This is the Progress indicator I need.
I took help from this answer. Gradient color Progress Indicator
This is what I achieved so far.

My Progressbar background drawable is:
<?xml version="1.0" encoding="utf-8"?>
<layer-list xmlns:android="http://schemas.android.com/apk/res/android">
<item android:id="@android:id/background">
<shape>
<corners android:radius="@dimen/_11sdp" />
<solid android:color="@color/cultured" />
</shape>
</item>
<item android:id="@android:id/progress">
<clip android:clipOrientation="horizontal">
<shape android:shape="rectangle">
<corners android:radius="@dimen/_11sdp" />
<gradient
android:endColor="@color/colorPrimary"
android:startColor="@color/deep_peach" />
</shape>
</clip>
</item>
</layer-list>
My Progressbar code is:
<ProgressBar
android:id="@+id/viewLinearProgress"
style="?android:attr/progressBarStyleHorizontal"
android:layout_width="0dp"
android:layout_height="4dp"
android:layout_marginStart="@dimen/_6sdp"
android:layout_marginTop="@dimen/_19sdp"
android:layout_marginEnd="@dimen/_14sdp"
android:progress="60"
android:progressDrawable="@drawable/gradient_progressbar"
app:layout_constraintEnd_toStartOf="@id/tvProgress"
app:layout_constraintStart_toStartOf="parent"
app:layout_constraintTop_toBottomOf="@id/tvMessage" />
The only problem is that - only the Progressbar indicator right side rounded corner is not resolved. The track is ok.
