slight update to verbiage

index.html

@@ -181,7 +181,7 @@ <h2>Bio</h2>
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                 <br> <br>
 
-                I keep a blog on AI and consciousness with a really cool backend (see project description on this page), <a href = "https://oscars47.github.io/math-zombies/">oscars47.github.io/math-zombies/</a>, along with Professor Gizem Karaali and Kamden Baer. <br> <br>
+                I keep a blog on AI and consciousness with a cool backend (see project description on this page), <a href = "https://oscars47.github.io/math-zombies/">oscars47.github.io/math-zombies/</a>, along with Professor Gizem Karaali and Kamden Baer. <br> <br>
 
                 See also my poetry website, <a href="https://oscars47.github.io/garbage-collector/" >oscars47.github.io/garbage-collector/</a>.
 
@@ -223,7 +223,7 @@ <h2>Projects</h2>
                     <figcaption class="project-figcaption">Confusion matrices for 39 species discrimination on the Watkins Marine Mammals dataset. Top row is using an XGB model trained on extracted features, and the bottom is using a retrained ResNet-50. First column is validation dataset, second is test.</figcaption>
                 </figure>
                 <p class="project-description">
-                    OSCAR (named by Professor Weiqing Gu) is my first project at Dasion as as Machine Learning Engineer, of which I am senior personnel. OSCAR stands for Ocean Science Cutting-edge Anomaly Research, and the focus is developing an interpetable, differential geometric approach to real-time, energy efficient decision making in underwater autonomous vehicles. Applied for DoN 24.2 SBIR grant for Context Aware Datastream Preprocessor for Time-Sensitive Applications. Currently, I have tested on the <a href = "https://go.whoi.edu/marine-mammal-sounds">Watkins Marine Mammal</a> acoustic dataset, achieving 99.3% validation accuracy and 98.7% test accuracy on distinguishing 39 different classes of mammals on a max depth 5 50 esimtator model. In collaboration with researchers at <a href = "https://www.mbari.org/"> MBARI (Monterey Bay Aquarium Research Institute)</a> to extend this model to other kinds of data.
+                    OSCAR (named by Professor Weiqing Gu) is my first project at Dasion as as Machine Learning Engineer, of which I am senior personnel / lead researcher. OSCAR stands for Ocean Science Cutting-edge Anomaly Research, and the focus is developing an interpetable, differential geometric approach to real-time, energy efficient decision making in underwater autonomous vehicles. Helped co-author a grant proposal and a patent application. Currently, I have tested on the <a href = "https://go.whoi.edu/marine-mammal-sounds">Watkins Marine Mammal</a> acoustic dataset, achieving 99.3% validation accuracy and 98.7% test accuracy on distinguishing 39 different classes of mammals on a max depth 5 50 esimtator eXtreme Gradient Boosting model. In collaboration with researchers at <a href = "https://www.mbari.org/"> MBARI (Monterey Bay Aquarium Research Institute)</a> to extend this model to other kinds of data.
                 </p>
             </div>
             <div class="project">
@@ -440,7 +440,7 @@ <h3 class="news-title">December 2023</h3>
             <img src="images/trabbit.png" alt="trabbit" class="news-img">
             <figcaption class="news-figcaption">Artistic representation of my trabbit algorithm.</figcaption>
         </figure>
-        <p class="news-description">Published a package with the function trabbit, a custom gradient-descent based optimization algorithm, available at <a href="https://pypi.org/project/oscars-toolbox/">pypi.org/project/oscars-toolbox/</a>.</p>
+        <p class="news-description">Published a package with the function trabbit, a custom gradient-descent based optimization algorithm, available at <a href="https://pypi.org/project/oscars-toolbox/">pypi.org/project/oscars-toolbox/</a> [have since added some helper functions for torch].</p>
 
         <h3 class="news-title">October 2023</h3>
         <figure class="news-figure">