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#Neurosymbolic Programming

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Neurosymbolic Programming for Science

Model-Based Reasoning in Neurosymbolic Programming for Science

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Explore model-based reasoning techniques and their applications in neurosymbolic programming for scientific problem-solving.
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1 Lesons
43 minutes
On-Demand
Free-Video
INSAIT Institute

Neurosymbolic Programming - An Emerging Subarea of AI

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Explore neurosymbolic programming's fusion of deep learning and program synthesis, discovering how it enhances AI robustness, interpretability, and efficiency through symbolic and neural approaches.
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1 Lesons
59 minutes
On-Demand
Free-Video
ACM SIGPLAN

Scallop: A Language for Neurosymbolic Programming

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Explore Scallop, a language combining deep learning and logical reasoning for efficient neurosymbolic programming. Learn its key features and applications in diverse AI tasks.
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1 Lesons
17 minutes
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Free-Video
Neurosymbolic Programming for Science

Moving Beyond the First Portrait of Our Milky Way's Black Hole by Leveraging Underlying Structure

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Explore computational imaging techniques used to capture black hole images and leverage data structure to extract evolving details of the Milky Way's supermassive black hole.
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1 Lesons
59 minutes
On-Demand
Free-Video
Neurosymbolic Programming for Science

AI for Scientists: Accelerating Discovery through Knowledge, Data and Learning

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Explore AI-driven scientific discovery, integrating machine learning with expert knowledge to automate data analysis and accelerate research across diverse domains.
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1 Lesons
54 minutes
On-Demand
Free-Video
Neurosymbolic Programming for Science

Data-Efficient Graph Grammar Learning for Molecular Generation

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Explore data-efficient neurosymbolic generative models for molecular generation using learnable graph grammars, optimized for small datasets and physically synthesizable molecules.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Neurosymbolic Programming for Science

Programming with Neural Surrogates of Programs

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Explore neural surrogates for program optimization, including case studies on CPU simulators and techniques like the Renamer and Turaco for constructing efficient program surrogates.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Neurosymbolic Programming for Science

Understanding the Visual World Through Naturally Supervised Code

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Explore symbolic structure inference from visual data using neuro-symbolic methods. Learn to leverage natural supervision for discovering repetitive patterns, object intrinsics, and grounded visual concepts.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Neurosymbolic Programming for Science

Probabilistic Programming Tutorial - Part 1

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Explore probabilistic programming fundamentals and applications with MIT expert Vikash Mansinghka in this comprehensive tutorial.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video