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Co-authored-by: Roland-djee <[email protected]>

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

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

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: