diff --git a/.DS_Store b/.DS_Store
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diff --git a/img/.DS_Store b/img/.DS_Store
new file mode 100644
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diff --git a/img/cover.jpg b/img/cover.jpg
new file mode 100644
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diff --git a/img/ind.png b/img/ind.png
new file mode 100644
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diff --git a/img/pic.jpeg b/img/pic.jpeg
new file mode 100644
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diff --git a/img/prof1.jpeg b/img/prof1.jpeg
new file mode 100644
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diff --git a/index.html b/index.html
index c92d30e..99e0db5 100644
--- a/index.html
+++ b/index.html
@@ -52,7 +52,7 @@
         <div class="container">
             <div class="row">
                 <div class="jour-col-1">
-                    <img src="img/hobbies.jpeg">
+                    <img src="img/pic.jpeg">
                 </div> 
                 <div class="jour-col-2">    
                     <h1 class="sub-title">My Journey</h1>
@@ -71,9 +71,9 @@ <h1 class="sub-title">My Journey</h1>
                                         <li><span>Programming & Scripting Languages</span><br>Python, R, SQL, HTML, CSS, LaTeX, C++</li>
                                         <li><span>Databases</span><br>MySQL, Microsoft SQL Server Management System</li>
                                         <li><span>Big Data handling</span><br>Apache Spark, HDFS, Databricks, AWS</li>
-                                        <li><span>Softwares</span><br>Power BI, MS Excel, VS Code, Git & GitHub, OpenStreetMap, LTSpice, NOAA Ferret </li>
+                                        <li><span>Softwares</span><br>MS Power BI, MS Excel, VS Code, Git & GitHub, OpenStreetMap, LTSpice, NOAA Ferret </li>
                                         <li><span>Operating Systems</span><br>Windows OS, macOS, Linux</li>
-                                        <li><span>Others</span><br>Data Analysis - ETL, EDA, Machine Learning, Data Visualization, Physics, Electronics</li>
+                                        <li><span>Others</span><br>Data Analysis - ETL, EDA, Machine Learning, Data Visualization, Physics, Mathematics, Statistics, Electronics</li>
                                     </ul>
                             </div>
                             <div class="tab-skill-content" id="manage" >
@@ -110,6 +110,23 @@ <h1 class="sub-title">My Journey</h1>
             <h1 class="sub-title">My Projects</h1>
             <div class="work-list">
                 <div class="work">
+                    <img src="img/ind.png">
+                    <div class="layer">
+                        <h3>Foreign Exchange Rates Time Series Analysis and Forecasting</h3>
+                        <p>Confused about which currency to invest in the coming year? Planning for a foreign trip sometime soon? 
+                            The foreign exchange rates between two countries has a pivotal role in deciding your profit from investment
+                            and the best value for your money during an international trip. The time series forecasting using three models - 
+                            SARIMAX, SARIMA, and ARIMA - gives a glimpse of your financial future! The project analyzed, modeled, and forecasted 
+                            exchange rate ratios of US Dollars with five other currencies - Euro (EUR), UK Pound (GBP), Indian Rupees (INR), Chinese Yuan (CHY), 
+                            and Japanese Yen (JPY). It compared the accuracies of each model to determine the most reliable one. Also created an interactive 
+                            MS Power Bi Dashboard that shows the time-series - historical and forecasted - to analyze the information visually.
+                            <br><i><i class="fa-solid fa-laptop"></i> SARIMAX, SARIMA, ARIMA, MS Power BI, Seasonal Decomposition
+                        </i>
+                        </p>
+                            <a href="https://github.com/Rindhujatreesa/exchange-rate-forecasting"><i class="fa-solid fa-arrow-up-right-from-square"></i></a>
+                    </div>
+                </div>
+                <!-- <div class="work">
                     <img src="img/malware_classes.png">
                     <div class="layer">
                         <h3>Malware Classification using ML models</h3>
@@ -122,7 +139,7 @@ <h3>Malware Classification using ML models</h3>
                             </p>
                             <a href="https://github.com/Rindhujatreesa/Machine_Learning_Projects/tree/main/Malware%20Classification"><i class="fa-solid fa-arrow-up-right-from-square"></i></a>
                     </div>
-                </div>
+                </div> -->
                 <div class="work">
                     <img src="img/cust_segments.png">
                     <div class="layer">
@@ -218,7 +235,7 @@ <h1 class="sub-title">About Me</h1>
                     <button onclick="myFunction()" id="myBtn" class="btn">Read More</button>
                 </div>  
                 <div class="about-col-2">
-                    <img src="img/prof.jpeg">
+                    <img src="img/prof1.jpeg">
                 </div>
             </div>
             <a href="files/JohnsonRindhuja_Resume.pdf" class="btn">View/Download Resume</a>
diff --git a/style.css b/style.css
index 30d283e..b5f414c 100644
--- a/style.css
+++ b/style.css
@@ -31,7 +31,7 @@ body{
     width: 90%;
     height: 80vh;
     padding-top: 10px;
-    background-image: url(img/cover3.jpeg);
+    background-image: url(img/cover.jpg);
     background-size: cover;
     background-position: center;
     border-radius: 10px;
@@ -176,7 +176,7 @@ nav ul li a:hover::after{
     
 }
 .jour-col-1 img {
-    width:100%;
+    width:120%;
     height:90vh;
     border-radius: 15px;
     border-style: groove;