sheikhaasif20 Goto Github PK

2021-cs109a

2021-python-for-machine-learning-data-science-masterclass

andrew-ng-notes

This is Andrew NG Coursera Handwritten Notes.

api

New API client for the Materials Project

bestpractices

Things that you should (and should not) do in your Materials Informatics research.

complete-python-3-bootcamp

Course Files for Complete Python 3 Bootcamp Course on Udemy

data-resources-for-materials-science

A list of databases, datasets and books/handbooks where you can find materials properties for machine learning applications.

handson-ml

⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 instead.

houston_ml_in_mse_workshop

Code to help you get started using machine learning in materials science

introduction_to_ml_with_python

Notebooks and code for the book "Introduction to Machine Learning with Python"

kims_python_git_basics

machine-learning-and-deep-learning

Repo for storing notes and pracitcal implemtations

machine-learning-methods-for-materials-science

Evaluate various supervised learning methods to predict cohesive energies of solids (kernel ridge regression is the best)

machine-learning-specialization-coursera

Contains Solutions and Notes for the Machine Learning Specialization By Stanford University and Deeplearning.ai - Coursera (2022) by Prof. Andrew NG

machine-learning-the-voltage-capacity-and-energy-density-of-electrode-materials

Applying machine learning to electrodes found in materialsproject.com and adding other features that

mapidoc

Public repo for Materials API documentation

materials_data_api_scripts

scripts to load all data from ICSD, Materials Project, and OQMD

matminer

Data mining for materials science

matminer_examples

A repo of examples for the matminer (https://github.com/hackingmaterials/matminer) code

megnet

Graph Networks as a Universal Machine Learning Framework for Molecules and Crystals

my-masters-thesis-project

Different ML model has been used to predict the bandgap of materials

net-intro

Introduction to Network Technology

py

Repository to store sample python programs for python learning

py4e

Web site for www.py4e.com and source to the Python 3.0 textbook

pymatgen

Python Materials Genomics (pymatgen) is a robust materials analysis code that defines core object representations for structures and molecules with support for many electronic structure codes. It is currently the core analysis code powering the Materials Project.

resources

A Highly Opinionated List of Open Source Materials Informatics Resources

sheikhaasif20

Config files for my GitHub profile.

supervised-machine-learning-regression-and-classification-by-coursera

Build machine learning models in Python using popular machine learning libraries NumPy and scikit-learn.

workshop

The Materials Project Workshop Curriculum