed by the construction of a Machine Learning model for Natural Language Processing (NLP) classification. Subsequently, deploy the model within a Gradio web application for seamless interaction.

aws-emr boto3 gradio pyspark s3-bucket

Last synced: 18 Mar 2025

https://github.com/eljandoubi/predict-bike-sharing-demand-with-autogluon

In this project, our goal is to leverage Machine Learning Engineering techniques to participate in a Kaggle competition, utilizing the AutoGluon library.

autogluon catboost fastai kaggle-competition lightgbm sagemaker skit-learn torch xgboost