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TheodoreWolf committed Feb 3, 2024
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4 changes: 2 additions & 2 deletions _config.yml
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defaults:
# _posts
- scope:
path: ""
path: "/_posts/"
type: posts
values:
layout: single
author_profile: true
read_time: true
comments: # true
comments: true
share: true
related: true
27 changes: 5 additions & 22 deletions _pages/about.md
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type="text/javascript">
</script>

# Intro
## Intro
Hello, I am a Machine Learning Engineer with a background in Physics and Chemistry.
I am very interested in applications of ML to science, particularly to the problem of climate
change.
I am currently working as a Machine Learning Engineer at [Carbon Re]("https://carbonre.com/"),
I am currently working as a Machine Learning Engineer at <a href="https://carbonre.com/" target=_blank >Carbon Re</a>.
a startup that uses machine learning to help heavy industry companies reduce their carbon footprint. <br>
<br>
Most of my interests revolve around the intersection of ML and the physical sciences.
Right now I am particularly interested in:
applications of deep learning to PDEs (PINNs, NeuralODEs...),
Reinforcement Learning for dynamical systems and Bayesian Deep Learning

# My favourite derivations
## The MAP estimate of a linear model
## My favourite derivations
### The MAP estimate of a linear model

$$
\begin{align*}
Expand All @@ -39,22 +39,5 @@ $$
\end{align*}
$$
Which is the well-known Ridge regression problem.
## The Particle in a box
The time-independent Schrödinger equation for a particle in a box is given by:

$$
\begin{align*}
-\frac{\hbar^2}{2m} \frac{d^2 \psi(x)}{dx^2} + V(x) \psi(x) &= E \psi(x) \\
-\frac{\hbar^2}{2m} \frac{d^2 \psi(x)}{dx^2} &= (E - V(x)) \psi(x) \\
\end{align*}
$$

Where $$V(x) = 0$$ for $$0 < x < L$$ and $$V(x) = \infty$$ otherwise.
Solving the equation by inspection we can see that :

$$
\begin{align*}
\psi(x) &= A \sin(kx) + B \cos(kx) \\
k &= \frac{\sqrt{2mE}}{\hbar}
\end{align*}
$$
###
11 changes: 4 additions & 7 deletions _pages/blogs.md
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---
title: "Blogs"
permalink: /blogs
layout: single
author_profile: true
---

hello world
layout: posts
title: "Blogs"
permalink: /blogs/
---
13 changes: 13 additions & 0 deletions _posts/2023-04-13-pinns-pytorch.md
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---
title: "Physics Informed Neural Networks in PyTorch"
comments: true
date: 2023-04-13 00:00:00 -0000
layout: single
classes: wide
author_profile: true
header:
teaser: /assets/images/coffee.png
---

Read it on
<a href="https://medium.com/@theo.wolf/physics-informed-neural-networks-a-simple-tutorial-with-pytorch-f28a890b874a" target=_blank >Medium</a>.
13 changes: 13 additions & 0 deletions _posts/2023-04-21-domain-knowledge.md
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---
title: "On-site insight crucial when building AI models"
comments: true
date: 2023-04-21 00:00:00 -0000
layout: single
classes: wide
author_profile: true
header:
teaser: /assets/images/kilns.png
---

Read it on the
<a href="https://carbonre.com/on-site-insight-crucial-when-building-ai-models/" target=_blank >Carbon Re website</a>.
13 changes: 13 additions & 0 deletions _posts/2024-01-06-gaussian-processes.md
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---
title: "Gaussian Processes from Scratch"
comments: true
date: 2024-01-06 00:00:00 -0000
layout: single
classes: wide
author_profile: true
header:
teaser: /assets/images/gps.png
---

Read on
<a href="https://medium.com/towards-data-science/gaussian-processes-from-scratch-cfc11715730c" target=_blank >Medium</a>.
13 changes: 13 additions & 0 deletions _posts/2024-02-01-neurips-reflections .md
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---
title: "Climate Change and AI, Reflections on NeurIPS 2023"
comments: true
date: 2024-02-01 00:00:00 -0000
layout: single
classes: wide
author_profile: true
header:
teaser: /assets/images/jazz.png
---

Read it on the
<a href="https://carbonre.com/climate-change-ai-neurips-2023" target=_blank >Carbon Re website</a>.
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