diff --git a/nntrainer/opencl/opencl_buffer.cpp b/nntrainer/opencl/opencl_buffer.cpp
index 0fae39db2f..1614f3e622 100644
--- a/nntrainer/opencl/opencl_buffer.cpp
+++ b/nntrainer/opencl/opencl_buffer.cpp
@@ -32,7 +32,7 @@ Buffer::Buffer(ContextManager &context_manager, int size_in_bytes,
   cl_context context = context_manager.GetContext();
   cl_mem_flags flags = read_only ? CL_MEM_READ_ONLY : CL_MEM_READ_WRITE;
   if (data) {
-    flags |= CL_MEM_COPY_HOST_PTR;
+    flags |= CL_MEM_USE_HOST_PTR;
   }
   cl_int error_code;
 
@@ -105,6 +105,18 @@ bool Buffer::ReadData(CommandQueueManager &command_queue_inst, void *data) {
   return command_queue_inst.EnqueueReadBuffer(mem_buf_, size_, data);
 }
 
+void *Buffer::MapBuffer(CommandQueueManager &command_queue_inst,
+                        size_t offset_in_bytes, size_t size_in_bytes,
+                        bool read_only, bool async) {
+  return command_queue_inst.EnqueueMapBuffer(mem_buf_, offset_in_bytes,
+                                             size_in_bytes, read_only, async);
+}
+
+bool Buffer::UnMapBuffer(CommandQueueManager &command_queue_inst,
+                         void *mapped_ptr) {
+  return command_queue_inst.EnqueueUnmapMemObject(mem_buf_, mapped_ptr);
+}
+
 /**
  * @brief Release OpenCL buffer
  *
diff --git a/nntrainer/opencl/opencl_buffer.h b/nntrainer/opencl/opencl_buffer.h
index 11e2e7c10b..031efe5cbf 100644
--- a/nntrainer/opencl/opencl_buffer.h
+++ b/nntrainer/opencl/opencl_buffer.h
@@ -114,6 +114,30 @@ class Buffer {
    * @return true if successful read or false otherwise
    */
   bool ReadData(CommandQueueManager &command_queue_inst, void *data);
+
+  /**
+   * @brief Mapping buffer to host memory
+   *
+   * @param command_queue_inst reference of command queue instance
+   * @param offset_in_bytes offset of the region in the buffer object that is
+   * being mapped
+   * @param size_in_bytes size of the buffer object that is being mapped
+   * @param read_only flag for read only mapping
+   * @param async flag for asynchronous operation
+   * @return void* pointer to the mapped region
+   */
+  void *MapBuffer(CommandQueueManager &command_queue_inst,
+                  size_t offset_in_bytes, size_t size_in_bytes, bool read_only,
+                  bool async = false);
+
+  /**
+   * @brief Un-mapping buffer from host memeory
+   *
+   * @param command_queue_inst reference of command queue instance
+   * @param mapped_ptr pointer to the mapped region
+   * @return true if unmap is successful
+   */
+  bool UnMapBuffer(CommandQueueManager &command_queue_inst, void *mapped_ptr);
 };
 } // namespace nntrainer::opencl
 #endif // __OPENCL_BUFFER_H__
diff --git a/nntrainer/opencl/opencl_command_queue_manager.cpp b/nntrainer/opencl/opencl_command_queue_manager.cpp
index 109d83e78a..e1bffa9f28 100644
--- a/nntrainer/opencl/opencl_command_queue_manager.cpp
+++ b/nntrainer/opencl/opencl_command_queue_manager.cpp
@@ -160,6 +160,68 @@ bool CommandQueueManager::EnqueueWriteBuffer(cl_mem buffer,
   return true;
 }
 
+/**
+ * @brief Mapping a region of a buffer object into the host address space
+ *
+ * @param buffer cl_mem buffer object
+ * @param offset_in_bytes offset of the region in the buffer object that is
+ * being mapped
+ * @param size_in_bytes size of the buffer object that is being mapped
+ * @param read_only flag for read only mapping
+ * @param async flag for asynchronous operation
+ * @param event Object that identifies this command and can be used to query
+ * or wait for this command to complete
+ * @return void* pointer to the mapped region
+ */
+void *CommandQueueManager::EnqueueMapBuffer(cl_mem buffer,
+                                            size_t offset_in_bytes,
+                                            size_t size_in_bytes,
+                                            bool read_only, bool async,
+                                            cl_event *event) {
+  // managing synchronization
+  const cl_bool blocking = async ? CL_FALSE : CL_TRUE;
+  // managing read/write flags
+  const cl_map_flags map_flag = read_only ? CL_MAP_READ : CL_MAP_WRITE;
+
+  cl_int error_code;
+
+  void *host_mem_buf = clEnqueueMapBuffer(
+    command_queue_, buffer, blocking, map_flag, offset_in_bytes, size_in_bytes,
+    0, nullptr, event, &error_code);
+
+  if (error_code != CL_SUCCESS) {
+    ml_loge(
+      "Failed to map buffer to host memory(clEnqueueMapBuffer). OpenCL error "
+      "code: %d",
+      error_code);
+    return nullptr;
+  }
+  return host_mem_buf;
+}
+
+/**
+ * @brief Mapping a region of a buffer object into the host address space
+ *
+ * @param buffer cl_mem buffer object
+ * @param mapped_ptr pointer to the mapped region
+ * @param event Object that identifies this command and can be used to query
+ * or wait for this command to complete
+ * @return true if unmap is successful
+ */
+bool CommandQueueManager::EnqueueUnmapMemObject(cl_mem buffer, void *mapped_ptr,
+                                                cl_event *event) {
+  cl_int error_code = clEnqueueUnmapMemObject(command_queue_, buffer,
+                                              mapped_ptr, 0, nullptr, event);
+  if (error_code != CL_SUCCESS) {
+    ml_loge("Failed to unmap buffer from host memory(clEnqueueUnmapMemObject). "
+            "OpenCL error "
+            "code: %d",
+            error_code);
+    return false;
+  }
+  return true;
+}
+
 /**
  * @brief Function to initiate execution of the command queue.
  *
diff --git a/nntrainer/opencl/opencl_command_queue_manager.h b/nntrainer/opencl/opencl_command_queue_manager.h
index 1e98f202f5..8f9965e654 100644
--- a/nntrainer/opencl/opencl_command_queue_manager.h
+++ b/nntrainer/opencl/opencl_command_queue_manager.h
@@ -85,6 +85,35 @@ class CommandQueueManager {
   bool EnqueueWriteBuffer(cl_mem buffer, size_t size_in_bytes, const void *data,
                           bool async = false);
 
+  /**
+   * @brief Mapping a region of a buffer object into the host address space
+   *
+   * @param buffer cl_mem buffer object
+   * @param offset_in_bytes offset of the region in the buffer object that is
+   * being mapped
+   * @param size_in_bytes size of the buffer object that is being mapped
+   * @param read_only flag for read only mapping
+   * @param async flag for asynchronous operation
+   * @param event Object that identifies this command and can be used to query
+   * or wait for this command to complete
+   * @return void* pointer to the mapped region
+   */
+  void *EnqueueMapBuffer(cl_mem buffer, size_t offset_in_bytes,
+                         size_t size_in_bytes, bool read_only,
+                         bool async = false, cl_event *event = nullptr);
+
+  /**
+   * @brief Un-mapping a buffer object from the host address space
+   *
+   * @param buffer cl_mem buffer object
+   * @param mapped_ptr pointer to the mapped region
+   * @param event Object that identifies this command and can be used to query
+   * or wait for this command to complete
+   * @return true if unmap is successful
+   */
+  bool EnqueueUnmapMemObject(cl_mem buffer, void *mapped_ptr,
+                             cl_event *event = nullptr);
+
   /**
    * @brief Function to initiate execution of the command queue.
    *
diff --git a/nntrainer/opencl/opencl_loader.cpp b/nntrainer/opencl/opencl_loader.cpp
index 34101b6a4c..e3cf3e73c2 100644
--- a/nntrainer/opencl/opencl_loader.cpp
+++ b/nntrainer/opencl/opencl_loader.cpp
@@ -73,6 +73,8 @@ void LoadOpenCLFunctions(void *libopencl) {
   LoadFunction(clCreateBuffer);
   LoadFunction(clEnqueueWriteBuffer);
   LoadFunction(clEnqueueReadBuffer);
+  LoadFunction(clEnqueueMapBuffer);
+  LoadFunction(clEnqueueUnmapMemObject);
   LoadFunction(clCreateProgramWithSource);
   LoadFunction(clCreateProgramWithBinary);
   LoadFunction(clBuildProgram);
@@ -98,6 +100,8 @@ PFN_clCreateCommandQueue clCreateCommandQueue;
 PFN_clCreateBuffer clCreateBuffer;
 PFN_clEnqueueWriteBuffer clEnqueueWriteBuffer;
 PFN_clEnqueueReadBuffer clEnqueueReadBuffer;
+PFN_clEnqueueMapBuffer clEnqueueMapBuffer;
+PFN_clEnqueueUnmapMemObject clEnqueueUnmapMemObject;
 PFN_clCreateProgramWithSource clCreateProgramWithSource;
 PFN_clCreateProgramWithBinary clCreateProgramWithBinary;
 PFN_clBuildProgram clBuildProgram;
diff --git a/nntrainer/opencl/opencl_loader.h b/nntrainer/opencl/opencl_loader.h
index 99142d5b12..0aa2a5cfd6 100644
--- a/nntrainer/opencl/opencl_loader.h
+++ b/nntrainer/opencl/opencl_loader.h
@@ -72,6 +72,21 @@ typedef cl_int(CL_API_CALL *PFN_clEnqueueReadBuffer)(
   void * /**< ptr */, cl_uint /**< num_events_in_wait_list */,
   const cl_event * /**< event_wait_list */, cl_event * /**< event */);
 
+typedef void *(CL_API_CALL *PFN_clEnqueueMapBuffer)(
+  cl_command_queue /**< command_queue */, cl_mem /**< buffer */,
+  cl_bool /**< blocking_map */, cl_map_flags /**< map_flags */,
+  size_t /**< offset */, size_t /**< size */,
+  cl_uint /**< num_events_in_wait_list */,
+  const cl_event * /**< event_wait_list */, cl_event * /**< event */,
+  cl_int * /**< errcode_ret */
+);
+
+typedef cl_int(CL_API_CALL *PFN_clEnqueueUnmapMemObject)(
+  cl_command_queue /**< command_queue */, cl_mem /**< memobj */,
+  void * /**< mapped_ptr */, cl_uint /**< num_events_in_wait_list */,
+  const cl_event * /**< event_wait_list */, cl_event * /**< event */
+);
+
 typedef cl_program(CL_API_CALL *PFN_clCreateProgramWithSource)(
   cl_context /**< context */, cl_uint /**< count */,
   const char ** /**< strings */, const size_t * /**< lengths */,
@@ -144,6 +159,8 @@ extern PFN_clCreateCommandQueue clCreateCommandQueue;
 extern PFN_clCreateBuffer clCreateBuffer;
 extern PFN_clEnqueueWriteBuffer clEnqueueWriteBuffer;
 extern PFN_clEnqueueReadBuffer clEnqueueReadBuffer;
+extern PFN_clEnqueueMapBuffer clEnqueueMapBuffer;
+extern PFN_clEnqueueUnmapMemObject clEnqueueUnmapMemObject;
 extern PFN_clCreateProgramWithSource clCreateProgramWithSource;
 extern PFN_clCreateProgramWithBinary clCreateProgramWithBinary;
 extern PFN_clBuildProgram clBuildProgram;