Fix broken links

docs/faq.qmd

@@ -24,32 +24,32 @@ The sampler used is automatically selected given the type of variables used in t
 For inference, Bambi supports both MCMC and variational inference. 
 MCMC is the default, but you can specify variational inference by passing 
 `inference_method='vi'` to `Model.fit()`.
-Bambi also supports multiple backends for MCMC, including NumPyro, and BlackJax
-(see API for "fit" method for more details [here](https://bambinos.github.io/bambi/api_reference.html).
+Bambi also supports multiple backends for MCMC, including NumPyro, and BlackJax. 
+See API for "fit" method for more details [here](https://bambinos.github.io/bambi/api/Model.html#bambi.Model.fit).
 
 ### Can inference in Bambi be sped up using GPUs/TPUs?
 
 Yes, Bambi supports inference on GPUs and TPUs using the numpyro and blackjax backends. 
 See the API for "fit" method for more details 
-[here](https://bambinos.github.io/bambi/api_reference.html).
+[here](https://bambinos.github.io/bambi/api/Model.html#bambi.Model.fit).
 
 ## Model Specification Questions
 
 ### My data has a non-normal distributions, can I still use Bambi?
 
 Yes, Bambi supports a wide range of distributions which can be specified using the "family"
 argument to the "Model". You can find examples of how to specify these distributions 
-in the [Bambi examples](https://bambinos.github.io/bambi/examples.html).
+in the [Bambi examples](https://bambinos.github.io/bambi/notebooks/).
 
 ### How do I find out what priors are available?
 
 You can use any valid PyMC distribution as a prior. 
 You can find a list of all the distributions available in PyMC [here](https://www.pymc.io/projects/docs/en/stable/api/distributions.html).
-You can also find examples of how to specify priors in the [Bambi examples](https://bambinos.github.io/bambi/examples.html),
+You can also find examples of how to specify priors in the [Bambi examples](https://bambinos.github.io/bambi/notebooks/),
  and in the [Getting Started Guide](https://bambinos.github.io/bambi/notebooks/getting_started.html#Specifying-priors).
 
 ### Does bambi come with pre-specified regression models?
 
 To allow building of bespoke models, Bambi does not come with pre-specified regression models.
 However, you can find examples of how to specify models in the 
-[Bambi examples](https://bambinos.github.io/bambi/examples.html).
+[Bambi examples](https://bambinos.github.io/bambi/notebooks/).