diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo.log b/Examples/DSGE/ML/MonteCarlo/MonteCarlo.log
deleted file mode 100644
index c951fbe..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo.log
+++ /dev/null
@@ -1,43 +0,0 @@
-Dynare version: 0.9.12
-2024-05-30T21:27:36.590: Starting @dynare MonteCarlo.mod
-["MonteCarlo.mod", "language=julia", "json=compute"]
-Dynare preprocessor version: 6.4.0+0
-2024-05-30T21:27:36.727: End of preprocessing
-2024-05-30T21:27:37.470: Start parse_statements!
- * Status: success
-
- * Candidate solution
-    Final objective value:     -1.218680e+03
-
- * Found with
-    Algorithm:     BFGS
-
- * Convergence measures
-    |x - x'|               = 4.59e-02 ≰ 0.0e+00
-    |x - x'|/|x'|          = 2.56e-02 ≰ 0.0e+00
-    |f(x) - f(x')|         = 1.22e-02 ≰ 0.0e+00
-    |f(x) - f(x')|/|f(x')| = 9.97e-06 ≤ 1.0e-05
-    |g(x)|                 = 1.86e+00 ≰ 1.0e-08
-
- * Work counters
-    Seconds run:   0  (vs limit Inf)
-    Iterations:    17
-    f(x) calls:    55
-    ∇f(x) calls:   55
-
-  Posterior mode
-
-───────────┬──────────────────────────────────────────────────────────
- Parameter │ Estimated value  Standard error  80% confidence interval
-──────────────────────────────────────────────────────────────────────
-     betta │          0.9878          0.0026         0.9845 .. 0.9911
-       gam │          2.9213          0.4816         2.3049 .. 3.5377
-      rho1 │          0.8531          0.0156         0.8331 .. 0.8731
-    sigma1 │          0.0187          0.0035         0.0142 .. 0.0231
-      rho2 │          0.6313          0.0531         0.5634 .. 0.6993
-    sigma2 │          0.0175          0.0019         0.0152 .. 0.0199
-       nss │          0.3373          0.0029          0.3336 .. 0.341
-───────────┴──────────────────────────────────────────────────────────
-
-2024-05-30T21:27:59.854: End parse_statements!
-2024-05-30T21:27:59.855: End parser
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/graphs/Priors_1.png b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/graphs/Priors_1.png
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diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/bytecode/static.bin b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/bytecode/static.bin
deleted file mode 100644
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diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/bytecode/static.cod b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/bytecode/static.cod
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diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/DynamicParamsDerivs.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/DynamicParamsDerivs.jl
deleted file mode 100644
index ebf02ed..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/DynamicParamsDerivs.jl
+++ /dev/null
@@ -1,11 +0,0 @@
-# NB: this file was automatically generated by Dynare
-#     from MonteCarlo.mod
-#
-function dynamic_params_derivs(y, x, params, steady_state, it_,ss_param_deriv, ss_param_2nd_deriv)
-@inbounds begin
-T = zeros(0)
-rp = zeros(11, 15);
-gp = zeros(11, 19, 15);
-end
-return (rp, gp)
-end
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG1!.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG1!.jl
deleted file mode 100644
index 1d11322..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG1!.jl
+++ /dev/null
@@ -1,45 +0,0 @@
-function SparseDynamicG1!(T::Vector{<: Real}, g1_v::Vector{<: Real}, y::Vector{<: Real}, x::Vector{<: Real}, params::Vector{<: Real}, steady_state::Vector{<: Real})
-    @assert length(T) >= 8
-    @assert length(g1_v) == 34
-    @assert length(y) == 33
-    @assert length(x) == 2
-    @assert length(params) == 15
-@inbounds begin
-g1_v[1]=(-(1-params[3]));
-g1_v[2]=(-1);
-g1_v[3]=(-params[6]);
-g1_v[4]=(-params[8]);
-g1_v[5]=1;
-g1_v[6]=(-1);
-g1_v[7]=(-(get_power_deriv(y[13],(-params[4]),1)));
-g1_v[8]=1;
-g1_v[9]=(-(T[2]*T[5]));
-g1_v[10]=(-(T[4]*exp(y[17])*(1-params[1])*T[6]));
-g1_v[11]=(-(T[2]*exp(y[17])*T[6]));
-g1_v[12]=1;
-g1_v[13]=(-(T[1]*T[7]));
-g1_v[14]=(-(exp(y[17])*(1-params[1])*T[3]*T[8]));
-g1_v[15]=(-(exp(y[17])*T[3]*T[7]));
-g1_v[16]=1;
-g1_v[17]=(-(T[1]*T[2]));
-g1_v[18]=(-(exp(y[17])*(1-params[1])*T[3]*T[4]));
-g1_v[19]=1;
-g1_v[20]=(-(T[2]*exp(y[17])*T[3]));
-g1_v[21]=(-(params[10]*exp(y[18])));
-g1_v[22]=1;
-g1_v[23]=1;
-g1_v[24]=1;
-g1_v[25]=(-y[20])/(y[19]*y[19]);
-g1_v[26]=1;
-g1_v[27]=1/y[19];
-g1_v[28]=1;
-g1_v[29]=1;
-g1_v[30]=(-1);
-g1_v[31]=(-(params[2]*(1+y[32]-params[3])));
-g1_v[32]=(-(params[2]*y[30]));
-g1_v[33]=(-params[7]);
-g1_v[34]=(-params[9]);
-end
-    return nothing
-end
-
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG1TT!.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG1TT!.jl
deleted file mode 100644
index 388bb6d..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG1TT!.jl
+++ /dev/null
@@ -1,11 +0,0 @@
-function SparseDynamicG1TT!(T::Vector{<: Real}, y::Vector{<: Real}, x::Vector{<: Real}, params::Vector{<: Real}, steady_state::Vector{<: Real})
-    SparseDynamicResidTT!(T, y, x, params, steady_state)
-@inbounds begin
-T[5] = params[1]*exp(y[17])*get_power_deriv(y[14],params[1]-1,1)
-T[6] = get_power_deriv(y[14],params[1],1)
-T[7] = get_power_deriv(y[15],1-params[1],1)
-T[8] = get_power_deriv(y[15],(-params[1]),1)
-end
-    return nothing
-end
-
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG2!.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG2!.jl
deleted file mode 100644
index 66ebb6c..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG2!.jl
+++ /dev/null
@@ -1,34 +0,0 @@
-function SparseDynamicG2!(T::Vector{<: Real}, g2_v::Vector{<: Real}, y::Vector{<: Real}, x::Vector{<: Real}, params::Vector{<: Real}, steady_state::Vector{<: Real})
-    @assert length(T) >= 10
-    @assert length(g2_v) == 23
-    @assert length(y) == 33
-    @assert length(x) == 2
-    @assert length(params) == 15
-@inbounds begin
-g2_v[1]=(-(get_power_deriv(y[13],(-params[4]),2)));
-g2_v[2]=(-(params[10]*exp(y[18])));
-g2_v[3]=(-(T[2]*params[1]*exp(y[17])*get_power_deriv(y[14],params[1]-1,2)));
-g2_v[4]=(-(T[5]*T[7]));
-g2_v[5]=(-(T[2]*T[5]));
-g2_v[6]=(-(T[1]*T[9]));
-g2_v[7]=(-(T[1]*T[7]));
-g2_v[8]=(-(T[1]*T[2]));
-g2_v[9]=(-(T[4]*exp(y[17])*(1-params[1])*T[10]));
-g2_v[10]=(-(exp(y[17])*(1-params[1])*T[6]*T[8]));
-g2_v[11]=(-(T[4]*exp(y[17])*(1-params[1])*T[6]));
-g2_v[12]=(-(exp(y[17])*(1-params[1])*T[3]*get_power_deriv(y[15],(-params[1]),2)));
-g2_v[13]=(-(exp(y[17])*(1-params[1])*T[3]*T[8]));
-g2_v[14]=(-(exp(y[17])*(1-params[1])*T[3]*T[4]));
-g2_v[15]=(-params[2]);
-g2_v[16]=(-((-y[20])*(y[19]+y[19])))/(y[19]*y[19]*y[19]*y[19]);
-g2_v[17]=(-1)/(y[19]*y[19]);
-g2_v[18]=(-(T[2]*exp(y[17])*T[10]));
-g2_v[19]=(-(exp(y[17])*T[6]*T[7]));
-g2_v[20]=(-(T[2]*exp(y[17])*T[6]));
-g2_v[21]=(-(exp(y[17])*T[3]*T[9]));
-g2_v[22]=(-(exp(y[17])*T[3]*T[7]));
-g2_v[23]=(-(T[2]*exp(y[17])*T[3]));
-end
-    return nothing
-end
-
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG2TT!.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG2TT!.jl
deleted file mode 100644
index 9f1e875..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicG2TT!.jl
+++ /dev/null
@@ -1,9 +0,0 @@
-function SparseDynamicG2TT!(T::Vector{<: Real}, y::Vector{<: Real}, x::Vector{<: Real}, params::Vector{<: Real}, steady_state::Vector{<: Real})
-    SparseDynamicG1TT!(T, y, x, params, steady_state)
-@inbounds begin
-T[9] = get_power_deriv(y[15],1-params[1],2)
-T[10] = get_power_deriv(y[14],params[1],2)
-end
-    return nothing
-end
-
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicResid!.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicResid!.jl
deleted file mode 100644
index 304feaf..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicResid!.jl
+++ /dev/null
@@ -1,22 +0,0 @@
-function SparseDynamicResid!(T::Vector{<: Real}, residual::AbstractVector{<: Real}, y::Vector{<: Real}, x::Vector{<: Real}, params::Vector{<: Real}, steady_state::Vector{<: Real})
-    @assert length(T) >= 4
-    @assert length(residual) == 11
-    @assert length(y) == 33
-    @assert length(x) == 2
-    @assert length(params) == 15
-@inbounds begin
-    residual[1] = (y[19]) - (y[13]^(-params[4]));
-    residual[2] = (y[20]) - (params[10]*exp(y[18]));
-    residual[3] = (y[21]) - (T[1]*T[2]);
-    residual[4] = (y[22]) - (exp(y[17])*(1-params[1])*T[3]*T[4]);
-    residual[5] = (y[19]) - (params[2]*y[30]*(1+y[32]-params[3]));
-    residual[6] = (y[20]/y[19]) - (y[22]);
-    residual[7] = (y[17]) - (params[6]*y[6]+params[7]*x[1]);
-    residual[8] = (y[18]) - (params[8]*y[7]+params[9]*x[2]);
-    residual[9] = (y[12]) - (T[2]*exp(y[17])*T[3]);
-    residual[10] = (y[16]) - (y[12]-y[13]);
-    residual[11] = (y[14]) - (y[5]+(1-params[3])*y[3]);
-end
-    return nothing
-end
-
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicResidTT!.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicResidTT!.jl
deleted file mode 100644
index c139891..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseDynamicResidTT!.jl
+++ /dev/null
@@ -1,10 +0,0 @@
-function SparseDynamicResidTT!(T::Vector{<: Real}, y::Vector{<: Real}, x::Vector{<: Real}, params::Vector{<: Real}, steady_state::Vector{<: Real})
-@inbounds begin
-T[1] = params[1]*exp(y[17])*y[14]^(params[1]-1)
-T[2] = y[15]^(1-params[1])
-T[3] = y[14]^params[1]
-T[4] = y[15]^(-params[1])
-end
-    return nothing
-end
-
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticG1!.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticG1!.jl
deleted file mode 100644
index 132245d..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticG1!.jl
+++ /dev/null
@@ -1,42 +0,0 @@
-function SparseStaticG1!(T::Vector{<: Real}, g1_v::Vector{<: Real}, y::Vector{<: Real}, x::Vector{<: Real}, params::Vector{<: Real})
-    @assert length(T) >= 6
-    @assert length(g1_v) == 28
-    @assert length(y) == 11
-    @assert length(x) == 2
-    @assert length(params) == 15
-@inbounds begin
-g1_v[1]=1;
-g1_v[2]=(-1);
-g1_v[3]=(-(get_power_deriv(y[2],(-params[4]),1)));
-g1_v[4]=1;
-g1_v[5]=(-(T[2]*params[1]*exp(y[6])*get_power_deriv(y[3],params[1]-1,1)));
-g1_v[6]=(-(T[4]*exp(y[6])*(1-params[1])*T[5]));
-g1_v[7]=(-(T[2]*exp(y[6])*T[5]));
-g1_v[8]=1-(1-params[3]);
-g1_v[9]=(-(T[1]*T[6]));
-g1_v[10]=(-(exp(y[6])*(1-params[1])*T[3]*get_power_deriv(y[4],(-params[1]),1)));
-g1_v[11]=(-(exp(y[6])*T[3]*T[6]));
-g1_v[12]=1;
-g1_v[13]=(-1);
-g1_v[14]=(-(T[1]*T[2]));
-g1_v[15]=(-(exp(y[6])*(1-params[1])*T[3]*T[4]));
-g1_v[16]=1-params[6];
-g1_v[17]=(-(T[2]*exp(y[6])*T[3]));
-g1_v[18]=(-(params[10]*exp(y[7])));
-g1_v[19]=1-params[8];
-g1_v[20]=1;
-g1_v[21]=1-params[2]*(1+y[10]-params[3]);
-g1_v[22]=(-y[9])/(y[8]*y[8]);
-g1_v[23]=1;
-g1_v[24]=1/y[8];
-g1_v[25]=1;
-g1_v[26]=(-(y[8]*params[2]));
-g1_v[27]=1;
-g1_v[28]=(-1);
-end
-    if ~isreal(g1_v)
-        g1_v = real(g1_v)+2*imag(g1_v);
-    end
-    return nothing
-end
-
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticG1TT!.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticG1TT!.jl
deleted file mode 100644
index 79544df..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticG1TT!.jl
+++ /dev/null
@@ -1,9 +0,0 @@
-function SparseStaticG1TT!(T::Vector{<: Real}, y::Vector{<: Real}, x::Vector{<: Real}, params::Vector{<: Real})
-    SparseStaticResidTT!(T, y, x, params)
-@inbounds begin
-T[5] = get_power_deriv(y[3],params[1],1)
-T[6] = get_power_deriv(y[4],1-params[1],1)
-end
-    return nothing
-end
-
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticResid!.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticResid!.jl
deleted file mode 100644
index 268a2bc..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticResid!.jl
+++ /dev/null
@@ -1,25 +0,0 @@
-function SparseStaticResid!(T::Vector{<: Real}, residual::AbstractVector{<: Real}, y::Vector{<: Real}, x::Vector{<: Real}, params::Vector{<: Real})
-    @assert length(T) >= 4
-    @assert length(residual) == 11
-    @assert length(y) == 11
-    @assert length(x) == 2
-    @assert length(params) == 15
-@inbounds begin
-    residual[1] = (y[8]) - (y[2]^(-params[4]));
-    residual[2] = (y[9]) - (params[10]*exp(y[7]));
-    residual[3] = (y[10]) - (T[1]*T[2]);
-    residual[4] = (y[11]) - (exp(y[6])*(1-params[1])*T[3]*T[4]);
-    residual[5] = (y[8]) - (y[8]*params[2]*(1+y[10]-params[3]));
-    residual[6] = (y[9]/y[8]) - (y[11]);
-    residual[7] = (y[6]) - (y[6]*params[6]+params[7]*x[1]);
-    residual[8] = (y[7]) - (y[7]*params[8]+params[9]*x[2]);
-    residual[9] = (y[1]) - (T[2]*exp(y[6])*T[3]);
-    residual[10] = (y[5]) - (y[1]-y[2]);
-    residual[11] = (y[3]) - (y[5]+y[3]*(1-params[3]));
-end
-    if ~isreal(residual)
-        residual = real(residual)+imag(residual).^2;
-    end
-    return nothing
-end
-
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticResidTT!.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticResidTT!.jl
deleted file mode 100644
index a4db529..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SparseStaticResidTT!.jl
+++ /dev/null
@@ -1,10 +0,0 @@
-function SparseStaticResidTT!(T::Vector{<: Real}, y::Vector{<: Real}, x::Vector{<: Real}, params::Vector{<: Real})
-@inbounds begin
-T[1] = params[1]*exp(y[6])*y[3]^(params[1]-1)
-T[2] = y[4]^(1-params[1])
-T[3] = y[3]^params[1]
-T[4] = y[4]^(-params[1])
-end
-    return nothing
-end
-
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/StaticParamsDerivs.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/StaticParamsDerivs.jl
deleted file mode 100644
index c36dcd8..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/StaticParamsDerivs.jl
+++ /dev/null
@@ -1,11 +0,0 @@
-# NB: this file was automatically generated by Dynare
-#     from MonteCarlo.mod
-#
-function static_params_derivs(y, x, params)
-@inbounds begin
-T = zeros(0)
-rp = zeros(11, 15);
-gp = zeros(11, 11, 15);
-end
-return (rp, gp)
-end
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SteadyState2.jl b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SteadyState2.jl
deleted file mode 100644
index 8e16132..0000000
--- a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/model/julia/SteadyState2.jl
+++ /dev/null
@@ -1,25 +0,0 @@
-# NB: this file was automatically generated by Dynare
-#     from MonteCarlo.mod
-#
-function steady_state!(ys_::Vector{<: Real}, exo_::Vector{<: Real}, params::Vector{<: Real})
-@inbounds begin
-    params[11]=((1/params[2]+params[3]-1)/params[1])^(1/(1-params[1]));
-    params[14]=params[5]/params[11];
-    params[12]=params[3]*params[14];
-    params[13]=params[14]^params[1]*params[5]^(1-params[1]);
-    params[15]=params[13]-params[12];
-    params[10]=params[14]^params[1]*(1-params[1])*params[15]^(-params[4])*params[5]^(-params[1]);
-    ys_[3]=params[14];
-    ys_[4]=params[5];
-    ys_[2]=params[15];
-    ys_[1]=params[13];
-    ys_[5]=params[12];
-    ys_[8]=ys_[2]^(-params[4]);
-    ys_[10]=params[1]*ys_[3]^(params[1]-1)*ys_[4]^(1-params[1]);
-    ys_[11]=(1-params[1])*ys_[3]^params[1]*ys_[4]^(-params[1]);
-    ys_[9]=ys_[8]*ys_[11];
-    ys_[6]=0;
-    ys_[7]=0;
-    # Auxiliary equations
-end
-end
diff --git a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/output/MonteCarlo.jls b/Examples/DSGE/ML/MonteCarlo/MonteCarlo/output/MonteCarlo.jls
deleted file mode 100644
index 72eb948..0000000
Binary files a/Examples/DSGE/ML/MonteCarlo/MonteCarlo/output/MonteCarlo.jls and /dev/null differ