chore: lowercase for filenames

docs/user/tutorial/compilation_artifacts.md

@@ -12,7 +12,7 @@ def f(x):
     return np.sin(x)
 ```
 
-This function fails to compile because **Concrete Framework** doesn't support floating point outputs. When you try to compile it (you might want to check [this](../basics/COMPILING_AND_EXECUTING.md) to see how you can do that), an exception will be raised and the artifacts will be exported automatically.
+This function fails to compile because **Concrete Framework** doesn't support floating point outputs. When you try to compile it (you might want to check [this](../basics/compiling_and_executing.md) to see how you can do that), an exception will be raised and the artifacts will be exported automatically.
 
 ### environment.txt
 
@@ -226,7 +226,7 @@ This file contains information about the bounds of the final computation graph o
 %3 :: [32, 125]
 ```
 
-You can learn what bounds are [here](../../dev/explanation/TERMINOLOGY_AND_STRUCTURE.md).
+You can learn what bounds are [here](../../dev/explanation/terminology_and_structure.md).
 
 ### mlir.txt
 
@@ -245,4 +245,4 @@ module  {
 
 ```
 
-You can learn more about MLIR [here](../../dev/explanation/MLIR.md).
+You can learn more about MLIR [here](../../dev/explanation/mlir.md).

docs/user/tutorial/index.rst

@@ -4,9 +4,9 @@ Tutorial
 .. toctree::
    :maxdepth: 1
 
-   COMPILING_TORCH_MODEL.md
-   TABLE_LOOKUP.md
-   WORKING_WITH_FLOATING_POINTS.md
-   INDEXING.md
-   MACHINE_LEARNING_TOOLS.md
-   COMPILATION_ARTIFACTS.md
+   compiling_torch_model.md
+   table_lookup.md
+   working_with_floating_points.md
+   indexing.md
+   machine_learning_tools.md
+   compilation_artifacts.md

docs/user/tutorial/table_lookup.md

@@ -1,6 +1,6 @@
 # Table Lookup
 
-In this tutorial, we are going to go over the ways to perform direct table lookups in **Concrete Framework**. Please read [Compiling and Executing](../basics/COMPILING_AND_EXECUTING.md) before reading further to see how you can compile the functions below.
+In this tutorial, we are going to go over the ways to perform direct table lookups in **Concrete Framework**. Please read [Compiling and Executing](../basics/compiling_and_executing.md) before reading further to see how you can compile the functions below.
 
 ## Direct table lookup
 
@@ -78,7 +78,7 @@ Basically, we applied `squared` table to the first column and `cubed` to the sec
 
 ## Fused table lookup
 
-Direct tables are tedious to prepare by hand. When possible, **Concrete Framework** fuses the floating point operations into table lookups automatically. There are some limitations on fusing operations, which you can learn more about on the next tutorial, [Working With Floating Points](./WORKING_WITH_FLOATING_POINTS.md).
+Direct tables are tedious to prepare by hand. When possible, **Concrete Framework** fuses the floating point operations into table lookups automatically. There are some limitations on fusing operations, which you can learn more about on the next tutorial, [Working With Floating Points](./working_with_floating_points.md).
 
 Here is an example function that results in fused table lookup:
 

docs/user/tutorial/working_with_floating_points.md

@@ -26,7 +26,7 @@ assert circuit.run(60) == f(60)
 print("All good!")
 ```
 
-One can look to [numpy supported functions](../howto/NUMPY_SUPPORT.md) for information about possible float operations.
+One can look to [numpy supported functions](../howto/numpy_support.md) for information about possible float operations.
 
 
 ## Limitations
@@ -37,4 +37,4 @@ This biggest one is that, because floating point operations are fused into table
 
 To give a precise example, `100 - np.fabs(50 * (np.sin(x) + np.sin(y)))` cannot be compiled because the floating point part depends on both `x` and `y` (i.e., it cannot be rewritten in the form `100 - table[z]` for a `z` that could be computed easily from `x` and `y`).
 
-To dive into implementation details, you may refer to [Fusing Floating Point Operations](../../dev/explanation/FLOAT-FUSING.md) document.
+To dive into implementation details, you may refer to [Fusing Floating Point Operations](../../dev/explanation/float-fusing.md) document.