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[WIP] Bayesian PINN solver for ODE #692
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d897e3f
begin project
AstitvaAggarwal b77488a
Merge branch 'develop' of https://github.com/AstitvaAggarwal/NeuralPD…
AstitvaAggarwal 907c3ed
Started by defining Combined likelihood and priors
AstitvaAggarwal c8b5dba
model + custom likelihood + adding tests
AstitvaAggarwal 81c47cc
formatted stuff
AstitvaAggarwal 56e7afc
It works but predictions are superbad
AstitvaAggarwal 978e115
formats, added advancedhmc version of BPINN, BPINN test file
AstitvaAggarwal a793b3d
Tests -BNN, BPINN,changes in var,full/half logprob
AstitvaAggarwal e817b93
custom logprob in turing_MCMC ,advancedHMC_MCMC-added NN parameter pr…
AstitvaAggarwal 7980448
Trying to fix formatting done by mistake in commit-978e115
AstitvaAggarwal b760c60
The BPINN ODE solver works well for interpolation, now just needs gen…
AstitvaAggarwal 7e3a3cd
Performs well in Extrapolation,Interpolation.
AstitvaAggarwal 31d1f65
autodiff takes ~30mins sample- test file example
AstitvaAggarwal 8329b8f
Less Numerical errors, faster sampling(autodiff),better EBFMI estimat…
AstitvaAggarwal 15ec776
Inverse parameter estimation, seperate priors for weights and biases
AstitvaAggarwal c2cce0b
Inverse problem gives incorrect parameter esim
AstitvaAggarwal dfed5ee
Tests for inverse problem estimation
AstitvaAggarwal f77d04a
parameter estimation does not work
AstitvaAggarwal 7cb6141
Parameter Estimation works, Custom choice for Prior Distributions
AstitvaAggarwal e8b1449
fixed a small error,cleaned BPINNtests.jl
AstitvaAggarwal b4e090d
Now works with Lux.jl chains,parallel sampled chains,good ode paramet…
AstitvaAggarwal 9c07c97
Cleared up majority of Tests, BPINN ODE solver done.
AstitvaAggarwal 2c70494
minor changes
AstitvaAggarwal 9a47e36
Tests run automatically
AstitvaAggarwal c24ed46
Test Run automatically attempt-1
AstitvaAggarwal 4468534
minor change
AstitvaAggarwal 0bf8152
small change again fr fr
AstitvaAggarwal b23db49
changes from reviews-1
AstitvaAggarwal 08883bd
Removed extra packages used in Tests
AstitvaAggarwal a42b6f7
Merge branch 'SciML:master' into develop
AstitvaAggarwal 48dfa66
Test dependancies errors
AstitvaAggarwal bca2743
uses AHMC convienience structs
AstitvaAggarwal 5357b33
Improved Tests - 1
AstitvaAggarwal 3b35fc3
improved Tests - 2
AstitvaAggarwal d467250
Fixed the Problem in Test
AstitvaAggarwal f2e502a
improved Tests
AstitvaAggarwal e479c47
pls work
AstitvaAggarwal 4df2d63
This shall work!
AstitvaAggarwal ec24839
Type checking for dataset, Solver usage made clear
AstitvaAggarwal 0428dc5
changes from reviews
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- ODEBPINN
needs a space. One check runs for each group, not for each testset which is why there are only 5 (should be 6)