diff --git a/docs/digital_analog_qc/pulser-basic.md b/docs/digital_analog_qc/pulser-basic.md
index 88ec41b3c..4c7a4e6fe 100644
--- a/docs/digital_analog_qc/pulser-basic.md
+++ b/docs/digital_analog_qc/pulser-basic.md
@@ -99,7 +99,7 @@ At variance with other backends, the Pulser one provides the concept of `Device`
 the Pulser. Check [this](https://pulser.readthedocs.io/en/stable/tutorials/virtual_devices.html) tutorial for more
 information.
 
-A `Device` instance encapsulate all the properties defining a real neutral atoms processor, including but not limited
+A `Device` instance encapsulates all the properties for the definition of a real neutral atoms processor, including but not limited
 to the maximum laser amplitude for the pulses, the maximum distance between two qubits and the maximum duration of the pulse.
 
 Qadence offers a simplified interface with only two devices which are detailed [here](../backends/pulser.md):
@@ -140,7 +140,7 @@ print(sample)
 
 ## Create your own gate
 
-A big advantage of using the block-based interface if `qadence` is that it makes it easy to create complex
+A big advantage of using the block-based interface if  Qadence is that it makes it easy to create complex
 operations from simple ones as a block composition. In the following, we use the entanglement operation as an example.
 
 The operation consists of moving _all_ the qubits to the `X` basis having the atoms' interaction perform a controlled-Z operation
diff --git a/docs/qml/qcl.md b/docs/qml/qcl.md
index c605c0158..a4ee4ebf7 100644
--- a/docs/qml/qcl.md
+++ b/docs/qml/qcl.md
@@ -1,6 +1,6 @@
 This tutorial shows how to apply `qadence` for solving a basic quantum
 machine learning application: fitting a simple function with the
-quantum circuit learning (QCL) [^1] algorithm.
+quantum circuit learning[^1] (QCL) algorithm.
 
 QCL is a supervised quantum machine learning algorithm that uses a
 parametrized quantum neural network to learn the behavior of an arbitrary
diff --git a/mkdocs.yml b/mkdocs.yml
index c7bc2ff43..e691e0686 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -14,17 +14,17 @@ nav:
     - State Conventions: tutorials/state_conventions.md
     - State Initialization: tutorials/state_init.md
     - Arbitrary Hamiltonians: tutorials/hamiltonians.md
-    - Wavefunction Overlaps: tutorials/overlap.md
+    - Wavefunction overlaps: tutorials/overlap.md
     - Serialization: tutorials/serializ_and_prep.md
     - Backends: tutorials/backends.md
 
-  - Digital-Analog Quantum Computing:
+  - Digital-analog quantum computing:
     - digital_analog_qc/daqc-basics.md
     - Digital-Analog Emulation:
       - Basics: digital_analog_qc/analog-basics.md
-      - Solve a QUBO Problem: digital_analog_qc/analog-qubo.md
+      - Solve a QUBO problem: digital_analog_qc/analog-qubo.md
       - Pulse-level programming with Pulser: digital_analog_qc/pulser-basic.md
-    - DAQC Transform:
+    - DAQC transform:
       - CNOT with interacting qubits: digital_analog_qc/daqc-cnot.md
 
   - Variational Quantum Algorithms: