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commit.

src/components/HeroSection/index.jsx

@@ -33,6 +33,36 @@ const citation = `
     `;
 
 const news = [
+    {
+        // date: "03/6/25",
+        // content: (
+        //     <HeroNewsItemContent>
+        //         New {" "}
+        //         <UDLLink href="https://dl4ds.github.io/sp2025/lectures/">
+        //             slides and video lectures
+        //         </UDLLink>{" "}
+        //         that closely follow the book from Thomas Gardos of Boston University.
+        //     </HeroNewsItemContent>
+        // ),
+    },
+    {
+        date: "02/19/25",
+        content: (
+            <HeroNewsItemContent>
+                Three new blogs {" "}
+                <UDLLink href="https://rbcborealis.com/research-blogs/odes-and-sdes-for-machine-learning/">
+                    [1]
+                </UDLLink>
+                <UDLLink href="https://rbcborealis.com/research-blogs/introduction-ordinary-differential-equations/">
+                    [2]
+                </UDLLink>
+                <UDLLink href="https://rbcborealis.com/research-blogs/closed-form-solutions-for-odes/">
+                    [3]
+                </UDLLink>{" "}
+                on ODEs and SDEs in machine learning.
+            </HeroNewsItemContent>
+        ),
+    },
     {
         date: "01/23/25",
         content: (
@@ -272,8 +302,8 @@ export default function HeroSection() {
                         <HeroImgWrap>
                             <Img src={img} alt="Book Cover" />
                         </HeroImgWrap>
-                        <HeroLink href="https://github.com/udlbook/udlbook/releases/download/v5.00/UnderstandingDeepLearning_11_21_24_C.pdf">
+                        <HeroLink href="https://github.com/udlbook/udlbook/releases/download/v5.0.1/UnderstandingDeepLearning_03_26_25_C.pdf">
-                            Download full PDF (21 November 2024)
+                            Download full PDF (26 March 2025)
                         </HeroLink>
                         <br /> 
                         <HeroDownloadsImg

src/components/Media/index.jsx

@@ -151,9 +151,20 @@ export default function MediaSection() {
                                 </ul>
                             </MediaContent>
                             <TopLine>Video lectures</TopLine>  
+                            <ul>    
+                                <li>            
                                     <MediaLink href="https://www.youtube.com/playlist?list=PLRdABJkXXytCz19PsZ1PCQBKoZGV069k3">
                                         Video lectures 
-                            </MediaLink>{" "} for chapter 1-12 from Tamer Elsayed
+                                    </MediaLink>{" "} for chapters 1-12 from Tamer Elsayed
+                                </li>  
+                                {/* <li>
+                                    <MediaLink href="https://dl4ds.github.io/sp2025/lectures/">
+                                        Video lectures and slides
+                                    </MediaLink>{" "} that closely follow the book from Thomas Gardos of Boston University.
+                                </li> */}
+                            </ul> 
+
+          
                         </Column2>
                     </MediaRow2>
                 </MediaWrapper>

src/components/More/index.jsx

@@ -709,6 +709,50 @@ const responsibleAI = [
     },
 ];
 
+const ODESDE = [
+    {
+        text: "ODEs and SDEs in machine learning",
+        link: "https://rbcborealis.com/research-blogs/odes-and-sdes-for-machine-learning/",
+        details: [
+            "ODEs",
+            "SDEs",
+            "ODEs and gradient descent",
+            "SDEs in stochastic gradient descent",
+            "ODEs in residual networks",
+            "ODEs and SDES in diffusion models",
+            "Physics-informed machine learning",
+        ],
+    },
+    {
+        text: "Introduction to ODEs",
+        link: "https://rbcborealis.com/research-blogs/introduction-ordinary-differential-equations/",
+        details: [
+            "What are ODEs?",
+            "Terminology and properties",
+            "Solutions",
+            "Boundary conditions",
+            "Existence of solutions",
+        ],
+    },
+    {
+        text: "Closed-form solutions for ODEs",
+        link: "https://rbcborealis.com/research-blogs/closed-form-solutions-for-odes/",
+        details: [
+            "Validating proposed solutions",
+            "Class 1: Right-hand side is a function of t only",
+            "Class 2: Linear homogeneous",
+            "Class 3: right-hand side is function of x alone",
+            "Class 4: Right-hand side is a separable function of x and t",
+            "Class 5: Exact ODEs",
+            "Class 6: linear inhomogeneous ODEs",
+            "Class 7: Euler homogeneous",
+            "Vector ODEs",
+            "The matrix exponential"
+        ],
+    },
+]
+
+
 export default function MoreSection() {
     return (
         <>
@@ -859,6 +903,23 @@ export default function MoreSection() {
                                     </li>
                                 ))}
                             </MoreOuterList>
+                            <TopLine>ODEs and SDEs in machine learning</TopLine>
+                            <MoreOuterList>
+                                {ODESDE.map((item, index) => (
+                                    <li key={index}>
+                                        <MoreLink href={item.link} target="_blank" rel="noreferrer">
+                                            {item.text}
+                                        </MoreLink>
+                                        <MoreInnerP>
+                                            <MoreInnerList>
+                                                {item.details.map((detail, index) => (
+                                                    <li key={index}>{detail}</li>
+                                                ))}
+                                            </MoreInnerList>
+                                        </MoreInnerP>
+                                    </li>
+                                ))}
+                            </MoreOuterList>
                         </Column1>
 
                         <Column2>