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#Evolutionary Algorithms

Showing: 26 courses
Santa Fe Institute

From Individual-Level Cognition to Collective Dynamics - Ralf Kurvers

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Explore collective dynamics in social systems through evidence accumulation models, evolutionary algorithms, and real-world applications in resource finding, predictions, and robotics.
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24 Lesons
48 minutes
On-Demand
Free-Video
Santa Fe Institute

Tokens and Complex Systems - Part 1

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Explore complex systems, tokenized ecosystems, and AI DAOs. Learn how blockchains function as life forms and democratize AI access. Discover evolutionary algorithms in token design and agent-based systems for simulation.
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27 Lesons
1 hour
On-Demand
Free-Video
Santa Fe Institute

Tokens and Complex Systems - Part 2

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Explore the intersection of complex systems and blockchain technology, including AI DAOs, token design, and agent-based simulations for innovative ecosystem development.
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1 Lesons
32 minutes
On-Demand
Free-Video
Mathematical Oncology

Computational Methods for Inferring Tumor Evolution and Heterogeneity

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Explore computational techniques for analyzing tumor evolution and heterogeneity, enhancing understanding of cancer progression and treatment strategies.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Symbolic Regression for Discovery of a DFT Functional - IPAM at UCLA

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Explore symbolic regression for DFT functional discovery, combining AutoML ideas to improve existing models in computational chemistry and materials science.
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18 Lesons
53 minutes
On-Demand
Free-Video
Institut Henri Poincaré

Evolution as a Stochastic Algorithm

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Explore stochastic algorithms in evolution with Harvard's Michael Desai, examining probabilistic processes shaping genetic changes and adaptations in populations.
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1 Lesons
36 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

NeuroEvolution of Augmenting Topologies and Compositional Pattern Producing Networks

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Explore NEAT and CPPN algorithms for evolving neural network architectures and weights, and their applications in developmental biology modeling and image generation.
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17 Lesons
58 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

POET - Paired Open-Ended Trailblazer - Paper Explained

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Explore POET algorithm: generating complex learning environments and solutions. Dive into evolutionary search, environment encoding, agent modeling, and curriculum comparison for AI advancement.
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11 Lesons
45 minutes
On-Demand
Free-Video
Alan Turing Institute

Gaming for Military Precision Decisions - Simon Lucas

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Explore how Game AI and statistical forward planning algorithms can enhance military decision-making and operational planning, with insights from Simon Lucas.
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19 Lesons
30 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Advanced Tutorials - Runtime Analysis of Population-Based Evolutionary Algorithms

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Explore advanced techniques for runtime analysis of population-based evolutionary algorithms, covering selection mechanisms, random family trees, and level-based analyses to optimize algorithm performance.
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14 Lesons
2 hours 13 minutes
On-Demand
Free-Video
Yannic Kilcher

Promptbreeder- Self-Referential Self-Improvement Via Prompt Evolution

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Explore Promptbreeder, an evolutionary system for automated prompt engineering. Learn how it self-improves to generate optimal prompts for various tasks, outperforming traditional strategies in reasoning and classification.
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6 Lesons
47 minutes
On-Demand
Free-Video
Linux Foundation

Fueling Innovation Engines - Creating, Collecting, and Improving Stepping Stones

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Explore innovative AI algorithms for problem-solving, including Quality Diversity and Goal Switching, and their applications in overcoming complex challenges in various domains.
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21 Lesons
21 minutes
On-Demand
Free-Video
SXSW

Emerging Tech Trends for 2020

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Futurist Amy Webb explores crucial tech trends for 2020, including AI algorithms, synthetic media, and their implications. Scenarios for 2035 range from dystopian to optimistic futures.
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21 Lesons
1 hour
On-Demand
Free-Video
ACCU Conference

Teach Your Computer to Code FizzBuzz

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Interactive workshop on evolutionary algorithms, using Java to implement solutions for FizzBuzz. Covers biological evolution concepts, JCLEC framework, and Genetic Programming for evolving source code and automatic bug fixing.
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1 Lesons
56 minutes
On-Demand
Free-Video
WeAreDevelopers

Incubating Ecosystems - Evolutionary Swarm Robotics - Enable More EVs by Better Access

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Explore cutting-edge tech: ecosystem incubation, evolutionary swarm robotics, and improving EV charging accessibility. Gain insights into innovative solutions shaping the future of technology and sustainability.
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1 Lesons
25 minutes
On-Demand
Free-Video
CppNow

Distributed Parametric Optimization with the Geneva Library

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Explore Geneva, an open-source library for distributed optimization algorithms, leveraging Boost libraries to solve large-scale parametric problems on multi-core systems, clusters, and cloud environments.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Eclipse Foundation

Calibration of Microscopic Traffic Simulation in Urban Environments Using GPS Data

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Discover how to calibrate microscopic traffic simulations using GPS data through a two-step optimization process, combining integer linear programming with evolutionary algorithms for accurate urban traffic modeling.
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1 Lesons
19 minutes
On-Demand
Free-Video
MIT HAN Lab

Neural Architecture Search - Part I

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Explore neural architecture search techniques, focusing on automated design of efficient deep learning models for various applications.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
MIT HAN Lab

Neural Architecture Search - Part I (EfficientML.ai) - Lecture 7

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Explore neural architecture search techniques for optimizing deep learning models, covering fundamentals, methods, and applications in AI efficiency.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
MIT HAN Lab

Neural Architecture Search - Part II - Lecture 8

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Explore advanced neural architecture search techniques, including gradient-based methods and hardware-aware NAS, to optimize deep learning models for efficiency and performance.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
MIT HAN Lab

Neural Architecture Search (Part II) - Lecture 8

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Explore advanced neural architecture search techniques, including evolutionary algorithms and reinforcement learning, to optimize deep learning models for efficiency and performance.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
MIT HAN Lab

Neural Architecture Search Part I - Lecture 7

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Explore neural architecture search techniques for optimizing deep learning models, covering fundamental concepts and cutting-edge approaches in AI efficiency.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
MIT HAN Lab

Neural Architecture Search Part I - Lecture 7

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Explore neural architecture search techniques for optimizing deep learning models, focusing on automated design and efficiency in AI systems.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
MIT HAN Lab

Neural Architecture Search Part II - Lecture 8

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Explore advanced neural architecture search techniques, including evolutionary algorithms and reinforcement learning, to optimize deep learning models for efficiency and performance.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
MIT HAN Lab

Neural Architecture Search Part II - Lecture 8

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Explore advanced neural architecture search techniques, including evolutionary algorithms and reinforcement learning for optimizing deep learning models.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Abstraction and Evolution with Large Language Models

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Explore how large language models enhance genetic programming through concept-guided evolution, with applications in symbolic regression and image classification demonstrated through practical examples.
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1 Lesons
51 minutes
On-Demand
Free-Video