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Hi There!

I'm Yohanes Nuwara. I am an expert data scientist at Asia Pulp & Paper, one of the largest paper manufacturing companies in the world. I am working on computer vision method for precision forestry projects. I have been helping clients (mostly professionals) start their journey in Data Science and Machine Learning and implement them in oil and gas projects. Visit my website.

Research/Interests: deep learning in computer vision, optimization algorithms

๐Ÿงช Projects

  • Volve Machine Learning - Machine learning implementations on Equinor's Volve oil field and other open-source datasets, with articles in Towards Data Science.
  • DASLab - Distributed acoustic sensing lab of modules and functions developed for fiber-optic research (developed at RITE)
  • Carbon Capture and Storage - Workflows for geophysical simulations for monitoring of underground CO2 storage (developed at CCS Gundih Project)

๐ŸŒ Geoscience Repositories

  • PyReservoir - Python utilities for reservoir engineering calculations. PVT analysis, Well Test, Volumetric Mapping, Material Balance, and Decline Curve Analysis.
  • Formation Evaluation - Python utilities for formation evaluation and petrophysical analysis
  • Reservoir Geomechanics - Python worked homework problems from Mark Zoback's Stanford University Course for Reservoir Geomechanics and Unconventional Reservoir Geomechanics.
  • Computational Geophysics - Computational geophysics with Python
  • Open Geoscience Repository - Repository that contains links and tutorials to access open geoscience datasets (SEG Wiki, Geothermal GDR OpenEi, many more)

๐Ÿ’ป Educational Resources

Want to start Python? ๐Ÿ I have taught to more than 1,000 students and professionals through many courses with Society of Petroleum Engineers (SPE) and Marietta College in Ohio, US. Please start from this repository.

Python Bootcamp for Geoengineers - All YouTube video links, notebooks, data, and exercises from courses that I have taught with SPE and many more.

Want to solve reservoir engineering cases with Python? I also have tutorial articles in LinkedIn:

๐Ÿ’ฌ Contact me

If someone has a brand new, ground-breaking, and fresh idea, probably to collaborate on work together, don't hesitate to contact me.

  • LinkedIn - Let's professionally network and communicate. I actively posted my project bites and tutorials there.
  • ResearchGate - My researches and publications
  • E-mail
  • Flickr - I partly like photography, do you want to have a look at mine?
  • Facebook - Just for fun.

yohanesnuwara's Projects

andrewng_ml_python_assignments icon andrewng_ml_python_assignments

Python assignments for the machine learning class by andrew ng on coursera with complete submission for grading capability and re-written instructions.

awesome-open-geoscience icon awesome-open-geoscience

Curated from repositories that make our lives as geoscientists, hackers and data wranglers easier or just more awesome

books icon books

Collection of Programming, Databases, Linux & Tools Books

carbon-capture-and-storage icon carbon-capture-and-storage

Integration of reservoir simulation, rock physics, seismic modeling, & geomechanics for CCS monitoring. Originally my BSc thesis and will be presented in EAGE 2020 Amsterdam.

cbe20255 icon cbe20255

Introduction to Chemical Engineering Analysis

cfdpython icon cfdpython

A sequence of Jupyter notebooks featuring the "12 Steps to Navier-Stokes" http://lorenabarba.com/

covid-19 icon covid-19

Novel Coronavirus (COVID-19) Cases, provided by JHU CSSE

d2geo icon d2geo

Framework for computing seismic attributes with Python.

daslab icon daslab

Distributed acoustic sensing lab developed @ RITE CO2 Storage Research Group

datasets icon datasets

A collection of datasets of ML problem solving

dca icon dca

Decline Curve Models

developerfolio icon developerfolio

๐Ÿš€ Software Developer Portfolio Template that helps you showcase your work and skills as a software developer.

devito icon devito

Code generation framework for automated finite difference computation

esg-chat icon esg-chat

GPT-3 powered chat bot about sustainability topic using embedding semantic text search

faultseg icon faultseg

Using synthetic datasets to train an end-to-end CNN for 3D fault segmentation (We are working on an improved version!)

fouriercnn icon fouriercnn

Fast Fourier Transform Convolutional Neural Networks

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