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#Deep Reinforcement Learning

Showing: 87 courses
Massachusetts Institute of Technology

Learning Controllers - From Engineering to AGI

1 rewiews
Exploring deep reinforcement learning for autonomous control systems, from fusion plasma to robotics, with a focus on data-efficient methods for real-world applications.
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23 Lesons
55 minutes
On-Demand
Free-Video
University of Melbourne

Tractable Novelty Exploration Over Continuous and Discrete Sequential Decision Problems

0 rewiews
Explore cutting-edge width-based planning algorithms for sequential decision problems, covering continuous dynamics, polynomial approximations of novelty, and comparisons with deep reinforcement learning.
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13 Lesons
55 minutes
On-Demand
Free-Video

Reinforcement Learning Course

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Comprehensive exploration of reinforcement learning concepts, from basics to advanced topics, including deep RL, policy gradients, and practical applications in classic games.
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10 Lesons
17 hours
On-Demand
Free-Video
University of Central Florida

Deep Reinforcement Learning for Object Tracking

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Explore action-driven object tracking using deep reinforcement learning, covering policy, value functions, and training approaches for improved visual tracking performance.
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15 Lesons
30 minutes
On-Demand
Free-Video
Serrano.Academy

Neural Networks

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This Course is a friendly introduction series to machine learning, deep learning, neural networks and generative adversarial networks.
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6 Lesons
3 hours 30 minutes
On-Demand
Free-Video
Steve Brunton

Reinforcement Learning

0 rewiews
Explora el Aprendizaje por Refuerzo, desde métodos básicos hasta redes neuronales y aplicaciones en dinámica de fluidos y control, en esta serie de 3.5 horas por Steve Brunton.
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8 Lesons
3 hours 30 minutes
On-Demand
Free-Video
Steve Brunton

Data-Driven Control with Machine Learning

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Explore machine learning techniques for data-driven control, covering system identification, model reduction, and advanced control strategies like MPC and reinforcement learning.
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46 Lesons
11 hours
On-Demand
Free-Video
TensorFlow

TF-Agents - A Flexible Reinforcement Learning Library for TensorFlow

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Explore TF-Agents, a flexible Deep Reinforcement Learning library for TensorFlow. Learn about recent advancements, implementation techniques, and how to jumpstart your RL projects using this modular open-source tool.
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5 Lesons
39 minutes
On-Demand
Free-Video
TensorFlow

TensorFlow and Deep Reinforcement Learning, Without a PhD - Google I/O '18

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Learn to implement deep reinforcement learning with TensorFlow, teaching a neural network to play Pong using only pixel data. No prior expertise required.
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12 Lesons
41 minutes
On-Demand
Free-Video
Alexander Amini

MIT: Deep Reinforcement Learning

0 rewiews
Explore deep reinforcement learning concepts, algorithms, and applications, including Q-learning, policy gradients, and breakthroughs like AlphaGo and AlphaZero in game AI.
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13 Lesons
45 minutes
On-Demand
Free-Video
Institute for Advanced Study

Deep Reinforcement Learning in the Real World - Sergey Levine

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Explore deep reinforcement learning applications in real-world scenarios, focusing on off-policy methods, model-free and model-based approaches, and their practical implementations in robotics and manipulation tasks.
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19 Lesons
46 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Machine Learning for Computing Tensor Rank

0 rewiews
Explorez l'utilisation de l'apprentissage par renforcement pour découvrir de nouveaux algorithmes de multiplication matricielle et calculer le rang des tenseurs.
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32 Lesons
1 hour
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Optimization-in-the-Loop AI for Energy and Climate - IPAM at UCLA

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Optimization-in-loop AI framework for climate action: enhancing ML models with physics, constraints, and decision-making processes for energy grids, building efficiency, and more.
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24 Lesons
1 hour
On-Demand
Free-Video
Fields Institute

Learning Linear Dynamical Systems with Hankel Nuclear Norm Regularization

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Explore finite-sample analysis and insights for learning low-order linear dynamical systems using Hankel nuclear norm regularization, with applications in control and reinforcement learning.
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1 Lesons
35 minutes
On-Demand
Free-Video
Linux Foundation

Open Source Summit and Embedded Linux Conference Keynotes - Day 3

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Explore cutting-edge open-source technologies through keynotes on cloud-native projects, safety-critical applications, infrastructure modernization, and RISC-V, featuring industry experts and innovative case studies.
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7 Lesons
1 hour 47 minutes
On-Demand
Free-Video
Montreal Robotics

Developing Robots that Autonomously Learn and Plan in the Real World

0 rewiews
Explore autonomous robot learning and planning, covering challenges, techniques, and future directions in creating versatile AI agents capable of solving complex real-world tasks.
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22 Lesons
46 minutes
On-Demand
Free-Video
Alan Turing Institute

Preserving Patient Safety as AI Transforms Clinical Care - Curt Langlotz, Stanford University

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Explore AI's impact on healthcare, focusing on patient safety, data privacy, and interpretability. Learn about new machine learning methods supporting caregivers and enhancing clinical decision-making.
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32 Lesons
59 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Neural Network Verification as Piecewise Linear Optimization

0 rewiews
Neural network verification as piecewise linear optimization: exploring robust methods to prove model reliability against attacks, using LP and MIP formulations for efficient problem-solving in various network types.
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16 Lesons
26 minutes
On-Demand
Free-Video
Alan Turing Institute

Modelling and Controlling Turbulent Flows Through Deep Learning

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Explore deep learning applications in fluid mechanics, including flow prediction and control using CNNs, autoencoders, and GANs. Learn about non-intrusive sensing and transfer learning in turbulent flows.
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1 Lesons
52 minutes
On-Demand
Free-Video
Data Science Courses

Deep Learning: Deep Reinforcement Learning and Policy Gradients - Lecture 13

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Dive into advanced deep reinforcement learning concepts including policy gradients, REINFORCE algorithm, and their applications in Atari games and Go, taught by Ali Ghodsi.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Eclipse Foundation

Challenges in Reward Design for Reinforcement Learning-based Traffic Signal Control - An Investigation Using CO2 Emission Objective

0 rewiews
Explore the complexities of reward design in reinforcement learning for traffic signal control, focusing on CO2 emission reduction through Deep Q-Network implementation and reward optimization strategies.
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13 Lesons
21 minutes
On-Demand
Free-Video
GAIA

Modelling Ecosystems with Deep Reinforcement Learning

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Explore ecosystem simulation using deep reinforcement learning, analyzing ecological impacts of human activities for informed decision-making in environmental planning.
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1 Lesons
27 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

DQN - Playing Atari with Deep Reinforcement Learning - RL Paper Explained

0 rewiews
Explore deep reinforcement learning with DQN, covering experience replay, MDP formalism, function approximators, and its application to Atari games. Gain insights into RL challenges and solutions.
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13 Lesons
51 minutes
On-Demand
Free-Video
Edan Meyer

Reinforcement Learning in RTS Games

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Explore reinforcement learning in RTS games, examining recent breakthroughs and key factors driving success in AI models like OpenAI Five and AlphaStar.
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5 Lesons
23 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

Chip Placement with Deep Reinforcement Learning - Paper Explained

0 rewiews
Explore deep reinforcement learning for efficient chip placement, covering RL agents, computer manufacturing, and edge graph neural networks. Gain insights into innovative AI applications in hardware design.
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12 Lesons
36 minutes
On-Demand
Free-Video
Nicholas Renotte

Building a Custom Environment for Deep Reinforcement Learning with OpenAI Gym and Python

0 rewiews
Learn to create and train custom reinforcement learning environments using OpenAI Gym and Python. Covers environment setup, DQN agent training, and practical implementation with Keras-RL.
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11 Lesons
25 minutes
On-Demand
Free-Video
Yannic Kilcher

ReBeL - Combining Deep Reinforcement Learning and Search for Imperfect-Information Games

0 rewiews
Explores ReBeL, an AI framework combining reinforcement learning and search for imperfect-information games. Explains its application to poker, convergence to Nash equilibrium, and superhuman performance with minimal domain knowledge.
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10 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Steve Brunton

Overview of Deep Reinforcement Learning Methods

0 rewiews
Comprehensive exploration of deep reinforcement learning techniques, including Q-learning, actor-critic methods, policy networks, and gradient optimization for advanced AI decision-making and control systems.
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6 Lesons
25 minutes
On-Demand
Free-Video
Steve Brunton

Q-Learning - Model Free Reinforcement Learning and Temporal Difference Learning

0 rewiews
Explore Q-learning and temporal difference algorithms in reinforcement learning, including SARSA and connections to biological learning through dopamine. Covers key concepts for deep reinforcement learning.
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8 Lesons
36 minutes
On-Demand
Free-Video
Steve Brunton

Deep Reinforcement Learning - Neural Networks for Learning Control Laws

0 rewiews
Explore neural networks in deep reinforcement learning for control systems, from game-playing AI to robotics. Learn about key algorithms and groundbreaking applications.
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7 Lesons
21 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP - Document Level Models

0 rewiews
Explore advanced NLP techniques for document-level analysis, including coreference resolution, discourse parsing, and hierarchical neural networks for improved language understanding.
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22 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP 2020 - Document Level Models

0 rewiews
Explore document-level NLP techniques including language modeling, coreference resolution, and discourse parsing. Learn advanced approaches for handling long-range dependencies and entity relationships in text.
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21 Lesons
52 minutes
On-Demand
Free-Video
Steve Brunton

Reinforcement Learning Series - Overview of Methods

0 rewiews
Comprehensive overview of reinforcement learning methods, covering model-based and model-free approaches, from dynamic programming to deep RL and policy gradient optimization.
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1 Lesons
22 minutes
On-Demand
Free-Video
Fields Institute

Equal Risk Option Pricing with Deep Reinforcement Learning

0 rewiews
Explore innovative option pricing using deep reinforcement learning, focusing on equal risk approaches, hedging strategies, and market dynamics. Gain insights into advanced quantitative finance techniques.
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16 Lesons
37 minutes
On-Demand
Free-Video
Nicholas Renotte

Deep Reinforcement Learning for Atari Games Python Tutorial - AI Plays Space Invaders

0 rewiews
Learn to build AI models that play Space Invaders using Python, OpenAI Gym, and TensorFlow. Explore reinforcement learning techniques to create autonomous game-playing agents and improve your coding skills.
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12 Lesons
38 minutes
On-Demand
Free-Video
Nicholas Renotte

Deep Reinforcement Learning Tutorial for Python

0 rewiews
Learn to create OpenAI Gym environments, build deep learning models, and train reinforcement learning agents using Tensorflow, Keras, and Keras-RL in this hands-on tutorial for Python developers.
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1 Lesons
21 minutes
On-Demand
Free-Video
MITCBMM

Demis Hassabis: Towards General Artificial Intelligence

0 rewiews
Explore cutting-edge AI research with DeepMind's CEO, covering breakthroughs like AlphaGo and potential impacts on science and healthcare. Gain insights into AI's future and its implications for understanding human cognition.
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26 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Yannic Kilcher

Playing Atari with Deep Reinforcement Learning - Paper Explained

0 rewiews
Explore deep reinforcement learning's breakthrough in Atari game mastery using convolutional neural networks, revolutionizing AI with pixel-based control policies and outperforming human experts.
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8 Lesons
39 minutes
On-Demand
Free-Video
Yannic Kilcher

Chip Placement with Deep Reinforcement Learning

0 rewiews
Deep reinforcement learning optimizes chip placement, outperforming human experts in speed and efficiency. This AI-driven approach learns from experience, generalizes to new designs, and minimizes power, performance, and area constraints.
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7 Lesons
27 minutes
On-Demand
Free-Video
Yannic Kilcher

The AI Economist - Improving Equality and Productivity with AI-Driven Tax Policies

0 rewiews
Explore AI-driven tax policies that balance equality and productivity through reinforcement learning, revealing emergent strategies and outperforming traditional economic models in simulations and human experiments.
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9 Lesons
35 minutes
On-Demand
Free-Video
Yannic Kilcher

Thinking While Moving - Deep Reinforcement Learning with Concurrent Control

0 rewiews
Explore concurrent control in reinforcement learning, where agents make decisions while executing actions, revolutionizing robotic movement and decision-making processes.
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8 Lesons
30 minutes
On-Demand
Free-Video
Yannic Kilcher

Gradient Surgery for Multi-Task Learning

0 rewiews
Explore PCGrad, a technique addressing gradient conflicts in multi-task learning, enhancing efficiency and performance in supervised and reinforcement learning scenarios.
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8 Lesons
32 minutes
On-Demand
Free-Video
Yannic Kilcher

AlphaStar - Grandmaster Level in StarCraft II Using Multi-Agent Reinforcement Learning

0 rewiews
Explore DeepMind's AI agent achieving Grandmaster-level skill in StarCraft II through innovative multi-agent reinforcement learning and League Training techniques.
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1 Lesons
37 minutes
On-Demand
Free-Video
Yannic Kilcher

IMPALA - Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures

0 rewiews
Explore IMPALA, a distributed reinforcement learning architecture for efficient multi-task learning. Learn about V-trace, off-policy correction, and scalable performance across thousands of machines.
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1 Lesons
21 minutes
On-Demand
Free-Video
Yannic Kilcher

Reinforcement Learning, Fast and Slow

0 rewiews
Explores recent advancements in deep reinforcement learning, discussing techniques for faster learning and their potential implications for cognitive science and neuroscience.
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5 Lesons
24 minutes
On-Demand
Free-Video
Yannic Kilcher

Imagination-Augmented Agents for Deep Reinforcement Learning

0 rewiews
Explore innovative deep reinforcement learning architecture combining model-free and model-based approaches for improved performance and efficiency in complex environments.
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1 Lesons
15 minutes
On-Demand
Free-Video
Alexander Amini

Reinforcement Learning

0 rewiews
Explore deep reinforcement learning concepts, from Q-functions to policy gradients, with applications in gaming, robotics, and AI. Gain insights into cutting-edge techniques and real-world implementations.
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14 Lesons
58 minutes
On-Demand
Free-Video
Alan Turing Institute

Gaming for Military Precision Decisions - Simon Lucas

0 rewiews
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
Pascal Poupart

Deep Recurrent Q-Networks

0 rewiews
Explore deep reinforcement learning with recurrent neural networks, focusing on LSTM units, Q-learning, and their applications in sequential decision-making problems.
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9 Lesons
28 minutes
On-Demand
Free-Video
Pascal Poupart

Actor Critic

0 rewiews
Learn about actor-critic methods in reinforcement learning, covering REINFORCE, temporal difference updates, and deterministic policy gradients for continuous action spaces.
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11 Lesons
35 minutes
On-Demand
Free-Video
Pascal Poupart

Conversational Agents

0 rewiews
Explore intent classification, named entity recognition, and neural text generation in dialogue systems, focusing on challenges and advancements in conversational AI.
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10 Lesons
47 minutes
On-Demand
Free-Video
Simons Institute

Deep Robust Reinforcement Learning and Regularization

0 rewiews
Explore robust reinforcement learning, addressing uncertainties in deep RL through regularization techniques. Gain insights into robust MDPs, policy evaluation, and uncertainty-aware Bellman equations.
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16 Lesons
31 minutes
On-Demand
Free-Video
Simons Institute

Learning Exploration Strategies with Meta-Reinforcement Learning

0 rewiews
Discover meta-reinforcement learning strategies for efficient exploration in complex environments, focusing on posterior sampling and task-relevant information.
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9 Lesons
31 minutes
On-Demand
Free-Video
Simons Institute

Offline Deep Reinforcement Learning Algorithms

0 rewiews
Explore offline deep reinforcement learning algorithms, their challenges, and solutions like conservative Q-learning, with insights on modern machine learning and overcoming distributional shift.
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10 Lesons
32 minutes
On-Demand
Free-Video
Simons Institute

Mixed Autonomy Traffic: A Reinforcement Learning Perspective

0 rewiews
Explore reinforcement learning for mixed autonomy traffic, focusing on counterfactual reasoning, urban simulation, and transfer learning to address societal challenges in transportation.
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11 Lesons
32 minutes
On-Demand
Free-Video
Simons Institute

MOPO - Model-Based Offline Policy Optimization

0 rewiews
Learn about MOPO, a model-based approach for offline reinforcement learning, addressing challenges in distributional domain shift and improving policy optimization.
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8 Lesons
38 minutes
On-Demand
Free-Video
Open Data Science

Introduction to Reinforcement Learning

0 rewiews
Explore reinforcement learning's evolution, breakthroughs, and applications in AI, from board games to robotics. Gain insights into key concepts, formulations, and future directions in this rapidly advancing field.
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46 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Task-Driven Network Discovery via Deep Reinforcement Learning on Embedded Spaces

0 rewiews
Explore task-driven network discovery using deep reinforcement learning on embedded spaces. Learn about improving network observability and optimizing data collection for accurate analysis.
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23 Lesons
28 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Deep Reinforcement Learning of Marked Temporal Point Processes

0 rewiews
Explore deep reinforcement learning for marked temporal point processes, covering event representation, policy optimization, and applications in information propagation and knowledge creation.
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38 Lesons
36 minutes
On-Demand
Free-Video
Simons Institute

Fast Reinforcement Learning With Generalized Policy Updates

0 rewiews
Explore advanced techniques in deep reinforcement learning, focusing on generalized policy updates for rapid learning and improved performance in complex environments.
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1 Lesons
32 minutes
On-Demand
Free-Video
Simons Institute

Attacking the Off-Policy Problem With Duality

0 rewiews
Explore deep reinforcement learning techniques to address off-policy challenges using duality principles, enhancing AI decision-making in complex environments.
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1 Lesons
32 minutes
On-Demand
Free-Video
Databricks

Productionizing Deep Reinforcement Learning with Spark and MLflow

0 rewiews
Aprenda a aplicar Deep Reinforcement Learning em escala usando Spark e MLflow para personalização de jogos e aumento de engajamento, com dicas práticas para superar desafios de produção.
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17 Lesons
26 minutes
On-Demand
Free-Video
Steve Brunton

SINDy-RL: Interpretable and Efficient Model-Based Reinforcement Learning

0 rewiews
Explores SINDy-RL, a framework combining sparse identification of nonlinear dynamics with reinforcement learning for efficient, interpretable control policies in complex environments.
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9 Lesons
21 minutes
On-Demand
Free-Video
echohive

Deep Reinforcement Learning Agent for Snake Game

0 rewiews
Explore deep reinforcement learning as an AI agent masters the classic snake game, with code review and optimization techniques for Python-based machine learning projects.
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7 Lesons
33 minutes
On-Demand
Free-Video
Alan Turing Institute

The Role of Multi-Agent Learning in Artificial Intelligence Research at DeepMind

0 rewiews
Explore multi-agent learning in AI research, focusing on cooperation among self-interested agents and the AlphaGo project's breakthrough in defeating top Go players using self-play algorithms.
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28 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Strange Loop Conference

Training an Autonomous Pentester with Deep RL

0 rewiews
Explore deep reinforcement learning for autonomous pentesting, using Metasploit and simulated networks to train an AI agent capable of compromising real-world vulnerable systems.
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1 Lesons
35 minutes
On-Demand
Free-Video
GDC

Successfully Use Deep Reinforcement Learning in Testing and NPC Development

0 rewiews
Explore deep reinforcement learning for game testing and NPC development, focusing on effective approaches, cost mitigation, and real-world applications in Unity projects.
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20 Lesons
31 minutes
On-Demand
Free-Video
Black Hat

Ruling StarCraft Game Spitefully - Exploiting the Blind Spot of AI-Powered Game Bots

0 rewiews
Explore techniques to exploit vulnerabilities in AI-powered game bots, focusing on StarCraft. Learn about deep reinforcement learning, adversarial attacks, and potential defenses in gaming AI.
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12 Lesons
40 minutes
On-Demand
Free-Video
IEEE

WeRLman - To Tackle Whale Transactions, Go Deep RL

0 rewiews
Explore deep reinforcement learning techniques for optimizing whale transactions in blockchain systems, enhancing efficiency and scalability of large-scale cryptocurrency operations.
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1 Lesons
16 minutes
On-Demand
Free-Video
USENIX

Decentralized Application-Level Adaptive Scheduling for Multi-Instance DNNs on Open Mobile Devices

0 rewiews
Explores decentralized scheduling for multiple DNN-powered apps on open mobile systems, using Deep Reinforcement Learning to achieve balanced performance gains and energy savings across various scenarios.
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1 Lesons
23 minutes
On-Demand
Free-Video
Anyscale

Semiconductor Fab Production Scheduling Using Deep Reinforcement Learning

0 rewiews
Optimize semiconductor manufacturing schedules with deep reinforcement learning. Leverage flexible methods to respond to changing priorities and improve key performance indicators in complex fab environments.
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1 Lesons
19 minutes
On-Demand
Free-Video
Open Compute Project

Increasing Energy Efficiency of Server Cooling Using Deep Reinforcement Learning

0 rewiews
Discover how Deep Reinforcement Learning optimizes server cooling efficiency, reducing fan energy usage by 40% and achieving 8% overall server energy savings through intelligent thermal management.
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1 Lesons
15 minutes
On-Demand
Free-Video
GAIA

From Hypothesis to Reality: Designing a Superhuman Racing AI Agent Using Deep Reinforcement Learning

0 rewiews
Explore the development of GT Sophy, an AI agent that outperforms top Gran Turismo drivers, from research to in-game feature. Learn about deep reinforcement learning approaches and unique training methods.
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1 Lesons
24 minutes
On-Demand
Free-Video
Serrano.Academy

A Friendly Introduction to Deep Reinforcement Learning, Q-Networks and Policy Gradients

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Friendly exploration of deep reinforcement learning concepts, including Markov decision processes, Q-networks, and policy gradients, using examples and visuals to explain complex ideas.
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12 Lesons
36 minutes
On-Demand
Free-Video
Alexander Amini

MIT: Reinforcement Learning

0 rewiews
Explore deep reinforcement learning concepts, algorithms, and real-world applications in this comprehensive lecture from MIT's Introduction to Deep Learning course.
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15 Lesons
55 minutes
On-Demand
Free-Video
Alexander Amini

Reinforcement Learning

0 rewiews
Comprehensive exploration of deep reinforcement learning, covering Q-functions, policy gradients, and real-world applications like AlphaGo. Ideal for understanding RL fundamentals and advanced concepts.
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14 Lesons
57 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Towards Trustworthy Automatic Diagnosis Systems by Emulating Doctors' Reasoning with Deep Reinforcement Learning

0 rewiews
Explore deep reinforcement learning for automated medical diagnosis, emulating doctors' reasoning to generate differential diagnoses, prioritize severe pathologies, and enhance system trustworthiness.
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1 Lesons
30 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Outracing Champion Gran Turismo Drivers With Deep Reinforcement Learning

0 rewiews
Explore deep reinforcement learning techniques used to train AI agents that outperform world-class e-sports drivers in Gran Turismo racing simulations.
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1 Lesons
37 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

The AI Economist: Economic Policy Design Using Deep Reinforcement Learning and AI Simulations

0 rewiews
Explore AI-driven economic policy design using deep reinforcement learning and simulations. Learn how AI can improve equality, productivity, and public health outcomes in complex socio-economic challenges.
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1 Lesons
39 minutes
On-Demand
Free-Video
Dave Churchill

Introduction to Artificial Intelligence: Deep Neural Networks - Lecture 19

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Explore deep neural networks, edge detection, and reinforcement learning in AI, with applications to games and image processing.
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12 Lesons
37 minutes
On-Demand
Free-Video
VinAI

Knowing the What But Not the Where in Bayesian Optimization

0 rewiews
Explore Bayesian optimization techniques for finding optimal inputs when outputs are known. Enhance efficiency in hyperparameter tuning for deep reinforcement and supervised learning.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Uncertainty Quantification with Conformal Prediction - A Path to Reliable ML Models

0 rewiews
Dive into conformal prediction techniques for quantifying uncertainty in ML models, covering implementation across various domains and practical applications using Python and pre-trained neural networks.
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1 Lesons
1 hour 24 minutes
On-Demand
Free-Video
Montreal Robotics

Practical Reinforcement Learning with Robots

0 rewiews
Explore practical reinforcement learning for robotics, covering environment design in simulation and real-world applications, with insights on implementing RL in robotic systems.
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1 Lesons
1 hour 54 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Deep Reinforcement Learning for Sequential Decision Making Tasks with Natural Language Interaction

0 rewiews
Explore deep reinforcement learning applications in natural language tasks, focusing on querying ambiguous texts and navigating 3D mazes with unseen instructions using hierarchical architectures.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Cooperative AI Foundation

A Theory of Appropriateness with Applications to Generative Artificial Intelligence

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Explore a theory of appropriateness in AI, focusing on complex cognitive behaviors, evaluation methods, and modeling processes like cumulative culture in human intelligence.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Scalable Parallel Computing Lab, SPCL @ ETH Zurich

A Chiplet-Based Generative Inference Architecture with Block Floating Point Datatypes

0 rewiews
Explore a chiplet-based architecture for generative inference, featuring block floating point datatypes and optimizations for large language models in AI accelerated computing.
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4 Lesons
1 hour 6 minutes
On-Demand
Free-Video
USENIX

GuideEnricher: Protecting the Anonymity of Ethereum Mixing Service Users with Deep Reinforcement Learning

0 rewiews
Explore how deep reinforcement learning enhances anonymity protection in Ethereum mixing services through automated pattern detection and guidebook enrichment for safer transactions.
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1 Lesons
11 minutes
On-Demand
Free-Video