diff --git a/examples/BuddyLeNet/CMakeLists.txt b/examples/BuddyLeNet/CMakeLists.txt
index 9ea26f00e3..d460d0e345 100644
--- a/examples/BuddyLeNet/CMakeLists.txt
+++ b/examples/BuddyLeNet/CMakeLists.txt
@@ -60,7 +60,7 @@ target_link_directories(buddy-lenet-run PRIVATE ${LLVM_LIBRARY_DIR})
 if(NOT DEFINED BUDDY_ENABLE_PNG)
   message(FATAL_ERROR "To run LeNet inference, the png library is required. Please define BUDDY_ENABLE_PNG for CMake.")
 endif()
-set(BUDDY_LENET_LIBS LENET mlir_c_runner_utils mlir_async_runtime mlir_runner_utils mlir_cuda_runtime ${PNG_LIBRARIES})
+set(BUDDY_LENET_LIBS LENET mlir_c_runner_utils mlir_async_runtime mlir_runner_utils ${PNG_LIBRARIES})
 
 target_link_libraries(buddy-lenet-run ${BUDDY_LENET_LIBS})
 
diff --git a/examples/BuddyLeNet/README.md b/examples/BuddyLeNet/README.md
index bd4efa15f6..8ddab714b4 100644
--- a/examples/BuddyLeNet/README.md
+++ b/examples/BuddyLeNet/README.md
@@ -12,11 +12,47 @@ $ python pytorch-lenet-train.py
 
 ## LeNet Model Inference
 
-0. Activate your python environment.
+### Activate your python environment.
 
-1. Build buddy-mlir
+```bash
+$ conda activate <your env>
+```
+
+### Build LLVM
+
+```bash
+$ cd buddy-mlir
+$ mkdir llvm/build
+$ cd llvm/build
+
+// CPU
+$ cmake -G Ninja ../llvm \
+    -DLLVM_ENABLE_PROJECTS="mlir;clang;openmp" \
+    -DLLVM_TARGETS_TO_BUILD="host;RISCV" \
+    -DLLVM_ENABLE_ASSERTIONS=ON \
+    -DOPENMP_ENABLE_LIBOMPTARGET=OFF \
+    -DCMAKE_BUILD_TYPE=RELEASE \
+    -DMLIR_ENABLE_BINDINGS_PYTHON=ON \
+    -DPython3_EXECUTABLE=$(which python3)
+
+// GPU
+$ cmake -G Ninja ../llvm \
+    -DLLVM_ENABLE_PROJECTS="mlir;clang;openmp" \
+    -DLLVM_TARGETS_TO_BUILD="host;RISCV;NVPTX" \
+    -DMLIR_ENABLE_CUDA_RUNNER=ON \
+    -DLLVM_ENABLE_ASSERTIONS=ON \
+    -DOPENMP_ENABLE_LIBOMPTARGET=OFF \
+    -DCMAKE_BUILD_TYPE=RELEASE \
+    -DMLIR_ENABLE_BINDINGS_PYTHON=ON \
+    -DPython3_EXECUTABLE=$(which python3)
+
+$ ninja check-clang check-mlir omp
+```
+
+### Build buddy-mlir
 
 ```bash
+$ cd buddy-mlir
 $ mkdir build && cd build
 $ cmake -G Ninja .. \
     -DMLIR_DIR=$PWD/../llvm/build/lib/cmake/mlir \
@@ -31,7 +67,7 @@ $ ninja
 $ ninja check-buddy
 ```
 
-2. Set the `PYTHONPATH` environment variable.
+### Set the `PYTHONPATH` environment variable.
 
 Make sure you are in the build directory.
 
@@ -41,13 +77,13 @@ $ export LLVM_MLIR_BUILD_DIR=$PWD/../llvm/build
 $ export PYTHONPATH=${LLVM_MLIR_BUILD_DIR}/tools/mlir/python_packages/mlir_core:${BUDDY_MLIR_BUILD_DIR}/python_packages:${PYTHONPATH}
 ```
 
-3. Set the `LENET_EXAMPLE_PATH` environment variable.
+### Set the `LENET_EXAMPLE_PATH` environment variable.
 
 ```bash
 $ export LENET_EXAMPLE_PATH=${BUDDY_MLIR_BUILD_DIR}/../examples/BuddyLeNet/
 ```
 
-4. Build and run the LeNet example
+### Build and run the LeNet example
 
 ```bash
 $ cmake -G Ninja .. -DBUDDY_LENET_EXAMPLES=ON