make linear regression the quickstart notebook

bayesflow-org · Feb 12, 2025 · 400509d · 400509d
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diff --git a/README.md b/README.md
@@ -93,12 +93,12 @@ conda env create --file environment.yaml --name bayesflow
 
 Check out some of our walk-through notebooks below. We are actively working on porting all notebooks to the new interface so more will be available soon!
 
-1. [Two moons starter toy example](examples/TwoMoons_StarterNotebook.ipynb)
-2. [Linear regression](examples/Linear_Regression.ipynb)
+1. [Linear regression starter example](examples/Linear_Regression.ipynb)
+2. [Two moons](examples/TwoMoons_StarterNotebook.ipynb)
 3. [Bayesian experimental design](examples/Bayesian_Experimental_Design.ipynb)
 4. [SIR model with custom summary network](examples/SIR_PosteriorEstimation.ipynb)
 5. [Hyperparameter optimization](examples/Hyperparameter_Optimization.ipynb)
-6. Coming soon...
+6. More coming soon...
 
 ## Documentation \& Help
 

diff --git a/examples/Linear_Regression.ipynb b/examples/Linear_Regression.ipynb
diff --git a/examples/Quickstart_Amortized_Posterior_Estimation.ipynb b/examples/Quickstart_Amortized_Posterior_Estimation.ipynb