Hope your are expecting the language to be changes while using the app. Let you try the below implementations.
As detailed by Gunhan Sancar, create a global class like this:
public class LocaleHelper {
  private static final String SELECTED_LANGUAGE = "Locale.Helper.Selected.Language";
  public static void onCreate(Context context) {
    String lang = getPersistedData(context, Locale.getDefault().getLanguage());
    setLocale(context, lang);
  }
  public static void onCreate(Context context, String defaultLanguage) {
    String lang = getPersistedData(context, defaultLanguage);
    setLocale(context, lang);
  }
  public static String getLanguage(Context context) {
    return getPersistedData(context, Locale.getDefault().getLanguage());
  }
  public static void setLocale(Context context, String language) {
    persist(context, language);
    updateResources(context, language);
  }
  private static String getPersistedData(Context context, String defaultLanguage) {
    SharedPreferences preferences = PreferenceManager.getDefaultSharedPreferences(context);
    return preferences.getString(SELECTED_LANGUAGE, defaultLanguage);
  }
  private static void persist(Context context, String language) {
    SharedPreferences preferences = PreferenceManager.getDefaultSharedPreferences(context);
    SharedPreferences.Editor editor = preferences.edit();
    editor.putString(SELECTED_LANGUAGE, language);
    editor.apply();
  }
  private static void updateResources(Context context, String language) {
    Locale locale = new Locale(language);
    Locale.setDefault(locale);
    Resources resources = context.getResources();
    Configuration configuration = resources.getConfiguration();
    configuration.locale = locale;
    resources.updateConfiguration(configuration, resources.getDisplayMetrics());
  }
}
Then wherever you need just use the below lines to change. Probably in your language selection listener. 
LocaleHelper.setLocale(mContext, "ta"); // For Tamil
LocaleHelper.setLocale(mContext, "en"); // For English
LocaleHelper.setLocale(mContext, "zh"); // in your case
Store the language selection in the Shared preference and use it for future change.
Hope it helps. Let me know for queries.