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  • 👋 Hi, I’m @sofi1790
  • 👀 I’m interested in AI

sofi1790's Projects

al-folio-blog icon al-folio-blog

A beautiful, simple, clean, and responsive Jekyll theme for academics

amazon_mews_ldas icon amazon_mews_ldas

For this project, the NASA Land Information System (LIS) is employed as part of the Malaria Early Warning System (MEWS) for the Amazon region. This repository contains intro materials and data analysis scripts for output of LIS (which contains a Land Data Assimilation System - LDAS).

book-bot icon book-bot

This is a robot with Barcode + QR Code scanning capabilities designed for collecting books and navigation across a campus. The robot will mould the use of Computer Vision for ensuring safe collection and identification of books, all this while being powered by a Raspberry Pi for faster processing.

bot-iot icon bot-iot

The project aims to analyse different types of attacks using the Bot-IoT dataset and also apply & compare different classification algorithms. In the project, machine learning algorithms are applied and tested using ten best features from the dataset.

cryptolib icon cryptolib

Provide a software-only solution using the CCSDS Space Data Link Security Protocol - Extended Procedures (SDLS-EP) to secure communications between a spacecraft running the core Flight System (cFS) and a ground station.

disease-prediction-using-django-and-machine-learning icon disease-prediction-using-django-and-machine-learning

**A end to end project - Powered by Django and Machine Learning** - This project aims to provide a web platform to predict the occurrences of disease on the basis of various symptoms. The user can select various symptoms and can find the diseases and consult to the doctor online.

dlnm icon dlnm

:exclamation: This is a read-only mirror of the CRAN R package repository. dlnm — Distributed Lag Non-Linear Models. Homepage: https://github.com/gasparrini/dlnm, http://www.ag-myresearch.com/package-dlnm

exde icon exde

Extensible Differential Equations for mosquito-borne pathogen modeling

fedavg icon fedavg

Simple implementation of FedAvg, a Federated Learning algorithm.

fedavg_pytorch icon fedavg_pytorch

Simulate the fedavg and fedprox algorithm of federated learning

fedavgpy icon fedavgpy

On the Convergence of FedAvg on Non-IID Data

feddr icon feddr

Implementation of FedDR algorithm for federated learning.

fedfs icon fedfs

Federated Feature Selection as in the paper https://arxiv.org/abs/2109.11323

fediot-anomaly-detection icon fediot-anomaly-detection

Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection, backed by FedML, Inc.

fedml icon fedml

FedML - The federated learning and analytics library enabling secure and collaborative machine learning on decentralized data anywhere at any scale. Supporting large-scale cross-silo federated learning, cross-device federated learning on smartphones/IoTs, and research simulation. MLOps and App Marketplace are also enabled (https://open.fedml.ai).

fedpd icon fedpd

Federated Primal-Dual Algorithm

fedprox icon fedprox

Federated Optimization in Heterogeneous Networks (MLSys '20)

flower icon flower

Flower: A Friendly Federated Learning Framework

getting-things-done-with-pytorch icon getting-things-done-with-pytorch

Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BER

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