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diff --git a/_includes/CV/CV.md b/_includes/CV/CV.md
@@ -15,12 +15,14 @@ Wide range of skills that enabled her to jump into any project ranging sensor sy
 She has a passion for developing prototypes, learning new skill and sharing her knowledge.
 
 
-**Data Science:** Processing and analysis large data 
+**Data Science:** Processing and analysis of large noisy data 
+
+**Machine Learning (ML):** Tensorflow, python, scikit learn etc.  Currently, runs a machine learning group called [Gem City ML](www.gemcityml.com)
 
 **Teaching:** Developed and taught two python courses for AFIT: Data Visualization and Numerical Analysis. 
 Volunteers to promote STEM: GEM City ML/AI, Django Girls etc.
 
-**Skills:** API development, algorithm analysis & development, integrated hardware development & hardware prototyping,  image metrology: Camera calibration & measure extraction
+**Skills:** API development, algorithm analysis & development, integrated hardware development & hardware prototyping, image metrology: Camera calibration & measure extraction
 
 **Sensors:** Magnetic, Thermal (MWIR, LWIR and passive mmW), SWIR,
 Hyperspectral Imagery (HSI), LiDAR, and Visible Imaging and Video (FMV)
@@ -44,7 +46,9 @@ human performance analysis.
 Senior Principal Scientist
 
 * Business Development
-* ML/AI development to identify tracks in radar returns.
+* ML/AI development to identify and stitch tracks in radar returns.  
+* Reporting automation: Automating event reporting.  Reducing time to report generation from days to seconds.
+
 
 
 **DiDacTex, LLC:** Dayton, OH May 2014 – Present
@@ -57,18 +61,14 @@ information within images. Boettcher runs the day to day operations of
 DiDacTex, Research and Development and performed direct support to
 customers.  Currently, DiDacTex is for my educational outreach.
 
--   Business Development:
-
-    -   Proposals 
-    -   Negotiations, Human Resource, Accounts Payable etc.
 
 -   Technical Work:
 
-    - Magnetic Navigation: Designed, built and tested a magnetic
-        navigation sensor system. Involved designing PCB boards,
+    - Magnetic Navigation: Designed, built and tested AFIT's magnetic
+        navigation sensor system. In less than a year it went from prototype to being flown.  Involved designing PCB boards,
         programming microprocessors and created a visualization system
         to detect magnetic fields.
-    - Python Course: Developed two different python courses that where customized to AFIT’s needs. Students learned a range of skills that lead up to how to code up an algorithm from a paper. The algorithm was how an SVD’s can be used for curve fitting, which they applied to real data so that an FFT can be taken.
+    - Python Course: Developed and taught two different python courses that where customized to AFIT’s needs. Students learned a range of skills that lead up to how to code up an algorithm from a paper. The algorithm was how an SVD’s can be used for curve fitting, which they applied to real data so that an FFT can be taken.
     - Analyzed large data to find correlations between Elint and
         tracks.
     - Provided SME for a wide range of fields: Python, EO and Thermal

diff --git a/_includes/CV/publications.md b/_includes/CV/publications.md
@@ -41,6 +41,8 @@ International Conference on Low Temp. Phys., Vol. 46 Suppl. S5 p. 2605
 
 ## PUBLICATIONS
 
+Operationalizing MagNav, Aaron Niesen, Jeremy Gray, Joseph Curro Evelyn J. Boettcher and Robert Leishman, ION JNC (2021).
+
 Standoff Human Identification Using Body Shape
 S Matzner, E Boettcher, D Lochtefeld, T Webb, A Heredia-Langner, ...
 2015 IEEE HST Symposium (2015)

diff --git a/assets/img/sum_of_molehills.jpeg b/assets/img/sum_of_molehills.jpeg
diff --git a/assets/img/tutorial/wbi_2023.jpg b/assets/img/tutorial/wbi_2023.jpg
diff --git a/index.md b/index.md
@@ -24,7 +24,7 @@ sitemap:
 <div class="content-new-info">
 <div class="square">
     <big>Mrs. Evelyn J. Boettcher is a physicist with a passion for STEM.  She has founded her own business: DiDacTex, LLC (a small woman owned business
-    <a href="https://www.didactex.com/">DiDacTex</a>) and currently runs the <a href="https://www.meetup.com/gem-city-tech/events/286718391/">Gem City Tech ML/AI meetup</a>. 
+    <a href="https://www.didactex.com/">DiDacTex</a>) and currently runs the <a href="https://www.meetup.com/gem-city-tech/events/286718391/">Gem City Tech ML/AI meetup</a>.  She is also a <a href="https://developers.google.com/womentechmakers/ambassadors"> Women Techmakers Ambassador</a>.
     Her experience spans over two decades in the field of electro-optics and remote sensing, with working experience with electronics,
     modeling and algorithm development. She received an MS in Physics from the University of Maryland and a BS in Physics
     from the University of Florida. She has been head author in respected peer review journals, presented findings at

diff --git a/inventions.md b/inventions.md
@@ -6,7 +6,7 @@ banner: "/assets/img/banner/green_painting.png"
 redirect_from:
   - /inventions/
 sitemap:
-  lastmod: 2022-05-21
+  lastmod: 2023-05-21
   priority: 0.7
   changefreq: 'monthly'
   exclude: 'no'

diff --git a/publications.md b/publications.md
@@ -6,7 +6,7 @@ author_profile: true
 redirect_from:
   - /publications/
 sitemap:
-  lastmod: 2022-05-21
+  lastmod: 2023-08-13
   priority: 0.7
   changefreq: 'monthly'
   exclude: 'no'

diff --git a/sitemap.xml b/sitemap.xml
@@ -1,7 +1,7 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
 <url>
 <loc>https://www.evelynboettcher.com/CV_page</loc>
-<lastmod>2022-05-21</lastmod>
+<lastmod>2023-08-13</lastmod>
 <changefreq>monthly</changefreq>
 <priority>0.7</priority>
 </url>
@@ -43,7 +43,7 @@
 </url>
 <url>
 <loc>https://www.evelynboettcher.com/sitemap.xml</loc>
-<lastmod>2022-05-21T17:39:26+00:00</lastmod>
+<lastmod>2023-08-13T17:39:26+00:00</lastmod>
 <changefreq>monthly</changefreq>
 <priority>0.3</priority>
 </url>
@@ -79,7 +79,7 @@
 </url>
 <url>
 <loc>https://www.evelynboettcher.com/publications/</loc>
-<lastmod>2022-05-21T17:39:26+00:00</lastmod>
+<lastmod>2023-08-13T17:39:26+00:00</lastmod>
 <changefreq>monthly</changefreq>
 <priority>0.3</priority>
 </url>
@@ -91,7 +91,7 @@
 </url>
 <url>
 <loc>https://www.evelynboettcher.com/writings/</loc>
-<lastmod>2022-05-21T17:39:26+00:00</lastmod>
+<lastmod>2023-05-21T17:39:26+00:00</lastmod>
 <changefreq>monthly</changefreq>
 <priority>0.3</priority>
 </url>

diff --git a/tutorials.md b/tutorials.md
@@ -7,7 +7,7 @@ redirect_from:
   - /tutorials/
 toc: true
 sitemap:
-  lastmod: 2022-05-21
+  lastmod: 2023-05-21
   priority: 0.8
   changefreq: 'monthly'
   exclude: 'no'
@@ -32,7 +32,9 @@ feature_row:
 
 ## Public Talks and Tutorials
 
-- [Gem City Tech and Wright Brother Institute (WBI) ML Collider](https://www.eventbrite.com/e/future-of-the-daf-machine-learning-and-artificial-intelligence-collider-tickets-627177774607): May 17th 2023
+- [The University of Texas National Semiconductor Initatives and Opps](https://www.eventbrite.com/e/the-univ-of-texas-at-dallas-national-semiconductor-initiatives-and-opps-tickets-672211291067)  July 27, 2023
+
+- [Gem City Tech and Wright Brother Institute (WBI) ML Collider](https://www.eventbrite.com/e/future-of-the-daf-machine-learning-and-artificial-intelligence-collider-tickets-627177774607): May 17th 2023 ![WBI](assets/img/tutorial/wbi_2023.jpg){: .align-right}
 
 - [STEM Magnetic Mapping](https://didactexgit.github.io/do_stem_mag_map/talk.html#/title-slide): May 5th 2023