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---
layout: default
title: "Home | Responsible AI - Dr. Victor Steinborn"
abstract: "Responsible AI | Automation and Safety"
---

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    <h1>
      <strong>Responsible AI</strong>
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    <h2>
      Dr. {{site.name}}
    </h2>
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      <h2><strong>Automation</strong> with <strong>responsible AI</strong> principles</h2>
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</section>

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          <h2>Automation Tools</h2>
        </header>
        <p>
          I specialize in developing solutions for automating processes.
          If you have a repetitive task that you would like to automate, I may be able to help.
          Specifically, I focus on: 
        </p>
        <ul>
          <li>General automation, which includes automating spreadsheets, data analysis, CI/CD and data scraping, among other workflows.</li>
          <li>Automation involving AI, including text, audio or video classification, monitoring and processing.</li>
          <li>Development of custom AI models for complex tasks, including deep learning models, especially NLP (Natural Language Processing) models.</li>
        </ul>
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          <header class="major">
            <h2>Trustworthiness Analysis</h2>
          </header>
          <p>
            Automated systems need to perform as intended while adhering to responsible principles.
            Among the methods I use in evaluating and enforcing the trustworthiness of AI models are:
          </p>
          <ul>
            <li>Implementing tests, including: invariance tests, bias tests and energy consumption tests.</li>
            <li>Developing novel metrics that capture trustworthiness targets and UN sustainable development goals.</li>
            <li>Debasing techniques at the data and model levels, utilizing the current research, legal and compliance landscape as a guideline.</li>
          </ul>
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      <div class="col-6 col-12-medium">
        <header class="major">
          <h2>Safety and Performance Optimizations</h2>
        </header>
        <p>
          As part of building a well-developed and responsible model, the model also needs to perform well and reliably.
          To do this, I focus on several techniques, including:
          <ul>
            <li>Robustness checks to verify the safety of the system and its resilience to adversarial attacks.</li>
            <li>Performance optimization, including model inference speed and memory optimization via model analysis or custom modification.</li>
          </ul>
        </p>
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      <h2>Get in touch for a free meeting</h2>
      <p>Do you have an exciting idea or a task you wish was automated?</p>
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<!-- <section id="five" class="main style1">
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      <h2>Elements</h2>
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    <section>
      <h4>Text</h4>
      <p>
        This is <b>bold</b> and this is <strong>strong</strong>. This is
        <i>italic</i> and this is <em>emphasized</em>. This is
        <sup>superscript</sup> text and this is <sub>subscript</sub> text. This
        is <u>underlined</u> and this is code: <code>for (;;) { ... }</code>.
        Finally, <a href="#">this is a link</a>.
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        <h4>Heading with a Subtitle</h4>
        <p>Lorem ipsum dolor sit amet nullam id egestas urna aliquam</p>
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      <p>
        Nunc lacinia ante nunc ac lobortis. Interdum adipiscing gravida odio
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      <h6>Heading Level 6</h6>
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      <h5>Blockquote</h5>
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        dolor sit amet nullam adipiscing eu felis.
      </blockquote>
      <h5>Preformatted</h5>
      <pre><code>i = 0;

while (!deck.isInOrder()) {
print 'Iteration ' + i;
deck.shuffle();
i++;
}

print 'It took ' + i + ' iterations to sort the deck.';</code></pre>
    </section>

    <section>
      <h4>Lists</h4>
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          <h5>Unordered</h5>
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            <li>Dolor pulvinar etiam.</li>
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          <h5>Alternate</h5>
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            <li>Dolor pulvinar etiam.</li>
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          <h5>Ordered</h5>
          <ol>
            <li>Dolor pulvinar etiam.</li>
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            <li>Felis enim feugiat.</li>
            <li>Dolor pulvinar etiam.</li>
            <li>Etiam vel felis lorem.</li>
            <li>Felis enim et feugiat.</li>
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          <h5>Icons</h5>
          <ul class="icons">
            <li>
              <a href="#" class="icon brands fa-twitter"
                ><span class="label">Twitter</span></a
              >
            </li>
            <li>
              <a href="#" class="icon brands fa-facebook-f"
                ><span class="label">Facebook</span></a
              >
            </li>
            <li>
              <a href="#" class="icon brands fa-instagram"
                ><span class="label">Instagram</span></a
              >
            </li>
            <li>
              <a href="#" class="icon brands fa-github"
                ><span class="label">Github</span></a
              >
            </li>
          </ul>
        </div>
      </div>
      <h5>Actions</h5>
      <div class="row">
        <div class="col-6 col-12-medium">
          <ul class="actions">
            <li><a href="#" class="button primary">Default</a></li>
            <li><a href="#" class="button">Default</a></li>
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            <li><a href="#" class="button primary small fit">Small</a></li>
            <li><a href="#" class="button small fit">Small</a></li>
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    <section>
      <h4>Table</h4>
      <h5>Default</h5>
      <div class="table-wrapper">
        <table>
          <thead>
            <tr>
              <th>Name</th>
              <th>Description</th>
              <th>Price</th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td>Item One</td>
              <td>Ante turpis integer aliquet porttitor.</td>
              <td>29.99</td>
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            <tr>
              <td>Item Two</td>
              <td>Vis ac commodo adipiscing arcu aliquet.</td>
              <td>19.99</td>
            </tr>
            <tr>
              <td>Item Three</td>
              <td>Morbi faucibus arcu accumsan lorem.</td>
              <td>29.99</td>
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            <tr>
              <td>Item Four</td>
              <td>Vitae integer tempus condimentum.</td>
              <td>19.99</td>
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            <tr>
              <td>Item Five</td>
              <td>Ante turpis integer aliquet porttitor.</td>
              <td>29.99</td>
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          </tbody>
          <tfoot>
            <tr>
              <td colspan="2"></td>
              <td>100.00</td>
            </tr>
          </tfoot>
        </table>
      </div>

      <h5>Alternate</h5>
      <div class="table-wrapper">
        <table class="alt">
          <thead>
            <tr>
              <th>Name</th>
              <th>Description</th>
              <th>Price</th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td>Item One</td>
              <td>Ante turpis integer aliquet porttitor.</td>
              <td>29.99</td>
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            <tr>
              <td>Item Two</td>
              <td>Vis ac commodo adipiscing arcu aliquet.</td>
              <td>19.99</td>
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            <tr>
              <td>Item Three</td>
              <td>Morbi faucibus arcu accumsan lorem.</td>
              <td>29.99</td>
            </tr>
            <tr>
              <td>Item Four</td>
              <td>Vitae integer tempus condimentum.</td>
              <td>19.99</td>
            </tr>
            <tr>
              <td>Item Five</td>
              <td>Ante turpis integer aliquet porttitor.</td>
              <td>29.99</td>
            </tr>
          </tbody>
          <tfoot>
            <tr>
              <td colspan="2"></td>
              <td>100.00</td>
            </tr>
          </tfoot>
        </table>
      </div>
    </section>

    <section>
      <h4>Buttons</h4>
      <ul class="actions">
        <li><a href="#" class="button primary">Primary</a></li>
        <li><a href="#" class="button">Default</a></li>
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        <li><a href="#" class="button large">Large</a></li>
        <li><a href="#" class="button">Default</a></li>
        <li><a href="#" class="button small">Small</a></li>
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        <li><a href="#" class="button fit">Fit</a></li>
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      <ul class="actions fit small">
        <li>
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        </li>
        <li><a href="#" class="button fit small">Fit + Small</a></li>
        <li>
          <a href="#" class="button primary fit small">Fit + Small</a>
        </li>
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      <ul class="actions">
        <li>
          <a href="#" class="button primary icon solid fa-download">Icon</a>
        </li>
        <li><a href="#" class="button icon solid fa-download">Icon</a></li>
      </ul>
      <ul class="actions">
        <li><span class="button primary disabled">Disabled</span></li>
        <li><span class="button disabled">Disabled</span></li>
      </ul>
    </section>

    <section>
      <h4>Image</h4>
      <h5>Fit</h5>
      <div class="box alt">
        <div class="row gtr-uniform gtr-50">
          <div class="col-12">
            <span class="image fit"><img src="images/pic06.jpg" alt="" /></span>
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          <div class="col-4">
            <span class="image fit"><img src="images/pic02.jpg" alt="" /></span>
          </div>
          <div class="col-4">
            <span class="image fit"><img src="images/pic03.jpg" alt="" /></span>
          </div>
          <div class="col-4">
            <span class="image fit"><img src="images/pic04.jpg" alt="" /></span>
          </div>
          <div class="col-4">
            <span class="image fit"><img src="images/pic03.jpg" alt="" /></span>
          </div>
          <div class="col-4">
            <span class="image fit"><img src="images/pic04.jpg" alt="" /></span>
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          <div class="col-4">
            <span class="image fit"><img src="images/pic02.jpg" alt="" /></span>
          </div>
          <div class="col-4">
            <span class="image fit"><img src="images/pic04.jpg" alt="" /></span>
          </div>
          <div class="col-4">
            <span class="image fit"><img src="images/pic02.jpg" alt="" /></span>
          </div>
          <div class="col-4">
            <span class="image fit"><img src="images/pic03.jpg" alt="" /></span>
          </div>
        </div>
      </div>
      <h5>Left &amp; Right</h5>
      <p>
        <span class="image left"><img src="images/pic05.jpg" alt="" /></span
        >Fringilla nisl. Donec accumsan interdum nisi, quis tincidunt felis
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        Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing
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        Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing
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        adipiscing accumsan eu faucibus. Integer ac pellentesque praesent
        tincidunt felis sagittis eget. tempus euismod. Vestibulum ante ipsum
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        volutpat ac adipiscing accumsan eu faucibus. Integer ac pellentesque
        praesent.
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      <p>
        <span class="image right"><img src="images/pic05.jpg" alt="" /></span
        >Fringilla nisl. Donec accumsan interdum nisi, quis tincidunt felis
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        Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing
        eu felis iaculis volutpat ac adipiscing accumsan eu faucibus. Integer ac
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        Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing
        eu felis iaculis volutpat ac adipiscing accumsan eu faucibus. Integer ac
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        adipiscing accumsan eu faucibus. Integer ac pellentesque praesent
        tincidunt felis sagittis eget. tempus euismod. Vestibulum ante ipsum
        primis in faucibus vestibulum. Blandit adipiscing eu felis iaculis
        volutpat ac adipiscing accumsan eu faucibus. Integer ac pellentesque
        praesent.
      </p>
    </section>
  </div>
</section> -->



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  <section id="six" class="main style1">
    <header class="major special">
      <h2>Contact</h2>
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    <form action="https://formspree.io/f/xrgdevvz" method="post">
      <div class="row gtr-uniform gtr-50">
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            <li>
              <input type="submit" value="Send Message" class="primary" />
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        >
      
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