diff --git a/.github/workflows/run_windows.yml b/.github/workflows/run_windows.yml
index d4d7c2d03..651347d97 100644
--- a/.github/workflows/run_windows.yml
+++ b/.github/workflows/run_windows.yml
@@ -274,6 +274,11 @@ jobs:
     - name: EEG Metrics CI C# Test
       run: .\csharp-package\brainflow\tests\eeg_metrics\bin\Release\test.exe
       shell: cmd
+    - name: EEG Metrics CI Rust Test
+      run: |
+        cd %GITHUB_WORKSPACE%\rust-package\brainflow
+        cargo run --example=eeg_metrics
+      shell: cmd
     # Start Deploy Stage
     - name: Install Python AWS Tools
       run: |
diff --git a/rust-package/brainflow/examples/eeg_metrics.rs b/rust-package/brainflow/examples/eeg_metrics.rs
new file mode 100644
index 000000000..b51cef2c6
--- /dev/null
+++ b/rust-package/brainflow/examples/eeg_metrics.rs
@@ -0,0 +1,52 @@
+use std::{thread, time::Duration};
+
+use brainflow::{
+    board_shim, brainflow_input_params::BrainFlowInputParamsBuilder,
+    brainflow_model_params::BrainFlowModelParamsBuilder, data_filter, ml_model, BoardIds,
+    BrainFlowClassifiers, BrainFlowMetrics,
+};
+
+fn main() {
+    brainflow::board_shim::enable_dev_board_logger().unwrap();
+    let params = BrainFlowInputParamsBuilder::default().build();
+    let board_id = BoardIds::SyntheticBoard as i32;
+    let board = board_shim::BoardShim::new(board_id, params).unwrap();
+
+    board.prepare_session().unwrap();
+    board.start_stream(45000, "").unwrap();
+    thread::sleep(Duration::from_secs(5));
+    board.stop_stream().unwrap();
+    let data = board.get_board_data(None).unwrap();
+    board.release_session().unwrap();
+
+    let eeg_channels = board_shim::get_eeg_channels(board_id).unwrap();
+    let sampling_rate = board_shim::get_sampling_rate(board_id).unwrap();
+    let mut bands =
+        data_filter::get_avg_band_powers(data, eeg_channels, sampling_rate, true).unwrap();
+    let mut feature_vector = bands.0;
+    feature_vector.append(&mut bands.1);
+    println!("feature_vector: {:?}", feature_vector);
+
+    // calc concentration
+    let concentration_params = BrainFlowModelParamsBuilder::new()
+        .metric(BrainFlowMetrics::Concentration)
+        .classifier(BrainFlowClassifiers::Knn)
+        .build();
+    let concentration = ml_model::MlModel::new(concentration_params).unwrap();
+    concentration.prepare().unwrap();
+    println!(
+        "Concentration: {:?}",
+        concentration.predict(&mut feature_vector)
+    );
+    concentration.release().unwrap();
+
+    // calc relaxation
+    let relaxation_params = BrainFlowModelParamsBuilder::new()
+        .metric(BrainFlowMetrics::Relaxation)
+        .classifier(BrainFlowClassifiers::Regression)
+        .build();
+    let relaxation = ml_model::MlModel::new(relaxation_params).unwrap();
+    relaxation.prepare().unwrap();
+    println!("Relaxation: {:?}", relaxation.predict(&mut feature_vector));
+    relaxation.release().unwrap();
+}
diff --git a/rust-package/brainflow/src/brainflow_model_params.rs b/rust-package/brainflow/src/brainflow_model_params.rs
index 0ab7c30d0..5909c219b 100644
--- a/rust-package/brainflow/src/brainflow_model_params.rs
+++ b/rust-package/brainflow/src/brainflow_model_params.rs
@@ -1,16 +1,43 @@
 use getset::Getters;
-use serde::{Deserialize, Serialize};
+use serde::{ser::SerializeStruct, Serialize};
+
+use crate::{BrainFlowClassifiers, BrainFlowMetrics};
 
 /// Inputs parameters for MlModel.
-#[derive(Debug, Default, PartialEq, Eq, PartialOrd, Ord, Serialize, Deserialize, Getters)]
+#[derive(Debug, Getters)]
 #[getset(get = "pub", set = "pub")]
 pub struct BrainFlowModelParams {
-    metric: usize,
-    classifier: usize,
+    metric: BrainFlowMetrics,
+    classifier: BrainFlowClassifiers,
     file: String,
     other_info: String,
 }
 
+impl Serialize for BrainFlowModelParams {
+    fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
+    where
+        S: serde::Serializer,
+    {
+        let mut state = serializer.serialize_struct("BrainFlowModelParams", 4)?;
+        state.serialize_field("metric", &(self.metric as usize))?;
+        state.serialize_field("classifier", &(self.classifier as usize))?;
+        state.serialize_field("file", &self.file.to_string())?;
+        state.serialize_field("other_info", &self.other_info.to_string())?;
+        state.end()
+    }
+}
+
+impl Default for BrainFlowModelParams {
+    fn default() -> Self {
+        Self {
+            metric: BrainFlowMetrics::Concentration,
+            classifier: BrainFlowClassifiers::Knn,
+            file: Default::default(),
+            other_info: Default::default(),
+        }
+    }
+}
+
 /// Builder for [BrainFlowModelParams].
 #[derive(Default)]
 pub struct BrainFlowModelParamsBuilder {
@@ -24,13 +51,13 @@ impl BrainFlowModelParamsBuilder {
     }
 
     /// Metric to calculate.
-    pub fn metric(mut self, metric: usize) -> Self {
+    pub fn metric(mut self, metric: BrainFlowMetrics) -> Self {
         self.params.metric = metric;
         self
     }
 
     /// Classifier to use.
-    pub fn classifier(mut self, classifier: usize) -> Self {
+    pub fn classifier(mut self, classifier: BrainFlowClassifiers) -> Self {
         self.params.classifier = classifier;
         self
     }
diff --git a/rust-package/brainflow/src/data_filter.rs b/rust-package/brainflow/src/data_filter.rs
index db60df109..6c5e4af3b 100644
--- a/rust-package/brainflow/src/data_filter.rs
+++ b/rust-package/brainflow/src/data_filter.rs
@@ -1,7 +1,5 @@
 use getset::Getters;
-use ndarray::{
-    Array1, Array2, Array3, ArrayBase, ArrayView2, AsArray, Ix2, SliceInfo, SliceInfoElem,
-};
+use ndarray::{Array1, Array2, Array3, ArrayBase};
 use num::Complex;
 use num_complex::Complex64;
 use std::os::raw::c_int;
@@ -490,33 +488,26 @@ pub fn get_psd_welch(
 }
 
 /// Calculate avg and stddev of BandPowers across all channels, bands are 1-4,4-8,8-13,13-30,30-50.
-pub fn get_avg_band_powers<'a, Data>(
-    data: Data,
+pub fn get_avg_band_powers(
+    data: Array2<f64>,
     eeg_channels: Vec<usize>,
     sampling_rate: usize,
     apply_filters: bool,
-) -> Result<(Vec<f64>, Vec<f64>)>
-where
-    Data: AsArray<'a, f64, Ix2>,
-{
-    let data = data.into();
-    let data: ArrayView2<f64> = unsafe {
-        data.slice(
-            SliceInfo::new(
-                eeg_channels
-                    .into_iter()
-                    .map(|c| SliceInfoElem::Index(c as isize))
-                    .collect::<Vec<SliceInfoElem>>(),
-            )
-            .unwrap(),
-        )
-    };
+) -> Result<(Vec<f64>, Vec<f64>)> {
     let shape = data.shape();
-    let (rows, cols) = (shape[0], shape[1]);
+    let (rows, cols) = (eeg_channels.len(), shape[1]);
+    let mut raw_data = data
+        .outer_iter()
+        .enumerate()
+        .filter(|(i, _)| eeg_channels.contains(i))
+        .map(|(_, x)| x)
+        .flatten()
+        .copied()
+        .collect::<Vec<f64>>();
 
     let mut avg_band_powers = Vec::with_capacity(5);
     let mut stddev_band_powers = Vec::with_capacity(5);
-    let mut raw_data: Vec<&f64> = data.iter().collect();
+
     let res = unsafe {
         data_handler::get_avg_band_powers(
             raw_data.as_mut_ptr() as *mut c_double,
diff --git a/rust-package/brainflow/src/ffi/board_controller.rs b/rust-package/brainflow/src/ffi/board_controller.rs
index 5da6e89d0..195111e3d 100644
--- a/rust-package/brainflow/src/ffi/board_controller.rs
+++ b/rust-package/brainflow/src/ffi/board_controller.rs
@@ -2,7 +2,6 @@
 
 #![allow(non_camel_case_types)]
 
-
 extern "C" {
     pub fn get_board_descr(
         board_id: ::std::os::raw::c_int,
diff --git a/rust-package/brainflow/src/ffi/data_handler.rs b/rust-package/brainflow/src/ffi/data_handler.rs
index e6cc0bc90..2bf53fab6 100644
--- a/rust-package/brainflow/src/ffi/data_handler.rs
+++ b/rust-package/brainflow/src/ffi/data_handler.rs
@@ -2,7 +2,6 @@
 
 #![allow(non_camel_case_types)]
 
-
 extern "C" {
     pub fn perform_lowpass(
         data: *mut f64,
diff --git a/rust-package/brainflow/src/ffi/ml_model.rs b/rust-package/brainflow/src/ffi/ml_model.rs
index dec005a11..023c7558f 100644
--- a/rust-package/brainflow/src/ffi/ml_model.rs
+++ b/rust-package/brainflow/src/ffi/ml_model.rs
@@ -2,7 +2,6 @@
 
 #![allow(non_camel_case_types)]
 
-
 extern "C" {
     pub fn prepare(json_params: *const ::std::os::raw::c_char) -> ::std::os::raw::c_int;
 }
diff --git a/rust-package/brainflow/src/lib.rs b/rust-package/brainflow/src/lib.rs
index ccf7c8f38..d489ba005 100644
--- a/rust-package/brainflow/src/lib.rs
+++ b/rust-package/brainflow/src/lib.rs
@@ -31,6 +31,8 @@ pub use ffi::constants::BoardIds;
 pub use ffi::constants::BrainFlowClassifiers;
 /// Enum to store all Brainflow Exit Codes.
 pub use ffi::constants::BrainFlowExitCodes;
+/// Enum to store BrainFlow metrics
+pub use ffi::constants::BrainFlowMetrics;
 /// Enum to store all supported Detrend Operations.
 pub use ffi::constants::DetrendOperations;
 /// Enum to store all supported Filter Types.