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172.64.146.215  Public Scan

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Submitted URL: https://grahlmann.nl/
Effective URL: https://www.linkedin.com/in/grahlmann
Submission: On December 20 via api from US — Scanned from NL

Form analysis 8 forms found in the DOM

POST https://www.linkedin.com/uas/login-submit

<form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate="" class="mt-1.5 mb-2">
  <input name="loginCsrfParam" value="3ca1400d-441f-4fe4-8afa-6732c5add71d" type="hidden">
  <div class="flex flex-col">
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="public_profile_top-card_title-modal-id_sign-in-modal_session_key"> E-mail of telefoonnummer </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="username" id="public_profile_top-card_title-modal-id_sign-in-modal_session_key" name="session_key" required=""
            data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph="" type="text">
        </div>
      </div>
      <p class="input-helper mt-1.5" for="public_profile_top-card_title-modal-id_sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="public_profile_top-card_title-modal-id_sign-in-modal_session_password"> Wachtwoord </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="current-password" id="public_profile_top-card_title-modal-id_sign-in-modal_session_password" name="session_password" required=""
            data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph="" type="password">
          <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Geef uw LinkedIn-wachtwoord weer"
            data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Weergeven</button>
        </div>
      </div>
      <p class="input-helper mt-1.5" for="public_profile_top-card_title-modal-id_sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <input name="session_redirect" value="https://nl.linkedin.com/in/grahlmann/overlay/about-this-profile/" type="hidden">
    <!---->
  </div>
  <div data-id="sign-in-form__footer" class="flex justify-between
          sign-in-form__footer--full-width">
    <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular
            sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate="">Wachtwoord vergeten?</a>
    <!---->
    <input name="trk" value="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden">
    <button class="btn-md btn-primary flex-shrink-0 cursor-pointer
            sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph=""
      data-tracking-litms="" type="submit"> Aanmelden </button>
  </div>
  <div class="sign-in-form__divider left-right-divider pt-2 pb-3">
    <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> of </p>
  </div>
  <input type="hidden" name="controlId" value="public_profile_v3_desktop-public_profile_top-card_title-modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn"><input type="hidden" name="pageInstance"
    value="urn:li:page:public_profile_v3_desktop_jsbeacon;pvsCjCDzQwG5miRQr0VDnQ==">
</form>

POST https://www.linkedin.com/uas/login-submit

<form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate="" class="mt-1.5 mb-2">
  <input name="loginCsrfParam" value="3ca1400d-441f-4fe4-8afa-6732c5add71d" type="hidden">
  <div class="flex flex-col">
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="public_profile_profile-info-subheader_sign-in-modal_session_key"> E-mail of telefoonnummer </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="username" id="public_profile_profile-info-subheader_sign-in-modal_session_key" name="session_key" required=""
            data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph="" type="text">
        </div>
      </div>
      <p class="input-helper mt-1.5" for="public_profile_profile-info-subheader_sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="public_profile_profile-info-subheader_sign-in-modal_session_password"> Wachtwoord </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="current-password" id="public_profile_profile-info-subheader_sign-in-modal_session_password" name="session_password" required=""
            data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph="" type="password">
          <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Geef uw LinkedIn-wachtwoord weer"
            data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Weergeven</button>
        </div>
      </div>
      <p class="input-helper mt-1.5" for="public_profile_profile-info-subheader_sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <input name="session_redirect" value="https://nl.linkedin.com/in/grahlmann/overlay/contact-info/" type="hidden">
    <!---->
  </div>
  <div data-id="sign-in-form__footer" class="flex justify-between
          sign-in-form__footer--full-width">
    <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular
            sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate="">Wachtwoord vergeten?</a>
    <!---->
    <input name="trk" value="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden">
    <button class="btn-md btn-primary flex-shrink-0 cursor-pointer
            sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn"
      data-tracking-client-ingraph="" data-tracking-litms="" type="submit"> Aanmelden </button>
  </div>
  <div class="sign-in-form__divider left-right-divider pt-2 pb-3">
    <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> of </p>
  </div>
  <input type="hidden" name="controlId" value="public_profile_v3_desktop-public_profile_profile-info-subheader_contact-info_modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn"><input type="hidden" name="pageInstance"
    value="urn:li:page:public_profile_v3_desktop_jsbeacon;pvsCjCDzQwG5miRQr0VDnQ==">
</form>

POST https://www.linkedin.com/uas/login-submit

<form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate="" class="mt-1.5 mb-2">
  <input name="loginCsrfParam" value="3ca1400d-441f-4fe4-8afa-6732c5add71d" type="hidden">
  <div class="flex flex-col">
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="public_profile_mutual-connections_sign-in-modal_session_key"> E-mail of telefoonnummer </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="username" id="public_profile_mutual-connections_sign-in-modal_session_key" name="session_key" required=""
            data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph="" type="text">
        </div>
      </div>
      <p class="input-helper mt-1.5" for="public_profile_mutual-connections_sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="public_profile_mutual-connections_sign-in-modal_session_password"> Wachtwoord </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="current-password" id="public_profile_mutual-connections_sign-in-modal_session_password" name="session_password" required=""
            data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph="" type="password">
          <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Geef uw LinkedIn-wachtwoord weer"
            data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Weergeven</button>
        </div>
      </div>
      <p class="input-helper mt-1.5" for="public_profile_mutual-connections_sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <input name="session_redirect" value="https://nl.linkedin.com/in/grahlmann" type="hidden">
    <!---->
  </div>
  <div data-id="sign-in-form__footer" class="flex justify-between
          sign-in-form__footer--full-width">
    <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular
            sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate="">Wachtwoord vergeten?</a>
    <!---->
    <input name="trk" value="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden">
    <button class="btn-md btn-primary flex-shrink-0 cursor-pointer
            sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph=""
      data-tracking-litms="" type="submit"> Aanmelden </button>
  </div>
  <div class="sign-in-form__divider left-right-divider pt-2 pb-3">
    <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> of </p>
  </div>
  <input type="hidden" name="controlId" value="public_profile_v3_desktop-public_profile_mutual-connections_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn"><input type="hidden" name="pageInstance"
    value="urn:li:page:public_profile_v3_desktop_jsbeacon;pvsCjCDzQwG5miRQr0VDnQ==">
</form>

POST https://www.linkedin.com/uas/login-submit

<form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate="" class="mt-1.5 mb-2">
  <input name="loginCsrfParam" value="3ca1400d-441f-4fe4-8afa-6732c5add71d" type="hidden">
  <div class="flex flex-col">
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="public_profile_top-card_secondary-cta-modal-id_sign-in-modal_session_key"> E-mail of telefoonnummer </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="username" id="public_profile_top-card_secondary-cta-modal-id_sign-in-modal_session_key" name="session_key" required=""
            data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph="" type="text">
        </div>
      </div>
      <p class="input-helper mt-1.5" for="public_profile_top-card_secondary-cta-modal-id_sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="public_profile_top-card_secondary-cta-modal-id_sign-in-modal_session_password"> Wachtwoord </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="current-password" id="public_profile_top-card_secondary-cta-modal-id_sign-in-modal_session_password" name="session_password" required=""
            data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph="" type="password">
          <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Geef uw LinkedIn-wachtwoord weer"
            data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Weergeven</button>
        </div>
      </div>
      <p class="input-helper mt-1.5" for="public_profile_top-card_secondary-cta-modal-id_sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <input name="session_redirect" value="https://nl.linkedin.com/in/grahlmann" type="hidden">
    <!---->
  </div>
  <div data-id="sign-in-form__footer" class="flex justify-between
          sign-in-form__footer--full-width">
    <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular
            sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate="">Wachtwoord vergeten?</a>
    <!---->
    <input name="trk" value="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden">
    <button class="btn-md btn-primary flex-shrink-0 cursor-pointer
            sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph=""
      data-tracking-litms="" type="submit"> Aanmelden </button>
  </div>
  <div class="sign-in-form__divider left-right-divider pt-2 pb-3">
    <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> of </p>
  </div>
  <input type="hidden" name="controlId" value="public_profile_v3_desktop-public_profile_top-card_secondary-cta-modal_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn"><input type="hidden" name="pageInstance"
    value="urn:li:page:public_profile_v3_desktop_jsbeacon;pvsCjCDzQwG5miRQr0VDnQ==">
</form>

POST https://www.linkedin.com/uas/login-submit

<form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate="" class="mt-1.5 mb-2">
  <input name="loginCsrfParam" value="3ca1400d-441f-4fe4-8afa-6732c5add71d" type="hidden">
  <div class="flex flex-col">
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="_sign-in-modal_session_key"> E-mail of telefoonnummer </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="username" id="_sign-in-modal_session_key" name="session_key" required=""
            data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph="" type="text">
        </div>
      </div>
      <p class="input-helper mt-1.5" for="_sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="_sign-in-modal_session_password"> Wachtwoord </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="current-password" id="_sign-in-modal_session_password" name="session_password" required=""
            data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph="" type="password">
          <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Geef uw LinkedIn-wachtwoord weer"
            data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Weergeven</button>
        </div>
      </div>
      <p class="input-helper mt-1.5" for="_sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <input name="session_redirect" value="https://nl.linkedin.com/in/grahlmann" type="hidden">
    <!---->
  </div>
  <div data-id="sign-in-form__footer" class="flex justify-between
          sign-in-form__footer--full-width">
    <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular
            sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_follow_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate="">Wachtwoord vergeten?</a>
    <!---->
    <input name="trk" value="public_profile_follow_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden">
    <button class="btn-md btn-primary flex-shrink-0 cursor-pointer
            sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_follow_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph="" data-tracking-litms=""
      type="submit"> Aanmelden </button>
  </div>
  <div class="sign-in-form__divider left-right-divider pt-2 pb-3">
    <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> of </p>
  </div>
  <input type="hidden" name="controlId" value="public_profile_v3_desktop-public_profile_follow_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn"><input type="hidden" name="pageInstance"
    value="urn:li:page:public_profile_v3_desktop_jsbeacon;pvsCjCDzQwG5miRQr0VDnQ==">
</form>

POST https://www.linkedin.com/uas/login-submit

<form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate="" class="mt-1.5 mb-2">
  <input name="loginCsrfParam" value="3ca1400d-441f-4fe4-8afa-6732c5add71d" type="hidden">
  <div class="flex flex-col">
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="blurred-overlay-sign-in-modal_session_key"> E-mail of telefoonnummer </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="username" id="blurred-overlay-sign-in-modal_session_key" name="session_key" required=""
            data-tracking-control-name="public_profile_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph="" type="text">
        </div>
      </div>
      <p class="input-helper mt-1.5" for="blurred-overlay-sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="blurred-overlay-sign-in-modal_session_password"> Wachtwoord </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="current-password" id="blurred-overlay-sign-in-modal_session_password" name="session_password" required=""
            data-tracking-control-name="public_profile_sign-in-modal_sign-in-password" data-tracking-client-ingraph="" type="password">
          <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Geef uw LinkedIn-wachtwoord weer"
            data-tracking-control-name="public_profile_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Weergeven</button>
        </div>
      </div>
      <p class="input-helper mt-1.5" for="blurred-overlay-sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <input name="session_redirect" value="https://nl.linkedin.com/in/grahlmann" type="hidden">
    <!---->
  </div>
  <div data-id="sign-in-form__footer" class="flex justify-between
          sign-in-form__footer--full-width">
    <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular
            sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_sign-in-modal_forgot_password" data-tracking-will-navigate="">Wachtwoord vergeten?</a>
    <!---->
    <input name="trk" value="public_profile_sign-in-modal_sign-in-submit" type="hidden">
    <button class="btn-md btn-primary flex-shrink-0 cursor-pointer
            sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph="" data-tracking-litms="" type="submit"> Aanmelden
    </button>
  </div>
  <div class="sign-in-form__divider left-right-divider pt-2 pb-3">
    <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> of </p>
  </div>
  <input type="hidden" name="controlId" value="public_profile_v3_desktop-public_profile_sign-in-modal_sign-in-submit-btn"><input type="hidden" name="pageInstance" value="urn:li:page:public_profile_v3_desktop_jsbeacon;pvsCjCDzQwG5miRQr0VDnQ==">
</form>

POST https://www.linkedin.com/uas/login-submit

<form class="google-auth base-google-auth" action="https://www.linkedin.com/uas/login-submit" method="post">
  <input name="loginCsrfParam" value="3ca1400d-441f-4fe4-8afa-6732c5add71d" type="hidden">
  <input name="session_redirect" value="https://nl.linkedin.com/in/grahlmann" type="hidden">
  <input name="trk" value="public_profile_google-one-tap-submit" type="hidden">
  <code id="termsAndConditionsRendered" style="display: none"><!--true--></code>
  <div class="google-one-tap__module hidden fixed flex flex-col items-center top-[20px] right-[20px] z-[9999]">
    <div class="relative top-2 bg-color-background-container-tint pl-2 pr-1 pt-2 pb-3 w-[375px] rounded-md shadow-2xl">
      <p class="text-md font-bold text-color-text"> Akkoord en lid worden van LinkedIn </p>
      <p class="linkedin-tc__text text-color-text-low-emphasis text-xs pb-2 !text-sm !text-color-text" data-impression-id="public_profile_one-tap-skip-tc-text"> Door op Doorgaan te klikken om deel te nemen of u aan te melden, gaat u akkoord met de
        <a href="/legal/user-agreement?trk=linkedin-tc_auth-button_user-agreement" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_user-agreement" data-tracking-will-navigate="true">gebruikersovereenkomst</a>, het
        <a href="/legal/privacy-policy?trk=linkedin-tc_auth-button_privacy-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_privacy-policy" data-tracking-will-navigate="true">privacybeleid</a> en het
        <a href="/legal/cookie-policy?trk=linkedin-tc_auth-button_cookie-policy" target="_blank" data-tracking-control-name="linkedin-tc_auth-button_cookie-policy" data-tracking-will-navigate="true">cookiebeleid</a> van LinkedIn. </p>
    </div>
    <div data-tracking-control-name="public_profile_google-one-tap" id="google-one-tap__container"></div>
  </div>
  <div class="loader loader--full-screen">
    <div class="loader__container mb-2 overflow-hidden">
      <icon class="loader__icon inline-block loader__icon--default text-color-progress-loading lazy-loaded" data-svg-class-name="loader__icon-svg--large fill-currentColor h-[60px] min-h-[60px] w-[60px] min-w-[60px]" aria-hidden="true"
        aria-busy="false"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 60 60" width="60" height="60" focusable="false" class="loader__icon-svg--large fill-currentColor h-[60px] min-h-[60px] w-[60px] min-w-[60px] lazy-loaded"
          aria-busy="false">
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  </div>
</form>

POST https://www.linkedin.com/uas/login-submit

<form data-id="sign-in-form" action="https://www.linkedin.com/uas/login-submit" method="post" novalidate="" class="mt-1.5 mb-2">
  <input name="loginCsrfParam" value="3ca1400d-441f-4fe4-8afa-6732c5add71d" type="hidden">
  <div class="flex flex-col">
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="base-sign-in-modal_session_key"> E-mail of telefoonnummer </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="username" id="base-sign-in-modal_session_key" name="session_key" required=""
            data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_sign-in-session-key" data-tracking-client-ingraph="" type="text">
        </div>
      </div>
      <p class="input-helper mt-1.5" for="base-sign-in-modal_session_key" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <div class="mt-1.5" data-js-module-id="guest-input">
      <div class="flex flex-col">
        <label class="input-label mb-1" for="base-sign-in-modal_session_password"> Wachtwoord </label>
        <div class="text-input flex">
          <input class="text-color-text font-sans text-md outline-0 bg-color-transparent grow" autocomplete="current-password" id="base-sign-in-modal_session_password" name="session_password" required=""
            data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_sign-in-password" data-tracking-client-ingraph="" type="password">
          <button aria-live="assertive" aria-relevant="text" data-id="sign-in-form__password-visibility-toggle" class="font-sans text-md font-bold text-color-action z-10 ml-[12px] hover:cursor-pointer" aria-label="Geef uw LinkedIn-wachtwoord weer"
            data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_sign-in-password-visibility-toggle-btn" type="button">Weergeven</button>
        </div>
      </div>
      <p class="input-helper mt-1.5" for="base-sign-in-modal_session_password" role="alert" data-js-module-id="guest-input__message"></p>
    </div>
    <input name="session_redirect" value="https://nl.linkedin.com/in/grahlmann" type="hidden">
    <!---->
  </div>
  <div data-id="sign-in-form__footer" class="flex justify-between
          sign-in-form__footer--full-width">
    <a data-id="sign-in-form__forgot-password" class="font-sans text-md font-bold link leading-regular
            sign-in-form__forgot-password--full-width" href="https://www.linkedin.com/uas/request-password-reset?trk=public_profile_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_forgot_password" data-tracking-will-navigate="">Wachtwoord vergeten?</a>
    <!---->
    <input name="trk" value="public_profile_contextual-sign-in-modal_sign-in-modal_sign-in-submit" type="hidden">
    <button class="btn-md btn-primary flex-shrink-0 cursor-pointer
            sign-in-form__submit-btn--full-width" data-id="sign-in-form__submit-btn" data-tracking-control-name="public_profile_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn" data-tracking-client-ingraph="" data-tracking-litms=""
      type="submit"> Aanmelden </button>
  </div>
  <div class="sign-in-form__divider left-right-divider pt-2 pb-3">
    <p class="sign-in-form__divider-text font-sans text-sm text-color-text px-2"> of </p>
  </div>
  <input type="hidden" name="controlId" value="public_profile_v3_desktop-public_profile_contextual-sign-in-modal_sign-in-modal_sign-in-submit-btn"><input type="hidden" name="pageInstance"
    value="urn:li:page:public_profile_v3_desktop_jsbeacon;pvsCjCDzQwG5miRQr0VDnQ==">
</form>

Text Content

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Weergeven



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MET DE GEBRUIKERSOVEREENKOMST, HET PRIVACYBELEID EN HET COOKIEBELEID VAN
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OF

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met de gebruikersovereenkomst, het privacybeleid en het cookiebeleid van
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Spotify

 * Dit profiel melden
   


ACTIVITEIT

Follow


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Wachtwoord
Weergeven



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of

Door op Doorgaan te klikken om deel te nemen of u aan te melden, gaat u akkoord
met de gebruikersovereenkomst, het privacybeleid en het cookiebeleid van
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of

Nog geen lid van LinkedIn? Word nu lid

Door op Doorgaan te klikken om deel te nemen of u aan te melden, gaat u akkoord
met de gebruikersovereenkomst, het privacybeleid en het cookiebeleid van
LinkedIn.

 * Familie in Gebaren x EYE event 15 februari 2025 Ben je ouder van
   dove/slechthorende kind(eren) en vraag jij je af hoe je aan de slag kunt met
   een…
   
   
   
   FAMILIE IN GEBAREN X EYE EVENT 15 FEBRUARI 2025 BEN JE OUDER VAN
   DOVE/SLECHTHORENDE KIND(EREN) EN VRAAG JIJ JE AF HOE JE AAN DE SLAG KUNT MET
   EEN…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

 * Looking for a job in Dublin is hard. You spend your days reading very similar
   job descriptions, adjusting your CV accordingly and writing a "unique"…
   
   
   
   LOOKING FOR A JOB IN DUBLIN IS HARD. YOU SPEND YOUR DAYS READING VERY SIMILAR
   JOB DESCRIPTIONS, ADJUSTING YOUR CV ACCORDINGLY AND WRITING A "UNIQUE"…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

 * We have an exciting opportunity for engineers around London that wants to
   join our Experimentation/AB-Testing team. Spread the word:…
   
   
   
   WE HAVE AN EXCITING OPPORTUNITY FOR ENGINEERS AROUND LONDON THAT WANTS TO
   JOIN OUR EXPERIMENTATION/AB-TESTING TEAM. SPREAD THE WORD:…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

Neem nu deel om alle activiteiten te bekijken


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 * SPOTIFY
   
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VOLLEDIGE ERVARING VAN CAROLIN WEERGEVEN

Door op Doorgaan te klikken om deel te nemen of u aan te melden, gaat u akkoord
met de gebruikersovereenkomst, het privacybeleid en het cookiebeleid van
LinkedIn.

Aanmelden


WELKOM TERUG

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Wachtwoord
Weergeven



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of

Door op Doorgaan te klikken om deel te nemen of u aan te melden, gaat u akkoord
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LICENTIES EN CERTIFICATEN


 * HOW GOOGLE DOES MACHINE LEARNING
   
   COURSERA
   
   Toegekend: feb. 2019
   Certificatienummer: 8E69SS3P2H7G
   Certificaat weergeven


 * LAUNCHING INTO MACHINE LEARNING
   
   COURSERA
   
   Toegekend: feb. 2019
   Certificatienummer: H7NTEXK4SCAZ
   Certificaat weergeven


TALEN


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 * GERMAN
   
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 * FRENCH
   
   BEPERKTE WERKVAARDIGHEID
   
   


 * DUTCH SIGN LANGUAGE (NGT)
   
   BASISVAARDIGHEID
   
   


MEER ACTIVITEITEN VAN CAROLIN

 * Nieuw in ons centrum: de Infuuts! Daar kunnen kinderen mee door de gangen
   fietsen, mét infuuspaal. Arts-onderzoeker Bernadette Jeremiasse (Wijnen…
   
   
   
   NIEUW IN ONS CENTRUM: DE INFUUTS! DAAR KUNNEN KINDEREN MEE DOOR DE GANGEN
   FIETSEN, MÉT INFUUSPAAL. ARTS-ONDERZOEKER BERNADETTE JEREMIASSE (WIJNEN…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

 * Nieuwe baan!! Afgelopen maandag ben ik begonnen aan een toffe, nieuwe
   uitdaging bij het Ministerie van Volksgezondheid, Welzijn en Sport! Ik ga
   aan…
   
   
   
   NIEUWE BAAN!! AFGELOPEN MAANDAG BEN IK BEGONNEN AAN EEN TOFFE, NIEUWE
   UITDAGING BIJ HET MINISTERIE VAN VOLKSGEZONDHEID, WELZIJN EN SPORT! IK GA
   AAN…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

 * De schoolplaat van ‘sloot en plas’ – die olijk bevolkte boerensloot – in onze
   klaslokalen van weleer, was geen overdrijving; de sloten en plassen uit…
   
   
   
   DE SCHOOLPLAAT VAN ‘SLOOT EN PLAS’ – DIE OLIJK BEVOLKTE BOERENSLOOT – IN ONZE
   KLASLOKALEN VAN WELEER, WAS GEEN OVERDRIJVING; DE SLOTEN EN PLASSEN UIT…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

 * Op 6 juni is het weer zover, we mogen weer stemmen! Deze verkiezingen is er
   ook weer een gebarentalig stembureau in Utrecht. Ik zal zelf…
   
   
   
   OP 6 JUNI IS HET WEER ZOVER, WE MOGEN WEER STEMMEN! DEZE VERKIEZINGEN IS ER
   OOK WEER EEN GEBARENTALIG STEMBUREAU IN UTRECHT. IK ZAL ZELF…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

 * I don’t even know how to even begin saying this but… I FINISHED THE BOOK.
   😭🎉 It has a cover. It has a release date—June 11! And its available for…
   
   
   
   I DON’T EVEN KNOW HOW TO EVEN BEGIN SAYING THIS BUT… I FINISHED THE BOOK.
   😭🎉 IT HAS A COVER. IT HAS A RELEASE DATE—JUNE 11! AND ITS AVAILABLE FOR…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

 * In het UMCG krijgen vrouwen significant minder betaald dan mannen voor gelijk
   werk, meldt het Nederlands Tijdschrift voor Geneeskunde. Het verschil…
   
   
   
   IN HET UMCG KRIJGEN VROUWEN SIGNIFICANT MINDER BETAALD DAN MANNEN VOOR GELIJK
   WERK, MELDT HET NEDERLANDS TIJDSCHRIFT VOOR GENEESKUNDE. HET VERSCHIL…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

 * Succesvolle financiering van ons platform! TYD is 2024 ingegaan met een
   vliegende start. Wij hebben namelijk de prestigieuze Rabobank…
   
   
   
   SUCCESVOLLE FINANCIERING VAN ONS PLATFORM! TYD IS 2024 INGEGAAN MET EEN
   VLIEGENDE START. WIJ HEBBEN NAMELIJK DE PRESTIGIEUZE RABOBANK…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

 * I’m excited to share some news—I'm launching my experimentation consulting
   business! 🚀 Reflecting on the experiences and lessons gained at great…
   
   
   
   I’M EXCITED TO SHARE SOME NEWS—I'M LAUNCHING MY EXPERIMENTATION CONSULTING
   BUSINESS! 🚀 REFLECTING ON THE EXPERIENCES AND LESSONS GAINED AT GREAT…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

 * In Nederland worden steeds minder kinderen geboren, meldt het CBS. Het
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   Goed…
   
   
   
   IN NEDERLAND WORDEN STEEDS MINDER KINDEREN GEBOREN, MELDT HET CBS. HET
   GEBOORTECIJFER IS MET 1,49 KINDEREN PER VROUW NOG NOOIT ZO LAAG GEWEEST.
   GOED…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN

 * I've received some questions about addressing the Spotify layoffs. It's
   disheartening to find ourselves in this situation once more. We in the…
   
   
   
   I'VE RECEIVED SOME QUESTIONS ABOUT ADDRESSING THE SPOTIFY LAYOFFS. IT'S
   DISHEARTENING TO FIND OURSELVES IN THIS SITUATION ONCE MORE. WE IN THE…
   
   GEMARKEERD ALS INTERESSANT DOOR CAROLIN GRAHLMANN


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OVERIGE VERGELIJKBARE PROFIELEN


 * ARKOSNATO NEOGY
   
   Amsterdam
   Connectie maken


 * AURELIUS ZILKO
   
   Amsterdam
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 * CHRISTINA KATSIMEROU
   
   Amsterdam
   Connectie maken


 * MICHELE FERRETTI
   
   Senior Data Engineer @ NVIDIA | Autonomous Driving
   
   Duitsland
   Connectie maken


 * MATHEUS BRAUN MAGRIN
   
   Amsterdam
   Connectie maken


 * NIMROD RAIMAN
   
   Data Scientist at Booking.com
   
   Amsterdam
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 * RODION KIRYUKHIN
   
   Amsterdam
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 * YURI MEJIA MIRANDA
   
   Sr. Data Scientist at Rabobank
   
   Amsterdam
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 * NADIA TOMOVA
   
   Amsterdam
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 * ALEX BANGERTER
   
   Data Scientist at DAS Rechtsbijstand
   
   Randstad
   Connectie maken


MEER BIJDRAGEN ONDERZOEKEN

 * Akhona Njeje
   
   Data Science & Analytics that's my wives, but won't lie i have a deep crush
   on Data Engineering❤been flirting with it for years. I'm ready to take a 3rd
   wife 2025, my GrandFather had 3 wives, it makes sense now why i must create a
   holy triangle like Thanos. #DataAnalytics🥈 #DataScience🥇 #DataEngineering🥉
   #3.
   
   3
   

 * Michael Tandecki
   
   On the 14h of May, AE is hosting a meet-up together with NannyML in Leuven
   🇧🇪 . If you have any interest in seeing what happens with machine learning
   models after they're deployed to production, this is for you! You can
   register here https://lu.ma/pdds-leuven (or through Meetup if that's your
   vibe: https://lnkd.in/einnnyxx ). #datascience #ai #monitoring #mlops #meetup
   
   4

 * Alejandro Ramon Hernandez
   
   🚀 𝗖𝗼𝗻𝘁𝗿𝗮𝘀𝘁𝗶𝘃𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗳𝗼𝗿 𝗕𝗲𝘁𝘁𝗲𝗿
   𝗙𝗮𝗰𝘁-𝗖𝗵𝗲𝗰𝗸𝗶𝗻𝗴 🚀 I just read an exciting paper on improving
   document retrieval for real-world fact-checking. 📚 Turns out, one of the
   biggest challenges in fact-checking is retrieving relevant documents,
   especially when claims need complex inferences. The solution? A
   𝗖𝗼𝗻𝘁𝗿𝗮𝘀𝘁𝗶𝘃𝗲 𝗙𝗮𝗰𝘁-𝗖𝗵𝗲𝗰𝗸𝗶𝗻𝗴 𝗥𝗲𝗿𝗮𝗻𝗸𝗲𝗿 (𝗖𝗙𝗥)
   that uses GPT-4, human annotations, and advanced learning techniques to
   fine-tune retrieval. 🔑 𝗣𝗿𝗼𝗯𝗹𝗲𝗺: Fact-checking complex claims often
   surfaces irrelevant documents that lack the nuanced information needed to
   verify claims accurately. 🧠 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻: CFR combines contrastive
   learning with human and machine supervision, making it possible to retrieve
   documents that are indirectly related but crucial for verification. 📊
   𝗥𝗲𝘀𝘂𝗹𝘁𝘀: Tested on datasets like AVeriTeC and FEVER, CFR improves
   document retrieval and fact-checking accuracy by 6%! Plus, the model works
   even when applied to out-of-domain scenarios. 💡 𝗠𝘆 𝘁𝗮𝗸𝗲: This could be
   a game-changer for automated fact-checking systems. I’m particularly excited
   about how it handles the ambiguity and subtlety of real-world claims! 🎯 👉
   If this got your gears turning, you might enjoy our newsletter! Swing by
   https://lnkd.in/dY5_X7Qb for more insights and the occasional bad joke. #AI
   #FactChecking #ContrastiveLearning #MachineLearning #NLP #AIResearch #GPT4
   #Verification
   
   5

 * Marie-Lynne Block
   
   Happy European Statistics Day! 📊 Today’s theme is ‘Official Statistics, a
   window to understanding society’. Let’s be honest, who hasn’t stared at a
   data set for hours, hoping it reveals the secrets of the universe? (Or is
   this just me? 👀) As a Data Scientist working (mainly) with health data, I’ve
   learned that statistics aren’t just about numbers, they're about helping us
   live better, healthier lives. Whether in my daily work or through university
   projects, where I love exploring health and mental health data, I always find
   it fascinating how data can drive impactful change. So, let’s raise a coffee
   (or two ☕️☕️) to all the data sets that keep us informed, empowered, and
   occasionally frustrated! If you like to see some general numbers about
   healthcare and healthcare costs, I recommend visiting:
   https://lnkd.in/e3yVxRKW. What's your favourite dataset or graph? 👇
   #EuroStatDay
   
   4
   

 * Jorg Jansen
   
   Very excited to have been present at the database lectures last Thursday at
   Centrum Wiskunde & Informatica, where Marcin Zukowski became a Dijkstra
   fellow for his outstanding accomplishments in the field of vector databases
   and database architecture: https://lnkd.in/eWK7C8AH Also really enjoyed the
   presentations on Friday at DBDBD 2024 (Dutch-Belgian DataBase Day):
   https://lnkd.in/erZkdQpM Thanks also to Peter Boncz for organizing this great
   event. Some of my takeaways from these two days: - Database theory is a very
   lively field of research, but it can also be overwhelming because of the huge
   number of DBMS products and DBMS types all claiming to be the best of breed.
   - SQL is still by far the most popular database language, and all DBMS
   products (even no-SQL databases) offer a SQL layer - only problem is that
   most do not stick to the ANSI standard and every product has its own
   extensions, making it very difficult to migrate from DBMS to another. -
   Vector databases or column-oriented databases, where the data is stored as a
   set of arrays (1 for every column) instead of a set of records, are very much
   alive and great for analytical queries. They were invented at CWI and first
   implemented in MonetDB Solutions, but also #Snowflake and #DuckDB use these
   concepts with great success in their storage engines. - Thanks Bart Samwel of
   #Databricks for a very interesting presentation on Delta Lake and an elegant
   method to make data pipelines incremental. Very often, loading data from
   source systems to a datawarehouse and/or datamart layer involves full table
   refreshes, this could be made much more efficient by keeping track of changes
   and refreshing the tables incrementally. - In fact this touches upon the big
   research topic of IVM (Incremental View Maintenance), which is close to my
   heart and which studies techniques to incrementally update a materialized
   view when the underlying base tables change. Although a lot of results have
   been published, most DBMS products still have very limited support for
   materialized views (Snowflake has just introduced Dynamic Tables, but they
   also have quite some limitations). - Finally, thanks Alexey Milovidov for an
   very entertaining demonstration of #Clickhouse, a GPU database with
   impressive performance metrics on very large datasets. I missed my
   opportunity to bring up a problem from the industry that deserve to be
   researched, but I will mention one here: Handling database schema changes in
   deployment pipelines. If the logical data model of a production database
   changes, it is often not so easy to deploy these changes to production
   (depending on the type of changes to the data model). I think there should be
   better support for DDL changes in development tools.
   
   11

 * Anwar Zahid Khan
   
   Recently, I finished reading 'Data Management at Scale, 2nd Edition' by
   Piethein Strengholt. It deconstructs established thoughts, adds new
   perspectives and guides through the journey from data-driven aspirations to a
   fully realized data-driven culture. A great read for those looking for a
   Decentralized approach for managing data at scale using Centralized alignment
   of organization, governance, technology, and architecture. Personally, I
   benefitted immensely from the Data Domain and Data Product topics with a
   focus on practical strategies for modern data engineering pipelines.
   https://lnkd.in/eFVgWt9V
   
   24
   

 * Ishan Goel
   
   Modern A/B tests will declare a variation as significantly better or worse,
   but how would you get to know when to stop a test that does not show
   potential to give a winner. We at VWO are introducing the concept of Region
   of Practical Equivalence (ROPE) in our new stats engine that provides the
   following benefits: 1. Disable underperforming variations early into the
   test, saving visitors. 2. Invest more visitors in variations that show larger
   improvements, ensuring higher statistical accuracy. Since winning ideas are
   generally rarer than losing ideas, overall you save a significant amount of
   visitors with ROPE. Join me for a fireside chat on the 29th July, 11 am
   Eastern time for a discussion on how we are evolving the stats engine at VWO:
   https://lnkd.in/gWrEPBkR
   
   39
   

 * Arpit Rajauria
   
   How well do commercial fine-tuning APIs actually work? 🤔 Not well.
   FINETUNEBENCH, a new benchmark to evaluate knowledge infusion in LLMs.
   FineTuneBench tests five frontier LLMs (GPT-4o, GPT-4o-mini, GPT-3.5-turbo,
   Gemini 1.5 Pro, Gemini 1.5 Flash) using commercial fine-tuning APIs from
   OpenAI and Google Vertex AI. It focuses on two key aspects: ➡️ Ingesting
   Novel Information: Think recent news events or new employee profiles.
   ➡️ Updating Existing Knowledge: Like medical guideline changes or software
   updates. Key insights 💡: ➡️ Substantial Shortcomings: All models struggle
   with new information, achieving an average generalization accuracy of just
   37%. Updating existing knowledge proves even harder (19% average accuracy).
   ➡️ GPT-4o-mini Leads: It performed best at both ingesting new information and
   updating knowledge, followed by GPT-3.5 Turbo and GPT-4o. ➡️ Gemini
   Struggles: Both Gemini models underperformed, showing limited ability to
   learn or update knowledge. ➡️ Overfitting is Common: Models tend to overfit
   to the training data. Paper: https://lnkd.in/gwUEu4Tg Dataset:
   https://lnkd.in/ggNSedEF
   
   8
   

 * Anurag Sharma
   
   🚀 DE Interview📢Data Imputation⌛1-Min-Read 🧔‍♂️Interviewer: Can you explain
   how you improved data accuracy in your project, leading to significant
   business impact? 👶Candidate: In our project, we were facing issues with
   inaccurate business results due to missing values in our raw data layer. We
   knew which records were missing values and had a clear understanding of what
   those values should be. To tackle this, I developed a data imputation
   framework and created a new layer as a parallel pipeline. Here’s how I
   approached it: Data Imputation: I designed a framework that identified
   missing values and filled them with the appropriate data. This involved
   analyzing patterns and ensuring the imputed values were accurate and
   relevant. Parallel Pipeline: I set up a parallel pipeline to compare the
   imputed data with the actual data. This allowed us to validate the
   effectiveness of the imputation process. Comparison and Validation: By
   running the imputed data through the pipeline, we could see that the imputed
   data was much closer to the actual results compared to the raw data.
   Production Implementation: Due to the significant improvement in data
   accuracy, the team decided to move my imputation code into production. This
   ensured that business results were more accurate and reliable. By
   implementing this data imputation framework, we achieved several impacts:
   Increased Accuracy: The imputed data significantly reduced discrepancies,
   resulting in more accurate business insights. Improved Efficiency: Automating
   the imputation process saved time and resources, allowing the team to focus
   on more critical tasks. Enhanced Reliability: The production implementation
   of the imputation framework ensured consistent and reliable data quality.
   Real-time Validation: The parallel pipeline provided real-time insights,
   helping us quickly identify and address any data issues. Summary: 1️⃣
   Problem: Inaccurate business results due to missing values in raw data. 2️⃣
   Solution: Developed a data imputation framework and parallel validation
   pipeline. 3️⃣ Impact: Increased accuracy, improved efficiency, and enhanced
   data reliability. #DataEngineering #DataImputation #DataAccuracy #Automation
   #Python #DataValidation #TechInnovation #BusinessIntelligence #DataQuality
   #Efficiency
   
   22
   1 commentaar
   

 * Rafat Siddiqui
   
   🎧 Just wrapped up listening to an insightful podcast featuring Peter van der
   Putten, Assistant Professor of AI at Leiden Institute of Advanced Computer
   Science and Director of AI Lab Pegasystems. The podcast was on diving into
   the implications of the EU AI Act. Some key takeaways that caught my
   attention: 🔍 Focus on Application: The Act smartly zeroes in on how AI is
   applied rather than getting tangled up in the underlying algorithms. This
   pragmatic approach mirrors the rigor we see in other sectors, like the Basel
   norms in banking. 🔄 Self-Regulation: Europe is leaning towards a
   self-regulating framework. While this isn’t new in the public domain, it’s
   interesting to see how this will play out in high-risk AI applications. It’s
   a forward-thinking move, but how will AI companies tackle the challenge of
   "bias amplification"? ⚖️ DEI Metrics: There’s no clear-cut definition of DEI
   metrics yet, and this is where Europe’s leadership in ensuring privacy and
   fairness (think GDPR, USB-C in Apple iPhones) comes into play. The scrutiny
   will be intense, especially for high-risk applications. 🚀 Positive Business
   Environment: Overall, this feels like a solid start, paving the way for a
   favorable business environment in the AI field. 👉 Curious about the full
   discussion? Check it out here. https://lnkd.in/dyXkqp59 FvnlCHI0 Thanks to
   TWIML for bringing another stellar podcast. #ArtificialIntelligence #EUAIAct
   #AIRegulation #MachineLearning #TechInnovation #DataScience #DEI #Privacy
   #AICompliance #BusinessStrategy #Innovation #AIinEurope
   
   6
   3 commentaren
   

 * Arpit Rajauria
   
   Fine-tuning LLMs for domain adaptation requires more than just specialized
   data. 🔬 This new study dives deep into CPT, SFT, DPO, ORPO and Model
   Merging, revealing their unique impact on model specialization. Explored
   various fine-tuning techniques: • Continued Pre-Training (CPT) • Supervised
   Fine-Tuning (SFT) • Direct Preference Optimization (DPO) • Odds Ratio
   Preference Optimization (ORPO) • Model Merging using Spherical Linear
   Interpolation (SLERP) Key insights: 🚀 Merging Models: Combining multiple
   fine-tuned models using Spherical Linear Interpolation (SLERP) yields
   synergistic, emergent capabilities, exceeding individual model performance.
   💪 Model Size Matters: The study observes a threshold effect, where the
   benefits of advanced fine-tuning techniques, including SLERP, are more
   pronounced in larger models (7B-8B parameters) compared to smaller ones (1.7B
   parameters). Paper: https://lnkd.in/gBPseyja #LLM #AI #FineTuning
   #DomainAdaptation #ModelMerging #MaterialsScience #Engineering #DeepLearning
   #AIResearch #SphericalLinearInterpolation #SLERP #llama #mistral #SmoLLM
   
   2
   

 * Arpit Rajauria
   
   Can we trust LLM benchmarks(Like. MMLU, C-Eval)? A new study unveils the risk
   of data leakage and offers a solution to detect it! 🕵️‍♀️ The widespread use
   of multiple-choice benchmarks for LLMs has a hidden risk: data leakage. If a
   model has seen benchmark data during pre-training, it can simply memorize
   answers, leading to inflated performance scores. Here's the gist: ➡️ By
   shuffling the content of multiple-choice options, create derived datasets. ➡️
   Analyze the log-probability distribution of an LLM's responses to these
   shuffled datasets. ➡️ A maximum log-probability accompanied by an outlier
   strongly indicates data leakage. Key findings: ⚠️ Leakage is a serious
   concern: The study evaluated 31 popular open-source LLMs, including LLaMA,
   Qwen, and Yi, on benchmarks like MMLU, CMMLU, C-Eval, and CMB. 🏆 Qwen family
   of LLMs exhibited the highest degree of data leakage across multiple
   benchmarks. 📉 Data leakage significantly inflates performance metrics,
   making it difficult to accurately assess LLM capabilities. Paper:
   https://lnkd.in/gfTxD3Ry Code: https://lnkd.in/gAeTaSbc #LLM #AI #DataLeakage
   #Benchmarking #MachineLearning #DeepLearning #AIethics #ResponsibleAI #NLP
   #LLaMA #Qwen #Yi
   
   2
   

 * Eric Dabols
   
   This week, our auditors will delve into the diverse world of data products,
   gaining insights into how different types are used to drive value in
   organizations. Understanding the nuances between these products is key to
   mastering data product management.
   
   1

 * Ritesh Kumar
   
   Demystifying ARIMA for Time Series Forecasting! Ever wondered how we predict
   future trends in data, like sales, stock prices, or even temperatures? Let’s
   talk about ARIMA, a powerful tool in the world of data science. ARIMA stands
   for AutoRegressive Integrated Moving Average. Sounds complex? Let’s break it
   down: AutoRegressive (AR): Look at past values to predict future ones. For
   instance, if sales increased steadily over the last few months, they might
   continue to do so. Integrated (I): Focus on changes over time. Instead of
   just looking at raw sales numbers, see how they’ve changed each month to
   identify trends. Moving Average (MA): Adjust predictions based on past
   mistakes. If your previous forecasts were always a bit too high, tweak them
   accordingly. Example: Imagine you’re predicting next month’s temperature: AR:
   If the temperature increased by 2°F each day for the last few days, it might
   continue this trend. I: Look at the daily changes (+2°F, +2°F) to understand
   the pattern. MA: If past predictions were usually 1°F too high, adjust by
   subtracting 1°F. So, ARIMA helps you make more accurate predictions by
   learning from the past and correcting errors. #DataScience #ARIMA
   #Forecasting #MachineLearning #TimeSeriesAnalysis
   
   3
   2 commentaren

 * Hector Mayol
   
   The knowledge or semantic layer is the foundation upon which all data
   infrastructure should be built upon. Unfortunately, knowledge graphs or
   semantic layers are seen as time consuming and “progress impeding”. Quite the
   conundrum…
   
   3

 * Marie-Anne Melis
   
   My submission for the #mavenhospitalchallenge from Maven Analytics. Thank you
   Marjolein Opsteegh for saying "hup, hup, je kunt het". The basic thought was
   high level executive means 1 screen, as little filtering as possible. Some
   way to dive a little deeper, hence the 3 buttons to go a few periods back in
   time, it filters the page,. A filter on the filterpanel sets the year to
   2022, in terms of completed months jan. 2022 was the last. Somebody, let's
   call him Jasmin Jusufbegovic, once said "I do not understand why people don't
   do the calculations in Excel and create a Powerpoint instead of all the fuzz
   in PowerBI". It is not a Powerpoint but I tried to create a nice summary with
   some insights apart from the dashboard. I believe insights should not be on
   dashboards. Dashboards are meant to stay for a few years, the world and
   insights can change a lot in these same years. #powerbi #data #analysis
   
   91
   24 commentaren
   

 * Kees Varekamp
   
   I think of ontology as the art of Naming the Things. It involves defining the
   Thing and coming up with the Name. - For things like pets and children,
   defining the Thing is easy. But coming up with the Name is hard. - In
   programming, defining the Thing tends to be a bit harder - but it still
   usually makes sense. Coming up with the Name is definitely much harder. - For
   things such as industries and skills, things that we deal with a lot at SEEK,
   defining the Thing becomes a science in itself. Coming up with the Name seems
   easy after that. Luckily we take it seriously, and there is an ontology team
   that does all the heavy lifting. Kate Mayhew explains:
   
   11
   1 commentaar
   

 * Leonardo Canepa
   
   Hey folks, Insights needed! A recent KarHub job opening for a BI Analyst on
   LinkedIn received a staggering 2,800 (!!!) applications in less than 48
   hours. While this is a good problem to have, the question remains: how do we
   filter through all these candidates to create a shortlist for our team to
   analyze and interview? An efficient and productive process is key in making
   sure we're not wasting the team's time or missing out on a potential great
   hire. So... what strategies have you found to be successful in filtering
   through a high volume of applications?  Thanks for your input!
   #humanresources #talent #hiring #startups
   
   25
   10 commentaren

 * Arpit Rajauria
   
   Unlocking LLM Generalization for Reasoning Tasks! 🧠 New research using
   Critical Planning Step Learning(CPL) improves performance on GSM8K (+10.5%)
   and MATH (+6.5%), leveraging Monte Carlo Tree Search (MCTS). Key findings: 🚀
   Significant Performance Boost: CPL trained on GSM8K and MATH showed
   significant improvement not only on these math datasets (+10.5% on GSM8K,
   +6.5% on MATH) but also on out-of-domain benchmarks like ARC-C (+4.0%), BBH
   (+1.8%), and MMLU (+0.9%). 💡 Step-level Advantage Preference Optimization
   (Step-APO): Researchers introduced Step-APO, a novel method that incorporates
   advantage estimates into the Direct Preference Optimization (DPO) framework.
   This enables the model to learn fine-grained preferences between plan steps,
   further boosting its generalization capabilities. Paper:
   https://lnkd.in/gS-rP_QC #LLM #AI #Reasoning #DPO #llama #o1 #NLP #AIResearch
   #GSM8K #MATH #ARCC #BBH #MMLU #GPT #openai
   
   3
   

 * Ray Givler
   
   ❓ Did you ever drag an object border in a container and see that nice little
   black caret that shows you the border of objects in a neighboring container?
     📏 That's really useful for aligning objects.   😲 It comes with some
   behavior that might surprise you though: it spawns a Tiled Container Type.  
   📝 I always call them a "Tiled Container Type" because both Horizontal and
   Vertical containers (as well as Tiled Container Types themselves) also have
   an attribute that can be set to Tiled for Floating. So that was a bit of a
   naming fail, and they should really be called just about anything else like
   parquet, mosaic, or Mondrian. (I don't even like the name "Floating" - I
   think it should be called "Fixed", but that's a double digression…)   Anyhow,
   check the image.   🚧 When you release the mouse, Tableau desktop duplicates
   the existing container, puts one object in each, and at the same time creates
   a Tiled Container Type as a parent. If you had more than 2 items, it will
   bunch them together in 2 containers that split at that line.   ⚒ If you don't
   want all that to happen, the only workaround I know is to get the desired
   width from the adjoining container/object and edit the dimensions of the
   object in question either via the dropdown or the Layout tab.   🎛 I'm a
   control guy. I still drive a manual transmission. In general, I don't like
   machines making assumptions about what I want. In this case, I would really
   like to be able to disable Tiled Container Types entirely.   ✍ What do you
   think? Do you find the functionality useful?   🏗→🧠 Build to Learn!  
   💭🚶‍♀️🚶‍♂️ Follow for more.   #tableau #data #analytics #VizoftheRay
   
   34
   19 commentaren
   

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Nog geen lid van LinkedIn? Word nu lid

Door op Doorgaan te klikken om deel te nemen of u aan te melden, gaat u akkoord
met de gebruikersovereenkomst, het privacybeleid en het cookiebeleid van
LinkedIn.