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    AI enabled acoustic object detection system

    TinyML
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    • S
      sanal143 last edited by sanal143

      I'm developing an audio classification project with four classes using an RNN with LSTM. While the model performs well in classifying audio in silent environments, it struggles with noisy situations like crowds or disturbances. How can I train the model more robustly to accurately predict classifications in such challenging environments?

      salmanfaris 1 Reply Last reply Reply Quote 0
      • salmanfaris
        salmanfaris @sanal143 last edited by

        Hi @sanal143, Welcome to the MakerGram community ✨.

        Does your training data contain noise data similar to the data you are inferencing? and May I know, what kind of hardware you are using to run the model. Thanks

        1 Reply Last reply Reply Quote 0
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        • @salmanfaris Thank you Salman, This solution worked for me.

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        • @Abhay Can you try one more method

          Downloaded both boards, “Seeed nRF52 Boards” and “Seeed nRF52 mbed-enabled Boards.”

          Copy the adafruit-nrfutil from

          /Users/<user>/Library/Arduino15/packages/Seeeduino/hardware/mbed/2.9.2/tools/adafruit-nrfutil/macos/adafruit-nrfutil

          to

          /Users/<user>/Library/Arduino15/packages/Seeeduino/hardware/nrf52/1.1.8/tools/adafruit-nrfutil/macos/adafruit-nrfutil

          Then chmod -x the copied file

          Please check and let me know. Src

          • read more
        • @salmanfaris

          I was using "Seeed nRF52 Boards: 1.1.8" and the issue was there. Followed the steps and installed the packages and board you mentioned and the issue is still there. I changed the board from Seeed nRF to Adafruit nRF and issue is also showing for Adafruit nRF

          • read more
        • @Abhay said in Compilation Error for Seeed XIAO nRF52840 Sense in Arduino IDE on macOS:

          Seeed nRF52 mbed-enabled Boards: 2.9.2
          Seeed nRF52 Boards: 1.1.8

          @Abhay, are you getting the error while selecting both boards? You can also try using "Seeed nRF52 Boards: 1.1.8".

          Since it's nRF series can you try to install the - adafruit-nrfutil pip package and see!

          also try to install - Adafruit Feather nRF52 using board manager and check again.

          • read more
        • Compilation Error for Seeed XIAO nRF52840 Sense in Arduino IDE on macOS

          Hi everyone,

          I am encountering an issue when compiling a program for the Seeed XIAO nRF52840 Sense in the Arduino IDE on macOS. Below are the details of the problem:

          System Details: Mac Model: MacBook Air M2 macOS Version: Sequoia 15.2 Arduino IDE Version: 2.3.4 Locale: UTF-8 (already configured) Board manager details: Additional board Manager URL: https://files.seeedstudio.com/arduino/package_seeeduino_boards_index.json Board installed: Seeed nRF52 mbed-enabled Boards: 2.9.2 Seeed nRF52 Boards: 1.1.8 Steps to Reproduce: Open Arduino IDE on macOS. Use the default program:// the setup function runs once when you press reset or power the board void setup() { // initialize digital pin LED_BUILTIN as an output. pinMode(LED_BUILTIN, OUTPUT); } // the loop function runs over and over again forever void loop() { digitalWrite(LED_BUILTIN, HIGH); // turn the LED on (HIGH is the voltage level) delay(1000); // wait for a second digitalWrite(LED_BUILTIN, LOW); // turn the LED off by making the voltage LOW delay(1000); // wait for a second } Select Seeed XIAO nRF52840 Sense as the board. Click on "Verify" or "Compile." Observed Behavior:

          The compilation fails with the following error:

          Traceback (most recent call last): File "__main__.py", line 317, in <module> File "click/core.py", line 1134, in __call__ File "click/core.py", line 1040, in main File "click/_unicodefun.py", line 100, in _verify_python_env RuntimeError: Click will abort further execution because Python was configured to use ASCII as encoding for the environment. Consult https://click.palletsprojects.com/unicode-support/ for mitigation steps. This system lists some UTF-8 supporting locales that you can pick from. The following suitable locales were discovered: af_ZA.UTF-8, am_ET.UTF-8, be_BY.UTF-8, bg_BG.UTF-8, ca_ES.UTF-8, cs_CZ.UTF-8, da_DK.UTF-8, de_AT.UTF-8, de_CH.UTF-8, de_DE.UTF-8, el_GR.UTF-8, en_AU.UTF-8, en_CA.UTF-8, en_GB.UTF-8, en_IE.UTF-8, en_NZ.UTF-8, en_US.UTF-8, es_ES.UTF-8, et_EE.UTF-8, eu_ES.UTF-8, fi_FI.UTF-8, fr_BE.UTF-8, fr_CA.UTF-8, fr_CH.UTF-8, fr_FR.UTF-8, he_IL.UTF-8, hr_HR.UTF-8, hu_HU.UTF-8, hy_AM.UTF-8, is_IS.UTF-8, it_CH.UTF-8, it_IT.UTF-8, ja_JP.UTF-8, kk_KZ.UTF-8, ko_KR.UTF-8, lt_LT.UTF-8, nl_BE.UTF-8, nl_NL.UTF-8, no_NO.UTF-8, pl_PL.UTF-8, pt_BR.UTF-8, pt_PT.UTF-8, ro_RO.UTF-8, ru_RU.UTF-8, sk_SK.UTF-8, sl_SI.UTF-8, sr_YU.UTF-8, sv_SE.UTF-8, tr_TR.UTF-8, uk_UA.UTF-8, zh_CN.UTF-8, zh_HK.UTF-8, zh_TW.UTF-8 [15256] Failed to execute script __main__ exit status 1 Compilation error: exit status 1

          I'm experiencing this issue only with Mac, I tried the same with windows and it ran successfully. I have uninstalled and reinstalled Arduino ide as well.

          • read more
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