diff --git a/about-me.html b/about-me.html
index 4e5cc40..7ef58e0 100644
--- a/about-me.html
+++ b/about-me.html
@@ -48,7 +48,7 @@
 									<span class="date">March 18, 2024</span>
 									<h1>analytical thinker<br />
 									& creative mind</h1>
-									<p>As a data analyst with a detail-oriented mind and a keen eye for patterns,<br />
+									<p>As a data analyst with a detail-oriented mind and a highly developed eye for patterns,<br />
 										I’m equipped to optimize and organize strategies for informed decision-making.<br />
 									</p>
 								</header>
@@ -100,7 +100,7 @@ <h3>Email</h3>
 						<section>
 							<h3>Social</h3>
 							<ul class="icons alt">
-								<li><a href="https://www.linkedin.com/keanugms" class="icon brands alt fa-linkedin"><span class="label">LinkedIn</span></a></li>
+								<li><a href="https://www.linkedin.com/in/keanugms" class="icon brands alt fa-linkedin"><span class="label">LinkedIn</span></a></li>
 								<li><a href="https://www.github.com/kgdatatech" class="icon brands alt fa-github"><span class="label">GitHub</span></a></li>
 								<li><a href="https://www.imdb.com/name/nm13077297/" class="icon brands fa-imdb"><span class="label">IMDb</span></a></li>
 							</ul>
@@ -112,7 +112,7 @@ <h3>Social</h3>
 
 			<!-- Copyright -->
 				<div id="copyright">
-					<ul><li>&copy; 2024, Keanu Gomes, Student Data Analyst | Machine Learner</li><li>Email: <a href="mailto:keanudatatech@gmail.com">keanudatatech@gmail.com</a></li></ul>
+					<ul><li>&copy; 2024, Keanu Gomes, Data Analyst | Machine Learner</li><li>Email: <a href="mailto:keanudatatech@gmail.com">keanudatatech@gmail.com</a></li></ul>
 				</div>
 
 			</div>
diff --git a/case-study-2.html b/case-study-2.html
index fcea25c..4caf070 100644
--- a/case-study-2.html
+++ b/case-study-2.html
@@ -126,7 +126,7 @@ <h3>Social</h3>
 
 			<!-- Copyright -->
 				<div id="copyright">
-					<ul><li>&copy; 2024, Keanu Gomes, Student Data Analyst | Machine Learner</li><li>Email: <a href="mailto:keanudatatech@gmail.com">keanudatatech@gmail.com</a></li></ul>
+					<ul><li>&copy; 2024, Keanu Gomes, Data Analyst | Machine Learner</li><li>Email: <a href="mailto:keanudatatech@gmail.com">keanudatatech@gmail.com</a></li></ul>
 				</div>
 
 			</div>
diff --git a/case-study.html b/case-study.html
index 6ee5c15..1c83e4b 100644
--- a/case-study.html
+++ b/case-study.html
@@ -70,13 +70,14 @@ <h4>Here are the questions they want me to answer first:</h4><br />
 									I'll delve into these critical questions, exploring the intersection of machine learning and weather data to drive ClimateWins forward. Together, we'll address ethical considerations, uncover historical temperature trends, and pave the way for predicting weather conditions with unprecedented accuracy, shaping a safer and more resilient future for all.<br />	
 									<br />
 									<h4>Follow along to view the results:</h4>
-									<li class="active"><a href="images/climatewins-presentations-ml.pdf">View Full Presentation PDF</a></li>
+									<li class="active"><a href="images/climatewins-presentations-ml.pdf">View Proposal Strategy Presentation PDF</a></li><i>*updated as of May 1, 2024*</i>
+									<li class="active"><a href="images/climatewins-presentations-ml.pdf">View Supervised Learning Presentation PDF</a></li>
 									<li class="active"><a href="https://public.tableau.com/app/profile/keanu.g7625/viz/ClimateWinsHypothesesValidationThroughEDA/HypothesesDashboard">View EDA Hypotheses Results in Tableau Dashboard</a></li>
 									<li class="active"><a href="https://www.github.com/kgdatatech/climatewins-ml">View Full Data Documentation in GitHub</a></li>									
 									<div style="position:relative; padding-bottom:56.25%; padding-top:30px; height:0; overflow:hidden;">
 										<iframe src="https://player.vimeo.com/video/927645241?h=da1d24705c" style="position:absolute; top:0; left:0; width:100%; height:100%;" frameborder="0" allow="autoplay; fullscreen" allowfullscreen></iframe>
 									  </div>
-									  
+
 									<i>Thanks for viewing!</i>
 								</p>
 
@@ -101,7 +102,7 @@ <h3>Email</h3>
 						<section>
 							<h3>Social</h3>
 							<ul class="icons alt">
-								<li><a href="https://www.linkedin.com/keanugms" class="icon brands alt fa-linkedin"><span class="label">LinkedIn</span></a></li>
+								<li><a href="https://www.linkedin.com/in/keanugms" class="icon brands alt fa-linkedin"><span class="label">LinkedIn</span></a></li>
 								<li><a href="https://www.github.com/kgdatatech" class="icon brands alt fa-github"><span class="label">GitHub</span></a></li>
 								
 							</ul>
@@ -113,7 +114,7 @@ <h3>Social</h3>
 
 			<!-- Copyright -->
 				<div id="copyright">
-					<ul><li>&copy; 2024, Keanu Gomes, Student Data Analyst | Machine Learner</li><li>Email: <a href="mailto:keanudatatech@gmail.com">keanudatatech@gmail.com</a></li></ul>
+					<ul><li>&copy; 2024, Keanu Gomes, Data Analyst | Machine Learner</li><li>Email: <a href="mailto:keanudatatech@gmail.com">keanudatatech@gmail.com</a></li></ul>
 				</div>
 
 			</div>
diff --git a/contact-form.html b/contact-form.html
index aeec578..62a5c7f 100644
--- a/contact-form.html
+++ b/contact-form.html
@@ -84,7 +84,7 @@ <h3>Email</h3>
 							<section>
 								<h3>Social</h3>
 								<ul class="icons alt">
-									<li><a href="https://www.linkedin.com/keanugms" class="icon brands alt fa-linkedin"><span class="label">LinkedIn</span></a></li>
+									<li><a href="https://www.linkedin.com/in/keanugms" class="icon brands alt fa-linkedin"><span class="label">LinkedIn</span></a></li>
 									<li><a href="https://www.github.com/kgdatatech" class="icon brands alt fa-github"><span class="label">GitHub</span></a></li>
 								</ul>
 							</section>
@@ -95,7 +95,7 @@ <h3>Social</h3>
 
 				<!-- Copyright -->
 					<div id="copyright">
-						<ul><li>&copy; 2024, Keanu Gomes, Student Data Analyst | Machine Learner</li><li>Email: <a href="mailto:keanudatatech@gmail.com">keanudatatech@gmail.com</a></li></ul>
+						<ul><li>&copy; 2024, Keanu Gomes, Data Analyst | Machine Learner</li><li>Email: <a href="mailto:keanudatatech@gmail.com">keanudatatech@gmail.com</a></li></ul>
 					</div>
 
 			</div>
diff --git a/images/climatewins-project-cover-3.png b/images/climatewins-project-cover-3.png
new file mode 100644
index 0000000..69e7963
Binary files /dev/null and b/images/climatewins-project-cover-3.png differ
diff --git a/images/climatewins-proposal-strategy.pdf b/images/climatewins-proposal-strategy.pdf
new file mode 100644
index 0000000..681bcfa
Binary files /dev/null and b/images/climatewins-proposal-strategy.pdf differ
diff --git a/index.html b/index.html
index 9a4f517..cd44fa7 100644
--- a/index.html
+++ b/index.html
@@ -23,7 +23,7 @@
 					<div id="intro">
 						<h1>Keanu Gomes<br />
 						</h1>
-						<p>Student Data Analyst & Machine Learner with project skills in:<br />
+						<p>Data Analyst & Machine Learner with project skills in:<br />
 						Excel, SQL, Tableau, Python; background in Audio engineering.<br /></p>
 						<br />
 						<h3><a href="https://public.tableau.com/app/profile/keanu.g7625/vizzes">click here to view my Tableau dashboards</a></h3>
@@ -57,22 +57,37 @@ <h3><a href="https://public.tableau.com/app/profile/keanu.g7625/vizzes">click he
 						<!-- Featured Post -->
 							<article class="post featured">
 								<header class="major">
-									<span class="date">Mar-Apr. 2024</span>
-									<h2><a href="https://github.com/kgdatatech/climatewins-ml">Supervised Machine Learning<br />
-									Algorithms W Python</a></h2>
-									<p>Deploy supervised training/testing models with python code to explore<br />
-									the intersection of supervised machine learning algorithms<br />
-									and weather data to drive ClimateWins forward.<br />
+									<span class="date">May. 2024</span>
+									<h2><a href="https://github.com/kgdatatech/climatewins-ml">Complex Unsupervised Machine Learning<br />
+									Algorithms</a></h2>
+									<p>Make use of complex prediction models with python code to explore<br />
+									the depth of unsupervised machine learning algorithms<br />
+									and weather data experiments to answer ClimateWins objectives.<br />
 									</p>
 								</header>
-								<a href="https://github.com/kgdatatech/climatewins-ml" class="image main"><img src="images/climatewins-project-cover-2.jpg" alt="" /></a>
+								<a href="images/climatewins-proposal-strategy.pdf" class="image main"><img src="images/climatewins-project-cover-3.png" alt="" /></a>
 								<ul class="actions special">
-									<li><a href="case-study.html" class="button large">View Case Study</a></li>
+									<li><a href="images/climatewins-proposal-strategy.pdf" class="button large">view presentation</a></li>
 								</ul>
 							</article>
 
 						<!-- Posts -->
 							<section class="posts">
+								<article>
+									<header>
+										<span class="date">Mar-Apr. 2024</span>
+										<h2><a href="https://github.com/kgdatatech/climatewins-ml">Supervised Learning Algorithms<br />
+											</a></h2>
+									</header>
+									<a href="https://github.com/kgdatatech/climatewins-ml" class="image fit"><img src="images/climatewins-project-cover-2.jpg" alt="" /></a>
+									<p>Deploy supervised training/testing models with python code to explore
+										the intersection of supervised machine learning algorithms
+										and weather data to drive ClimateWins forward.
+										</p>
+									<ul class="actions special">
+										<li><a href="case-study.html" class="button">View case study</a></li>
+									</ul>
+								</article>
 								<article>
 									<header>
 										<span class="date">Jan-Feb. 2024</span>
@@ -140,7 +155,9 @@ <h2><a href="images/GameCo.pdf">Descriptive Analysis<br />
 										& Visualization w Excel</a></h2>
 									</header>
 									<a href="images/GameCo.pdf" class="image fit"><img src="images/gameco.png" alt="" /></a>
-									<p>Utilizing Excel to optimize 2017 marketing budget for maximum ROI. Guide the executive board through results and facilitate informed budget redistribution decisions.
+									<p>Employing Excel to optimize 2017 marketing budget for maximum ROI. Guide the executive board through results and facilitate informed budget redistribution decisions.
+									<br />
+									<br />
 									</p>
 									<ul class="actions special">
 										<li><a href="images/GameCo.pdf" class="button">View Project Presentation PDF</a></li>
@@ -149,7 +166,7 @@ <h2><a href="images/GameCo.pdf">Descriptive Analysis<br />
 								<article>
 									<header>
 										<span class="date">Jun-Jun. 2023-2024</span>
-										<h2><a href="images/Data-portfolio-2024.pdf">View Portfolio<br />
+										<h2><a href="images/data-analyst-portfolio-2024-kg.pdf">View Portfolio<br />
 										as pdf</a></h2>
 									</header>
 									<a href="#" class="image fit"><img src="images/portfolio-cover.png" alt="" /></a>
@@ -159,11 +176,10 @@ <h2><a href="images/Data-portfolio-2024.pdf">View Portfolio<br />
 										<li><a href="images/data-analyst-portfolio-2024-kg.pdf" class="button">View full portfolio pdf</a></li>
 									</ul>
 								</article>
-							</section>
+							</section>	
 
 
-
-					</div>
+						</div>
 
 				<!-- Footer -->
 					<footer id="footer">
@@ -179,7 +195,7 @@ <h3>Email</h3>
 							<section>
 								<h3>Social</h3>
 								<ul class="icons alt">
-									<li><a href="https://www.linkedin.com/keanugms" class="icon brands alt fa-linkedin"><span class="label">LinkedIn</span></a></li>
+									<li><a href="https://www.linkedin.com/in/keanugms" class="icon brands alt fa-linkedin"><span class="label">LinkedIn</span></a></li>
 									<li><a href="https://www.github.com/kgdatatech" class="icon brands alt fa-github"><span class="label">GitHub</span></a></li>
 								</ul>
 							</section>
@@ -190,7 +206,7 @@ <h3>Social</h3>
 
 				<!-- Copyright -->
 					<div id="copyright">
-						<ul><li>&copy; 2024, Keanu Gomes, Student Data Analyst | Machine Learner</li><li>Email: <a href="mailto:keanudatatech@gmail.com">keanudatatech@gmail.com</a></li></ul>
+						<ul><li>&copy; 2024, Keanu Gomes, Data Analyst | Machine Learner</li><li>Email: <a href="mailto:keanudatatech@gmail.com">keanudatatech@gmail.com</a></li></ul>
 					</div>
 
 			</div>