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    49 repositories

    • Autocharacterization-Stability

      Public
      Automatic stability calculation of arbitrarily many semiconductor deposits from degradation experimental data using computer vision segmentation.
      Jupyter Notebook
      •
      MIT License
      •0•2•0•0•Updated Nov 25, 2024Nov 25, 2024

    • Autocharacterization-Bandgap

      Public
      Automatic band gap calculation of arbitrarily many semiconductor deposits from reflectance hypercube using computer vision segmentation.
      Jupyter Notebook
      •
      MIT License
      •1•4•0•0•Updated Nov 25, 2024Nov 25, 2024

    • Archerfish

      Public
      Archerfish: A Retrofitted 3D Printer for General High-throughput Combinatorial Experimentation
      G-code
      •
      Apache License 2.0
      •0•2•0•0•Updated Nov 17, 2024Nov 17, 2024

    • SDCNN

      Public
      Spatially differentiable convolutional neural network (SDCNN) for robot pose prediction.
      Jupyter Notebook
      •
      MIT License
      •0•1•0•0•Updated Nov 14, 2024Nov 14, 2024

    • cluster-perovskite-data

      Public
      Clustering perovskite degradation data (sample colors vs. time) and plotting XRD for cluster centroids
      Jupyter Notebook
      •
      MIT License
      •0•2•0•0•Updated Aug 12, 2024Aug 12, 2024

    • Synthesizability-Filter

      Public
      Python
      •0•2•0•0•Updated Jul 3, 2024Jul 3, 2024

    • ZoMBI-Hop

      Public
      Jupyter Notebook
      •
      MIT License
      •0•1•0•0•Updated Jun 24, 2024Jun 24, 2024

    • Robotic_Liquid_Handling

      Public
      Code developed for use on Opentrons robots for automated liquid handling
      Python
      •
      MIT License
      •0•0•0•0•Updated May 16, 2024May 16, 2024

    • ZoMBI

      Public
      Zooming Memory Based Initialization (ZoMBI) algorithm for discovery of optima within challenging needle-in-a-haystack (extreme data imbalance) datasets.
      bayesian-optimizationmachine-learningoptimization
      Jupyter Notebook
      •
      MIT License
      •2•16•1•0•Updated Feb 14, 2024Feb 14, 2024

    • DiSCO

      Public
      0•0•0•0•Updated Feb 1, 2024Feb 1, 2024

    • Robotic-Conductivity-Probe-Optimization

      Public
      This toolkit provides robust methods for image segmentation and path planning, employing Meta AI's Segment Anything model and optimization techniques for efficient pathfinding.
      Jupyter Notebook
      •
      MIT License
      •0•0•0•0•Updated Dec 13, 2023Dec 13, 2023

    • FTCP

      Public
      FTCP code
      Python
      •
      Apache License 2.0
      •19•31•5•0•Updated Oct 11, 2023Oct 11, 2023

    • bayesim

      Public
      Bayes for anything!
      Python
      •
      GNU Affero General Public License v3.0
      •6•17•0•0•Updated Oct 2, 2023Oct 2, 2023

    • thicknessML

      Public
      Python
      •
      MIT License
      •2•6•0•0•Updated Jun 12, 2023Jun 12, 2023

    • BayesMC

      Public
      Bayesian parameter estimation with MCMC
      Python
      •
      MIT License
      •0•0•0•0•Updated Mar 7, 2023Mar 7, 2023

    • hte_degradation_chamber

      Public
      High throughput degradation chamber for aging perovskite samples under extreme humidity, heat, and illumination.
      C++
      •
      MIT License
      •1•3•0•0•Updated Feb 15, 2023Feb 15, 2023

    • hte_degradation_chamber_gen2

      Public
      High throughput degradation chamber for aging perovskite samples under extreme humidity and illumination.
      C++
      •
      MIT License
      •1•2•0•0•Updated Feb 15, 2023Feb 15, 2023

    • Automatic-Band-Gap-Extractor

      Public
      Automated direct band gap extractor from many measured reflectance samples at a time using recursive segmentation and regression fitting of Tauc plots.
      automationsemiconductorband-gaptauc-plotsreflectance-spectroscopy
      Jupyter Notebook
      •
      MIT License
      •0•2•0•0•Updated Feb 7, 2023Feb 7, 2023

    • CompStruct

      Public
      Python
      •
      MIT License
      •1•1•0•0•Updated Nov 29, 2022Nov 29, 2022

    • ML-Multiscale-Droplets

      Public
      Jupyter Notebook
      •
      BSD 2-Clause "Simplified" License
      •0•4•0•0•Updated Nov 28, 2022Nov 28, 2022

    • PvkAdditives

      Public
      Hypothesis generation using combination of RFE, random forest regression/ classification, and SHAP for additives in perovskite single-crystal synthesis.
      Jupyter Notebook
      •0•4•0•0•Updated Nov 18, 2022Nov 18, 2022

    • MLforCOE

      Public
      Machine learning modelling for novel antibiotics domains - here conjugated oligoelectrolytes
      Jupyter Notebook
      •
      BSD 2-Clause "Simplified" License
      •3•3•1•0•Updated Sep 20, 2022Sep 20, 2022

    • tonio-presentations

      Public
      Slides from Tonio Buonassisi's presentations
      Other
      •0•0•0•0•Updated Aug 17, 2022Aug 17, 2022

    • RGBanalysis

      Public
      RGB analysis codes for film degradation chamber.
      Python
      •
      MIT License
      •0•0•0•0•Updated Jul 29, 2022Jul 29, 2022

    • PV-ML-Starter-Kit

      Public
      Starter kit for photovoltaics optimization using machine learning.
      Jupyter Notebook
      •
      MIT License
      •1•3•0•0•Updated Jul 27, 2022Jul 27, 2022

    • perovskit

      Public
      Open-source code accelerating the development of perovskite solar cells
      CSS
      •
      MIT License
      •0•0•0•0•Updated Apr 13, 2022Apr 13, 2022

    • Constrained-BO

      Public
      Jupyter Notebook
      •
      MIT License
      •0•3•0•0•Updated Apr 7, 2022Apr 7, 2022

    • SL-PerovskiteOpt

      Public
      This is a code and data repository to conduct Bayesian Optimization with knowledge constraints for manufacturing process of perovskite solar cells
      Jupyter Notebook
      •
      MIT License
      •6•15•0•0•Updated Mar 30, 2022Mar 30, 2022

    • Benchmarking

      Public
      Benchmarking
      Jupyter Notebook
      •
      MIT License
      •6•25•2•0•Updated Nov 18, 2021Nov 18, 2021

    • dissimatrix

      Public
      Dissimilarity matrix analysis for perovskite cappping-absorber pairs degradation data
      Python
      •0•2•0•0•Updated Sep 9, 2021Sep 9, 2021