updated portfolio with static html files for student performance predictor

Author: GoJo-Rika

blog.html

@@ -89,6 +89,22 @@ <h2 class="section-heading">Recent Posts</h2>
 
                     <!-- blogs -->
 
+                    <article class="blog-post" data-tags="aws,python,flask,scikit-learn,pandas,numpy,aws ec2,aws elastic beanstalk,mlops">
+                        <h3 class="post-meta">
+                            <a href="posts/student-performance-prediction-when-simple-isnt-always-better.html">Student Performance Prediction: When Simple Isn&#39;t Always Better</a>
+                        </h3>
+                        
+                        <p class="section-label">Published on: 2025-09-19</p>
+                        
+                            <p>A candid, in-depth account of developing an end-to-end Student Performance Prediction system. This post explores the journey from an experimental Jupyter Notebook to a production-ready, modular ML pipeline, covering the critical roles of custom logging, exception handling, and a component-based architecture. It also details the real-world challenges and hard-won lessons from deploying a Flask application on AWS.</p>
+                        
+                        
+                        <div class="tech-stack">
+                            
+                        </div>
+
+                    </article>
+                    
                     <article class="blog-post" data-tags="huggingface transformers,pytorch,fastapi,docker,python,weights &amp; biases,mlops,nlp">
                         <h3 class="post-meta">
                             <a href="posts/text-summarizer-journey-serving-the-model-part-3.html">Text Summarizer Journey: Serving the Model (Part 3)</a>
@@ -234,6 +250,8 @@ <h2 class="section-heading">Filter by Technology</h2>
 
                         <button class="tag filter-tag" data-tag="aws ecr">AWS ECR</button>
 
+                        <button class="tag filter-tag" data-tag="aws elastic beanstalk">AWS Elastic Beanstalk</button>
+                    
                         <button class="tag filter-tag" data-tag="aws s3">AWS S3</button>
 
                         <button class="tag filter-tag" data-tag="aws sagemaker">AWS SageMaker</button>
@@ -260,6 +278,10 @@ <h2 class="section-heading">Filter by Technology</h2>
 
                         <button class="tag filter-tag" data-tag="nlp">NLP</button>
 
+                        <button class="tag filter-tag" data-tag="numpy">NumPy</button>
+                    
+                        <button class="tag filter-tag" data-tag="pandas">Pandas</button>
+                    
                         <button class="tag filter-tag" data-tag="pytorch">PyTorch</button>
 
                         <button class="tag filter-tag" data-tag="python">Python</button>