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ravikant95's Projects

gis4wrf icon gis4wrf

QGIS toolkit 🧰 for pre- and post-processing 🔨, visualizing 🔍, and running simulations 💻 in the Weather Research and Forecasting (WRF) model 🌀

gps-stack-sim icon gps-stack-sim

Simulation of the full GPS stack, from satellites' transmission to position calculation at receivers

gpstk icon gpstk

The goal of the GPSTk project is to provide an open source library and suite of applications to the satellite navigation community--to free researchers to focus on research, not lower level coding.

handson-ml icon handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

igo2 icon igo2

Assemblage (IGO2) / Open GIS Infrastructure 2.0

intro icon intro

Course materials for "Introduction to Data Science with R", a video course by RStudio and O'Reilly Media

kalman icon kalman

Some Python Implementations of the Kalman Filter

laika icon laika

Simple Python GNSS processing library

maxent icon maxent

Maximum entropy modelling of species geographic distributions.

ml icon ml

Codes related to various ML Hackathons

ml-from-scratch icon ml-from-scratch

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

mlbookcamp-code icon mlbookcamp-code

The code from the Machine Learning Bookcamp book and a free course based on the book

open-geo-tutorial icon open-geo-tutorial

Tutorial of basic remote sensing and GIS methodologies using open source software (GDAL in Python or R)

ph-machine-learning icon ph-machine-learning

We create and test various machine learning models to conclude upon the best way to find the pH of a biochemical solution, given an image of a pH test strip that has been applied to that solution. We also critique existing literature on this topic.

pw_from_gps icon pw_from_gps

GPS derived Precipitable Water Vapor (PWV) analysis tools with ML application: Flash Flood prediction in the Eastern Mediterranean area.

pwv_kpno icon pwv_kpno

GPS modeling of the H20 atmospheric transmission at user customizable sites

pygiss icon pygiss

:satellite: A lightweight GIS Software in less than 100 lines of code

pygps icon pygps

Incorporating GPS and InSAR based on python for deformation estimation, atmosphere correction and precipitable water vapor estimation .

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