diff --git a/src/readme.md b/src/readme.md
index 6fd87a33..756a98b3 100644
--- a/src/readme.md
+++ b/src/readme.md
@@ -1,9 +1,9 @@
-`model.jl` implements the core Flux API for forward and backward passes.
+`core.jl` implements the core Flux API for forward and backward passes.
 
 The `compiler` folder implements the `@net` macro and some dataflow manipulation (like loop unrolling). The `mxnet` and `tensorflow` folders in `backend` each describe how to run `@net` code on those backends. These are the most involved parts of Flux where the magic-y stuff happens, but everything else is pretty straightforward Julia code.
 
 `layers` is Flux's "standard library" of model parts; layers, activations, cost functions. Most are implemented using `@net`. `control.jl` implements `Chain` and others in pure Julia. `shims.jl` includes some things like convolutions which don't have "real" implementations yet, but can compile to a backend regardless.
 
-`dims` implements the mechanisms for typing batch (and other) dimensions. This is basically standalone.
+`Batches` implements the mechanisms for typing batch (and other) dimensions. This is basically standalone.
 
 `data.jl` and `utils.jl` implement misc utilities.