San Francisco, California, United States
Contact Info
1K followers
500+ connections
Activity
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Last week I had the opportunity to speak at the The Austin Forum on Technology & Society's Sustainability and Climate Tech Meet Up at St.Edward's…
Last week I had the opportunity to speak at the The Austin Forum on Technology & Society's Sustainability and Climate Tech Meet Up at St.Edward's…
Liked by Ethan Petersen
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I recently had the chance to speak to a team from Crusoe and Gradient on their effort to create an open LLM with a one-million-token context window.…
I recently had the chance to speak to a team from Crusoe and Gradient on their effort to create an open LLM with a one-million-token context window.…
Liked by Ethan Petersen
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Honored to be in a position to help enable innovation such as this long-context collaboration with Gradient! Super fun to work with Leonid Pekelis…
Honored to be in a position to help enable innovation such as this long-context collaboration with Gradient! Super fun to work with Leonid Pekelis…
Shared by Ethan Petersen
Experience & Education
Publications
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Groebner Bases of Neural Ideals
International Journal of Algebra and Computation
The brain processes information about the environment via neural codes. The neural ideal was introduced recently as an algebraic object that can be used to better understand the combinatorial structure of neural codes. Every neural ideal has a particular generating set, called the canonical form, that directly encodes a minimal description of the receptive field structure intrinsic to the neural code. On the other hand, for a given monomial order, any polynomial ideal is also generated by its…
The brain processes information about the environment via neural codes. The neural ideal was introduced recently as an algebraic object that can be used to better understand the combinatorial structure of neural codes. Every neural ideal has a particular generating set, called the canonical form, that directly encodes a minimal description of the receptive field structure intrinsic to the neural code. On the other hand, for a given monomial order, any polynomial ideal is also generated by its unique (reduced) Gröbner basis with respect to that monomial order. How are these two types of generating sets — canonical forms and Gröbner bases — related? Our main result states that if the canonical form of a neural ideal is a Gröbner basis, then it is the universal Gröbner basis (that is, the union of all reduced Gröbner bases). Furthermore, we prove that this situation — when the canonical form is a Gröbner basis — occurs precisely when the universal Gröbner basis contains only pseudo-monomials (certain generalizations of monomials). Our results motivate two questions: (1) When is the canonical form a Gröbner basis? (2) When the universal Gröbner basis of a neural ideal is not a canonical form, what can the non-pseudo-monomial elements in the basis tell us about the receptive fields of the code? We give partial answers to both questions. Along the way, we develop a representation of pseudo-monomials as hypercubes in a Boolean lattice.
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Courses
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Calculus 1
MA-111
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Calculus 2
MA-112
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Calculus 3
MA-113
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Computer Architecture 1
CSSE-232
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Data Structures & Algorithm Analysis
CSSE-230
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Deep Learning
CSSE-490
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Differential Equations
MA-211
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Discrete & Combinatorial Algebra 1
MA-275
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Discrete & Combinatorial Algebra 2
MA-375
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Financial Risk Analysis
MA-490
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Functions of a Real Variable (Real Analysis)
MA-366
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Intro to Probability w/ Applications to Statistics
MA-381
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Intro to the Hadoop Ecosystem
CSSE-490
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Linear Algebra 1
MA-371
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Matrix Algebra & Differential Equations
MA-212
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Object-Oriented Software Development
CSSE-220
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Research in Mathematical Finance
MA-490
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Stochastic Processes & Simulations
MA-490
More activity by Ethan
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Crusoe will be hosting a happy hour at the AI Engineer World's Fair next week in San Francisco. Stop by to Cheers in the Clouds! #AIEWF…
Crusoe will be hosting a happy hour at the AI Engineer World's Fair next week in San Francisco. Stop by to Cheers in the Clouds! #AIEWF…
Liked by Ethan Petersen
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And that's a wrap! Our team had a fantastic time at Sapphire Ventures 3rd Annual Hypergrowth Engineering Summit! 🎉✨ Thank you to everyone who…
And that's a wrap! Our team had a fantastic time at Sapphire Ventures 3rd Annual Hypergrowth Engineering Summit! 🎉✨ Thank you to everyone who…
Liked by Ethan Petersen
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I will be at CVPR next week, please reach out if you are also in town! We'll be hosting a happy hour on Wed at 6 pm near the venue at the State Hotel…
I will be at CVPR next week, please reach out if you are also in town! We'll be hosting a happy hour on Wed at 6 pm near the venue at the State Hotel…
Shared by Ethan Petersen
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Today, we are announcing Series B funding of $640M at $6B+ valuation. With this round Mistral AI has grown ~3x in valuation since December and ~25x…
Today, we are announcing Series B funding of $640M at $6B+ valuation. With this round Mistral AI has grown ~3x in valuation since December and ~25x…
Liked by Ethan Petersen
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