diff --git a/data/team/04-marc-gillioz.md b/data/team/04-marc-gillioz.md
index e5d3c76..e8dcee6 100644
--- a/data/team/04-marc-gillioz.md
+++ b/data/team/04-marc-gillioz.md
@@ -1,18 +1,11 @@
 ## Marc Gillioz
 role: Senior scientist
 title: Dr.
+email: marc.gillioz@gmail.com
 website: https://gillioz.github.io/
-interests: Deep Learning, Time Series, Industrial Applications
+interests: Physics-Informed ML, Time Series, Industrial Applications
 
-Marc is currently working on projects related to hydroelectric power production,
-in particular applying data analysis and machine learning techniques to:
- - predict strain and fatigue for variable-speed turbines,
- - detect anomalies in operational data for better maintenance planning.
-
-At the HES-SO, Marc has also worked on problems related to power systems,
-such as power flow optimization through topological changes,
-modelling of hydroelectric production and high-voltage grids,
-and network reconstruction using Smart Meter data.
-
-Marc's background is in high-energy physics,
-with a stint in software engineering.
+Marc is a senior scientist applying machine learning solutions
+to problems that involve physics. His background is in high-energy physics,
+with a stint in software engineering. At the HES-SO, he has worked
+mainly on electrical grids and hydroelectric power production.
diff --git a/index.html b/index.html
index 55e8655..4c2f6d1 100644
--- a/index.html
+++ b/index.html
@@ -686,18 +686,12 @@ <h3>Glory Givi</h3>
         </div>
       </div>
       <div class="collab-card">
-        <div class="collab-avatar">MG</div>
+        <img class="collab-photo" src="https://www.gravatar.com/avatar/c12f3f4cc84869eece32ecd88d54a0d9?s=200&d=mp" alt="MG" />
         <div class="collab-body">
           <h3><a href="https://gillioz.github.io/" target="_blank" rel="noopener">Dr. Marc Gillioz</a></h3>
-          <div class="collab-interests"><span class="interest-tag">Deep Learning</span><span class="interest-tag">Time Series</span><span class="interest-tag">Industrial Applications</span></div>
+          <div class="collab-interests"><span class="interest-tag">Physics-Informed ML</span><span class="interest-tag">Time Series</span><span class="interest-tag">Industrial Applications</span></div>
           <div class="collab-subtitle">Senior scientist</div>
-          <p class="collab-bio">Marc is currently working on projects related to hydroelectric power production, in particular applying data analysis and machine learning techniques to:</p>
-<ul class="collab-bio-list">
-<li>predict strain and fatigue for variable-speed turbines,</li>
-<li>detect anomalies in operational data for better maintenance planning.</li>
-</ul>
-<p class="collab-bio">At the HES-SO, Marc has also worked on problems related to power systems, such as power flow optimization through topological changes, modelling of hydroelectric production and high-voltage grids, and network reconstruction using Smart Meter data.</p>
-<p class="collab-bio">Marc&#x27;s background is in high-energy physics, with a stint in software engineering.</p>
+          <p class="collab-bio">Marc is a senior scientist applying machine learning solutions to problems that involve physics. His background is in high-energy physics, with a stint in software engineering. At the HES-SO, he has worked mainly on electrical grids and hydroelectric power production.</p>
           <div class="collab-links"><a class="collab-link" href="https://gillioz.github.io/" target="_blank" rel="noopener">Website →</a></div>
         </div>
       </div>