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Ali's Projects

abc icon abc

Approximate Bayesian Computation - Sequential Monte Carlo implementation

abc-toy-problems icon abc-toy-problems

A series of 4 toy problems to demonstrate the utility and function of likelihood-free Bayesian inference, Approximate Bayesian Computation (ABC)

adaptive-soft-sensor-design icon adaptive-soft-sensor-design

Github repo for the research paper titled "Integrating Adaptive Moving Window and Just-in-Time Learning Paradigms for Soft-Sensor Design"

b-pinns icon b-pinns

Pytorch implementation of Bayesian physics-informed neural networks

bayes icon bayes

Code related to Bayesian inference and MCMC

bayeschemeng icon bayeschemeng

Bayesian inference for costly experiments, with multiple different settings (design variables) and few repetitions. With a focus on chemical engineering context / kinetic parameter estimation.

bayesian_intro icon bayesian_intro

Self-study materials to give you an introduction to Bayesian inference with python

bayesianestimation icon bayesianestimation

A practical study on bayesian estimation using Kalman Filter (Linear and Extended) and Particle Filter (SIR)

bios6301 icon bios6301

Biostatistics 301: Introduction to Statistical Computing

chemical_vae icon chemical_vae

Code for 10.1021/acscentsci.7b00572, now running on Keras 2.0 and Tensorflow

cobratoolbox icon cobratoolbox

The COnstraint-Based Reconstruction and Analysis Toolbox

d2l-en icon d2l-en

Dive into Deep Learning, Berkeley STAT 157 (Spring 2019) textbook. With code, math, and discussions.

dt-qp-project icon dt-qp-project

This project solves linear-quadratic dynamic optimization (LQDO) problems using direct transcription (DT) and quadratic programming (QP)

ekfukf icon ekfukf

EKF/UKF toolbox for Matlab/Octave

experiment-design icon experiment-design

自己写的最优实验设计程序包(model based design of experiment for state-delay differential syustem) 。运行Main_case_4.m即可

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