docs(frontend): fix punctuation

Co-authored-by: yuxizama <[email protected]>

frontends/concrete-python/examples/tfhers-ml/README.md

@@ -1,58 +1,58 @@
-# TFHE-rs Interoperability Example
+# TFHE-rs interoperability example
 
 This is a similar example to the [first TFHE-rs example](../tfhers/), except that it uses tensors and run a linear ML model. It also uses quantization.
 
 ## Make tmpdir
 
-We want to setup a temporary working directory first
+We want to setup a temporary working directory first:
 
 ```sh
 export TDIR=`mktemp -d`
 ```
 
 ## KeyGen
 
-First we need to build the TFHE-rs utility in [this directory](../../tests/tfhers-utils/) by running
+First we need to build the TFHE-rs utility in [this directory](../../tests/tfhers-utils/) by running the following:
 
 ```sh
 cd ../../tests/tfhers-utils/
 make build
 cd -
 ```
 
-Then we can generate keys in two different ways. You only need to run one of the following methods
+Then we can generate keys in two different ways. You only need to run one of the following methods.
 
 #### Generate the Secret Key in Concrete
 
-We start by doing keygen in Concrete
+We start by doing keygen in Concrete:
 
 ```sh
 python example.py keygen -o $TDIR/concrete_sk -k $TDIR/concrete_keyset
 ```
 
-Then we do a partial keygen in TFHE-rs
+Then we do a partial keygen in TFHE-rs:
 
 ```sh
 ../../tests/tfhers-utils/target/release/tfhers_utils keygen --lwe-sk $TDIR/concrete_sk --output-lwe-sk $TDIR/tfhers_sk -c $TDIR/tfhers_client_key -s $TDIR/tfhers_server_key
 ```
 
 #### Generate the Secret Key in TFHE-rs
 
-We start by doing keygen in TFHE-rs
+We start by doing keygen in TFHE-rs:
 
 ```sh
 ../../tests/tfhers-utils/target/release/tfhers_utils keygen --output-lwe-sk $TDIR/tfhers_sk -c $TDIR/tfhers_client_key -s $TDIR/tfhers_server_key
 ```
 
-Then we do a partial keygen in Concrete.
+Then we do a partial keygen in Concrete:
 
 ```sh
 python example.py keygen -s $TDIR/tfhers_sk -o $TDIR/concrete_sk -k $TDIR/concrete_keyset
 ```
 
 ## Quantize values
 
-We need to quantize floating point inputs using a pre-built quantizer for our ML model
+We need to quantize floating point inputs using a pre-built quantizer for our ML model:
 
 ```sh
 ../../tests/tfhers-utils/target/release/tfhers_utils quantize --value=5.1,3.5,1.4,0.2,4.9,3,1.4,0.2,4.7,3.2,1.3,0.2,4.6,3.1,1.5,0.2,5,3.6,1.4,0.2 --config ./input_quantizer.json -o $TDIR/quantized_values
@@ -87,15 +87,15 @@ python -c "print(','.join(map(lambda x: str(x << 10), [$(cat $TDIR/result_plaint
 
 ## Dequantize values
 
-We need to dequantize integer outputs using a pre-built quantizer for our ML model
+We need to dequantize integer outputs using a pre-built quantizer for our ML model:
 
 ```sh
 ../../tests/tfhers-utils/target/release/tfhers_utils dequantize --value=$(cat $TDIR/rescaled_plaintext) --shape=5,3 --config ./output_quantizer.json
 ```
 
 ## Compute error
 
-We compare the output to the expected result
+We compare the output to the expected result:
 
 ```sh
 python compute_error.py --plaintext-file "$TDIR/rescaled_plaintext" --quantized-predictions-file "test_values.json"

frontends/concrete-python/examples/tfhers/README.md

@@ -1,50 +1,50 @@
-# TFHE-rs Interoperability Example
+# TFHE-rs interoperability example
 
 This is the full execution for the example explained in the [TFHE-rs Interoperability Guide](../../../../docs/guides/tfhers) (use case 1). You can find the TFHE-rs code [here](../../tests/tfhers-utils/src/main.rs), while the Python code is under this direcotry [here](example.py). Both are CLI tools, so that we can execute the example step by step. You can refer to the code at every step to see how it's implemented.
 
 ## Make tmpdir
 
-We want to setup a temporary working directory first
+We want to setup a temporary working directory first:
 
 ```sh
 export TDIR=`mktemp -d`
 ```
 
 ## KeyGen
 
-First we need to build the TFHE-rs utility in [this directory](../../tests/tfhers-utils/) by running
+First we need to build the TFHE-rs utility in [this directory](../../tests/tfhers-utils/) by running the following:
 
 ```sh
 cd ../../tests/tfhers-utils/
 make build
 cd -
 ```
 
-Then we can generate keys in two different ways. You only need to run one of the following methods
+Then we can generate keys in two different ways. You only need to run one of the following methods.
 
 #### Generate the Secret Key in Concrete
 
-We start by doing keygen in Concrete
+We start by doing keygen in Concrete:
 
 ```sh
 python example.py keygen -o $TDIR/concrete_sk -k $TDIR/concrete_keyset
 ```
 
-Then we do a partial keygen in TFHE-rs
+Then we do a partial keygen in TFHE-rs:
 
 ```sh
 ../../tests/tfhers-utils/target/release/tfhers_utils keygen --lwe-sk $TDIR/concrete_sk --output-lwe-sk $TDIR/tfhers_sk -c $TDIR/tfhers_client_key -s $TDIR/tfhers_server_key
 ```
 
 #### Generate the Secret Key in TFHE-rs
 
-We start by doing keygen in TFHE-rs
+We start by doing keygen in TFHE-rs:
 
 ```sh
 ../../tests/tfhers-utils/target/release/tfhers_utils keygen --output-lwe-sk $TDIR/tfhers_sk -c $TDIR/tfhers_client_key -s $TDIR/tfhers_server_key
 ```
 
-Then we do a partial keygen in Concrete.
+Then we do a partial keygen in Concrete:
 
 ```sh
 python example.py keygen -s $TDIR/tfhers_sk -o $TDIR/concrete_sk -k $TDIR/concrete_keyset