New release
This commit is contained in:
@@ -33,45 +33,75 @@ const citation = `
|
|||||||
`;
|
`;
|
||||||
|
|
||||||
const news = [
|
const news = [
|
||||||
{
|
{
|
||||||
date: "01/23/25",
|
// date: "03/6/25",
|
||||||
content: (
|
// content: (
|
||||||
<HeroNewsItemContent>
|
// <HeroNewsItemContent>
|
||||||
Added{" "}
|
// New {" "}
|
||||||
<UDLLink href="https://github.com/udlbook/udlbook/raw/main/understanding-deep-learning-final.bib">
|
// <UDLLink href="https://dl4ds.github.io/sp2025/lectures/">
|
||||||
bibfile
|
// slides and video lectures
|
||||||
</UDLLink>{" "} for book and
|
// </UDLLink>{" "}
|
||||||
<UDLLink href="https://github.com/udlbook/udlbook/raw/main/UDL_Equations.tex">
|
// that closely follow the book from Thomas Gardos of Boston University.
|
||||||
LaTeX
|
// </HeroNewsItemContent>
|
||||||
</UDLLink>{" "}
|
// ),
|
||||||
for all equations
|
},
|
||||||
</HeroNewsItemContent>
|
{
|
||||||
),
|
date: "02/19/25",
|
||||||
},
|
content: (
|
||||||
{
|
<HeroNewsItemContent>
|
||||||
date: "12/17/24",
|
Three new blogs {" "}
|
||||||
content: (
|
<UDLLink href="https://rbcborealis.com/research-blogs/odes-and-sdes-for-machine-learning/">
|
||||||
<HeroNewsItemContent>
|
[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: (
|
||||||
|
<HeroNewsItemContent>
|
||||||
|
Added{" "}
|
||||||
|
<UDLLink href="https://github.com/udlbook/udlbook/raw/main/understanding-deep-learning-final.bib">
|
||||||
|
bibfile
|
||||||
|
</UDLLink>{" "} for book and
|
||||||
|
<UDLLink href="https://github.com/udlbook/udlbook/raw/main/UDL_Equations.tex">
|
||||||
|
LaTeX
|
||||||
|
</UDLLink>{" "}
|
||||||
|
for all equations
|
||||||
|
</HeroNewsItemContent>
|
||||||
|
),
|
||||||
|
},
|
||||||
|
{
|
||||||
|
date: "12/17/24",
|
||||||
|
content: (
|
||||||
|
<HeroNewsItemContent>
|
||||||
|
|
||||||
<UDLLink href="https://www.youtube.com/playlist?list=PLRdABJkXXytCz19PsZ1PCQBKoZGV069k3">
|
<UDLLink href="https://www.youtube.com/playlist?list=PLRdABJkXXytCz19PsZ1PCQBKoZGV069k3">
|
||||||
Video lectures
|
Video lectures
|
||||||
</UDLLink>{" "}
|
</UDLLink>{" "}
|
||||||
for chapters 1-12 from Tamer Elsayed of Qatar University.
|
for chapters 1-12 from Tamer Elsayed of Qatar University.
|
||||||
</HeroNewsItemContent>
|
</HeroNewsItemContent>
|
||||||
),
|
),
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
date: "12/05/24",
|
date: "12/05/24",
|
||||||
content: (
|
content: (
|
||||||
<HeroNewsItemContent>
|
<HeroNewsItemContent>
|
||||||
New{" "}
|
New{" "}
|
||||||
<UDLLink href="https://rbcborealis.com/research-blogs/neural-network-gaussian-processes/">
|
<UDLLink href="https://rbcborealis.com/research-blogs/neural-network-gaussian-processes/">
|
||||||
blog
|
blog
|
||||||
</UDLLink>{" "}
|
</UDLLink>{" "}
|
||||||
on Neural network Gaussian processes
|
on Neural network Gaussian processes
|
||||||
</HeroNewsItemContent>
|
</HeroNewsItemContent>
|
||||||
),
|
),
|
||||||
},
|
},
|
||||||
|
|
||||||
{
|
{
|
||||||
date: "11/14/24",
|
date: "11/14/24",
|
||||||
@@ -272,8 +302,8 @@ export default function HeroSection() {
|
|||||||
<HeroImgWrap>
|
<HeroImgWrap>
|
||||||
<Img src={img} alt="Book Cover" />
|
<Img src={img} alt="Book Cover" />
|
||||||
</HeroImgWrap>
|
</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>
|
</HeroLink>
|
||||||
<br />
|
<br />
|
||||||
<HeroDownloadsImg
|
<HeroDownloadsImg
|
||||||
|
|||||||
@@ -151,9 +151,20 @@ export default function MediaSection() {
|
|||||||
</ul>
|
</ul>
|
||||||
</MediaContent>
|
</MediaContent>
|
||||||
<TopLine>Video lectures</TopLine>
|
<TopLine>Video lectures</TopLine>
|
||||||
<MediaLink href="https://www.youtube.com/playlist?list=PLRdABJkXXytCz19PsZ1PCQBKoZGV069k3">
|
<ul>
|
||||||
Video lectures
|
<li>
|
||||||
</MediaLink>{" "} for chapter 1-12 from Tamer Elsayed
|
<MediaLink href="https://www.youtube.com/playlist?list=PLRdABJkXXytCz19PsZ1PCQBKoZGV069k3">
|
||||||
|
Video lectures
|
||||||
|
</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>
|
</Column2>
|
||||||
</MediaRow2>
|
</MediaRow2>
|
||||||
</MediaWrapper>
|
</MediaWrapper>
|
||||||
|
|||||||
@@ -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() {
|
export default function MoreSection() {
|
||||||
return (
|
return (
|
||||||
<>
|
<>
|
||||||
@@ -859,6 +903,23 @@ export default function MoreSection() {
|
|||||||
</li>
|
</li>
|
||||||
))}
|
))}
|
||||||
</MoreOuterList>
|
</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>
|
</Column1>
|
||||||
|
|
||||||
<Column2>
|
<Column2>
|
||||||
|
|||||||
Reference in New Issue
Block a user