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Massachusetts Institute of Technology

Introduction to Deep Learning

12 rewiews
Deep Learning is subset of machine learning focused on extracting patterns from data using neural networks and use those patterns to inform the learning tasks.
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71 Lesons
2 days 7 hours 16 minutes
On-Demand
Free-Video
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
Association for Computing Machinery (ACM)

Deep Learning for Sequences in Quantitative Finance

1 rewiews
Overview of deep learning sequence methods in quantitative finance, covering feature extraction, return forecasting, portfolio allocation, and trading execution. Explores applications and challenges in the investment process.
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24 Lesons
1 hour
On-Demand
Free-Video
Edan Meyer

Steps to AGI

1 rewiews
Explore DeepMind Alberta's plan for achieving AGI through reinforcement learning, continual learning, and meta-learning in complex environments, with a focus on key steps and core concepts.
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9 Lesons
44 minutes
On-Demand
Free-Video
Massachusetts Institute of Technology

Feedback Control from Pixels

1 rewiews
Explore feedback control using cameras, bridging control theory and machine learning. Learn about challenges, recent advances, and potential applications in robotics and AI.
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38 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

AI, Machine Learning and Deep Learning

1 rewiews
Explore AI, machine learning, and deep learning concepts, including supervised, unsupervised, and reinforcement learning paradigms. Learn when to use traditional ML or deep neural networks for audio applications.
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20 Lesons
31 minutes
On-Demand
Free-Video
Stanford University

AI and Robotics: Current Challenges and Future Directions

0 rewiews
Explore AI and robotics with Chelsea Finn and Andrew Ng, discussing career paths, current capabilities, challenges, and future prospects in the field. Gain insights into robotics research and learn how to enter this exciting domain.
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12 Lesons
33 minutes
On-Demand
Free-Video
Stanford University

Stanford Seminar - Decision Transformer: Reinforcement Learning via Sequence Modeling

0 rewiews
Innovative approach to reinforcement learning using sequence modeling and Transformer architecture, offering simplicity and scalability while matching or exceeding state-of-the-art performance in various tasks.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Stanford University

Stanford Seminar - Get in Touch: Tactile Perception for Human-Robot Systems

0 rewiews
Explore advancements in tactile perception for robots, including sensor technologies, haptic perception, and applications in human-robot interaction and manipulation of deformable objects.
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13 Lesons
52 minutes
On-Demand
Free-Video
Stanford University

Towards Safe and Efficient Learning in the Physical World - Stanford Seminar

0 rewiews
Exploring safe Bayesian optimization and model-based deep reinforcement learning for efficient, safe online learning in real-world applications like robotics and laser tuning.
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1 Lesons
46 minutes
On-Demand
Free-Video
Massachusetts Institute of Technology

Underactuated Robotics - Spring 2009

0 rewiews
This course discusses nonlinear dynamics and control of underactuated mechanical systems, with an emphasis on machine learning methods.
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23 Lesons
1 day 4 hours
On-Demand
Free-Video
Massachusetts Institute of Technology

The Task Specification Problem

0 rewiews
Exploring challenges in AI task specification, focusing on aligning human communication with machine understanding to improve robustness, transfer, and feature learning in AI systems.
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16 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Massachusetts Institute of Technology

Diverse Data and Efficient Algorithms for Robot Learning

0 rewiews
Explore diverse data collection and efficient algorithms for robot learning, focusing on large-scale approaches and reinforcement learning for deformable object manipulation.
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25 Lesons
56 minutes
On-Demand
Free-Video
Massachusetts Institute of Technology

Data Augmentation for Image-Based Reinforcement Learning

0 rewiews
Explores data augmentation techniques for image-based reinforcement learning, presenting a model-free algorithm and a self-supervised framework for visual continuous control tasks, achieving state-of-the-art results.
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24 Lesons
52 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
CrashCourse

Artificial Intelligence by CrashCourse

0 rewiews
In 20 episodes, Jabril will teach you about Artificial Intelligence and Machine Learning!
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21 Lesons
4 hours 30 minutes
On-Demand
Free-Video

Reinforcement Learning

0 rewiews
Explore Q-learning, deep Q networks, and reinforcement learning environments through hands-on tutorials and practical implementations.
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6 Lesons
3 hours 30 minutes
On-Demand
Free-Video

Reinforcement Learning Course

0 rewiews
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

Self-Driving Cars With Carla and Python

0 rewiews
In this course, you will learn about Carla, an open source autonomous driving simulator. Carla creates a sort of open world with streets, other cars, pedestrians, weather, sensors, and more to help you to write logic to drive self-driving cars, coming wi…
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6 Lesons
3 hours 30 minutes
On-Demand
Free-Video
NPTEL

Machine Learning

0 rewiews
The course places machine learning in its context within AI and gives an introduction to the most important core techniques such as decision tree-based inductive learning, inductive logic programming, reinforcement learning and deep learning through deci…
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37 Lesons
16 hours
On-Demand
Free-Video
Santa Fe Institute

Evolutionary Conundrums - Cooperation and Traversing Fitness Landscapes

0 rewiews
Explore evolutionary biology: cooperation via social norms, fitness landscapes in rapidly evolving populations, and optimal antibiotic use against pathogens using Markov Decision Processes.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
New York University (NYU)

A Reinforcement Learning Mechanism for Trading Wind Power Futures

0 rewiews
Explore reinforcement learning for trading wind power futures, covering energy security, market setup, and machine learning models in this NYU seminar by Bruno Kamdem.
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19 Lesons
1 hour 2 minutes
On-Demand
Free-Video
NPTEL

Learning About Learning: A Course on Neurobiology of Learning and Memory

0 rewiews
Explore neurobiology of learning and memory, covering historical perspectives, associative learning, reinforcement models, and molecular mechanisms of memory formation and consolidation.
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22 Lesons
11 hours
On-Demand
Free-Video
University of Central Florida

Learning to Navigate in Cities Without a Map

0 rewiews
Explore reinforcement learning techniques for urban navigation without maps, focusing on value functions, courier tasks, and multi-site experiments.
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15 Lesons
30 minutes
On-Demand
Free-Video
University of Central Florida

Deep Reinforcement Learning for Object Tracking

0 rewiews
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
University of Central Florida

CAP6412 - Final Project Presentations - Lecture 27

0 rewiews
Final project presentations showcasing innovative approaches in video action recognition, offline reinforcement learning, and decision transformer encoders, with discussions on methodologies, results, and implications.
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16 Lesons
1 hour 55 minutes
On-Demand
Free-Video
University of Central Florida

Learning to Navigate in Cities Without a Map

0 rewiews
Explore reinforcement learning techniques for autonomous navigation in unmapped urban environments, focusing on value functions, courier tasks, and multi-site experiments.
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16 Lesons
30 minutes
On-Demand
Free-Video
Paul G. Allen School

Robot Learning with Minimal Human Feedback

0 rewiews
Explore techniques for training robots with minimal human feedback, including reinforcement learning, language corrections, and leveraging pretrained vision-language models for direct supervision.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Reinforcement Learning-based Recommender Systems with Large Language Models - SIGIR 2024

0 rewiews
Explore reinforcement learning-based recommender systems using LLMs for state reward and action modeling in this cutting-edge research presentation.
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1 Lesons
18 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Machine Learning Tools: Skyline and RL-Scope for Performance Optimization

0 rewiews
Explore Skyline and RL-Scope, two innovative tools for optimizing machine learning performance. Learn about interactive profiling, visualization, and debugging for PyTorch networks and cross-stack profiling for deep reinforcement learning.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Multi-armed Bandits in Production at Stitch Fix

0 rewiews
Explore scaling challenges and solutions for multi-armed bandits in online experimentation, including a new method for efficient, deterministic Thompson sampling at Stitch Fix.
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1 Lesons
40 minutes
On-Demand
Free-Video
Simons Institute

Learning to Reason with Large Language Models

0 rewiews
Explore OpenAI's o1 model: an LLM trained via reinforcement learning for improved reasoning in math, programming, and science tasks.
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1 Lesons
52 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

WarpDrive: Orders of Magnitude Faster Multi-Agent Deep Reinforcement Learning on a GPU

0 rewiews
Accelerate multi-agent deep reinforcement learning with WarpDrive, an open-source framework enabling end-to-end GPU execution. Explore features like automatic GPU tuning and distributed training for improved efficiency and scalability.
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1 Lesons
56 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

MLOps for Personalized Reinforcement Learning in Mobile Gaming - Rovio's Approach

0 rewiews
Explore Rovio's MLOps infrastructure for personalized reinforcement learning in mobile gaming. Learn how to leverage cloud services for individualized player experiences without traditional A/B testing.
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1 Lesons
37 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Quantized Optimal Transport Reward-based Reinforcement Learning Approach to Detoxify Query Auto-Completion - Lecture 1

0 rewiews
Explore a novel reinforcement learning approach for detoxifying query auto-completion using quantized optimal transport rewards.
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1 Lesons
14 minutes
On-Demand
Free-Video
MLOps.community

Exploring the Impact of Agentic Workflows - MLOps Podcast Episode 268

0 rewiews
Dive into the world of AI agents in production with insights on deployment strategies, real-world applications, and practical advice for integrating AI into everyday systems while maintaining human oversight.
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14 Lesons
49 minutes
On-Demand
Free-Video
Paul G. Allen School

Robot Learning with Minimal Human Feedback

0 rewiews
Explore innovative techniques for training robots with minimal human feedback, from single demonstrations to eye gaze, and learn about leveraging pretrained models for efficient robot learning.
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1 Lesons
59 minutes
On-Demand
Free-Video
Anyscale

ByteDance's Platform for Reinforcement Learning from Human Feedback

0 rewiews
Explore ByteDance's journey in building a video data processing pipeline using Ray's ecosystem for creating realistic video generation models from text instructions.
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1 Lesons
32 minutes
On-Demand
Free-Video
Anyscale

Training AI for Space: Slingshot's Ray Journey - Ray Summit 2024

0 rewiews
Explore Slingshot Aerospace's innovative approach to managing satellites using AI and Ray-based training pipelines. Discover their multi-layered RL Gym for simulating space missions and agent training.
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1 Lesons
21 minutes
On-Demand
Free-Video
Simons Institute

On the Curses of Future and History in Off-policy Evaluation in Non-Markov Environments

0 rewiews
Delve into off-policy evaluation in non-Markov environments, exploring coverage concepts, future-dependent value functions, and novel estimators for partially observable MDPs with polynomial sample complexity guarantees.
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1 Lesons
56 minutes
On-Demand
Free-Video
Great Learning

Reinforcement Learning in Artificial Intelligence - Full Course

0 rewiews
Keeping the importance of Reinforcement Learning in mind, we have come up with this full course by Great Learning Faculty Dr. Narayana Darapaneni. Dr. Narayana holds a PhD in Mathematics from Pierre and Marie Curie University, Paris, France.
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7 Lesons
4 hours 26 minutes
On-Demand
Free-Video
Great Learning

Machine Learning with Python - Tutorial for Beginners

0 rewiews
Comprehensive Python-based machine learning tutorial covering data manipulation, visualization, statistics, and reinforcement learning, with practical examples and a smart taxi case study.
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12 Lesons
10 hours 37 minutes
On-Demand
Free-Video

Reinforcement Learning

0 rewiews
Learn the fundamentals of reinforcement learning and implement basic concepts using Python for data science applications.
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2 Lesons
30 minutes
On-Demand
Free-Video
Serrano.Academy

Probability

0 rewiews
Explore Bayes Theorem, Hidden Markov Models, Shannon Entropy, Naive Bayes classifier, Beta distribution, and Thompson sampling in this friendly introduction to key probability concepts.
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5 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Serrano.Academy

Neural Networks

0 rewiews
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
Serrano.Academy

Machine Learning

0 rewiews
Comprehensive introduction to key machine learning concepts, algorithms, and applications, covering testing, error metrics, recommendation systems, and various classification methods.
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8 Lesons
3 hours 30 minutes
On-Demand
Free-Video

Reinforcement Learning

0 rewiews
Explore the fundamentals and advanced concepts of Reinforcement Learning in this comprehensive tutorial series.
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2 Lesons
30 minutes
On-Demand
Free-Video
Steve Brunton

Reinforcement Learning - Machine Learning Meets Control Theory

0 rewiews
Explore reinforcement learning's intersection with control theory, covering key concepts, algorithms, and applications in this comprehensive overview of machine learning's powerful technique.
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9 Lesons
26 minutes
On-Demand
Free-Video
Steve Brunton

Data-Driven Dynamical Systems with Machine Learning

0 rewiews
Explore modern machine learning methods for modeling complex dynamical systems from data. Learn data-driven control techniques and apply them to various fields of science and engineering.
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43 Lesons
15 hours
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

0 rewiews
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
The Julia Programming Language

MDPs - Markov Decision Processes - Decision Making Under Uncertainty Using POMDPs.jl

0 rewiews
Explore Markov Decision Processes and decision-making under uncertainty using POMDPs.jl. Learn about MDPs, Grid World, solvers, reinforcement learning, and visualization techniques in Julia.
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34 Lesons
49 minutes
On-Demand
Free-Video
The Julia Programming Language

Flux - The Elegant Machine Learning Library for Julia

0 rewiews
Explore Flux, an intuitive machine learning library for Julia, featuring state-of-the-art performance, automatic differentiation, and innovative compiler technology for efficient and flexible ML development.
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30 Lesons
30 minutes
On-Demand
Free-Video
TensorFlow

TF-Agents - A Flexible Reinforcement Learning Library for TensorFlow

0 rewiews
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

0 rewiews
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
Alexander Amini

Beyond Deep Learning - Learning+Reasoning

0 rewiews
Explore advanced AI concepts beyond deep learning, focusing on integrating reasoning with learning for more robust and interpretable systems in this IBM Research lecture.
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8 Lesons
32 minutes
On-Demand
Free-Video
Alexander Amini

Introduction to Deep Learning - MIT 2018

0 rewiews
Explore foundations of deep learning, including perceptrons, neural networks, loss functions, and optimization techniques. Gain insights into training challenges and strategies for effective model development.
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31 Lesons
43 minutes
On-Demand
Free-Video
Brandon Rohrer

How Data Science Works

0 rewiews
Explore the fundamentals of data science through plain English explanations, covering key concepts like feature engineering, machine learning, and deep learning without technical jargon.
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15 Lesons
50 minutes
On-Demand
Free-Video
Resemble AI

Deep Learning in Gaming with Idan Beck

0 rewiews
Explore AI/ML applications in gaming, covering navigation, task planning, procedural generation, and reinforcement learning, with insights from Unity expert Idan Beck.
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23 Lesons
39 minutes
On-Demand
Free-Video
Institute for Advanced Study

Latent State Recovery in Reinforcement Learning - John Langford

0 rewiews
Explore latent state recovery in reinforcement learning, covering core problems, alternative approaches, and state abstraction. Gain insights from John Langford's expertise in theoretical machine learning.
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16 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Institute for Advanced Study

Efficient Robot Skill Learning via Grounded Simulation Learning, Imitation Learning - Peter Stone

0 rewiews
Explore efficient robot skill learning through grounded simulation, imitation learning, and off-policy reinforcement learning. Discover innovative approaches for transferring skills from simulation to real-world robots.
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20 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Institute for Advanced Study

The Challenges of Model-Based Reinforcement Learning and How to Overcome Them - Csaba Szepesvári

0 rewiews
Explore challenges in model-based reinforcement learning, including modeling errors and efficient planning, and discover strategies to overcome them in complex environments.
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24 Lesons
1 hour 39 minutes
On-Demand
Free-Video
Institute for Advanced Study

Deep Reinforcement Learning in the Real World - Sergey Levine

0 rewiews
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
Institute for Advanced Study

Towards Structural Risk Minimization for RL - Emma Brunskill

0 rewiews
Explore structural risk minimization in reinforcement learning, focusing on efficient learning of risk-sensitive policies using conditional value at risk and optimistic exploration techniques.
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33 Lesons
45 minutes
On-Demand
Free-Video
Institute for Advanced Study

Provably Efficient Reinforcement Learning with Linear Function Approximation - Chi Jin

0 rewiews
Explore efficient reinforcement learning with linear function approximation, covering key concepts like sample efficiency, value-based algorithms, and exploration in multi-armed bandits and linear MDPs.
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14 Lesons
28 minutes
On-Demand
Free-Video
Institute for Advanced Study

Reproducible, Reusable, and Robust Reinforcement Learning - Joelle Pineau

0 rewiews
Explore reproducibility, reusability, and robustness in reinforcement learning. Delve into policy gradient methods, hyperparameter interplay, fair comparisons, and real-world applications of RL algorithms.
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23 Lesons
40 minutes
On-Demand
Free-Video
GERAD Research Center

Planning and Learning in Risk-Aware Restless Multi-Arm Bandit

0 rewiews
Explore risk-aware restless multi-arm bandits, indexability conditions, and Thompson sampling for bounded regret in resource distribution across Markov decision processes.
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1 Lesons
48 minutes
On-Demand
Free-Video
National Taiwan University

Machine Learning

0 rewiews
從基礎到高級主題的全面機器學習課程,涵蓋回歸、分類、深度學習、無監督學習等,並包含實際演示和案例研究,幫助學習者掌握關鍵概念和技術。
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36 Lesons
1 day 4 hours
On-Demand
Free-Video
Bolei Zhou

Introduction to Reinforcement Learning - Distributed RL Systems - Lecture 9

0 rewiews
强化学习分布式系统概述：探讨系统架构、参数更新方法、并行化策略，以及从DQN到AlphaStar的案例研究，深入分析分布式RL系统的发展和实现。
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34 Lesons
47 minutes
On-Demand
Free-Video
Bolei Zhou

Introduction to Reinforcement Learning - Lecture 1: Overview of RL

0 rewiews
强化学习入门概述:介绍RL基本概念、特点和应用,探讨其与监督学习的区别,展示RL在游戏、机器人等领域的成功案例,解释RL与深度学习的结合。
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21 Lesons
23 minutes
On-Demand
Free-Video
media.ccc.de

Demystifying AI - Understanding Machine Learning Fundamentals

0 rewiews
Fundierte Einführung in Künstliche Intelligenz: Grundlagen des maschinellen Lernens, mathematische Konzepte und Herausforderungen werden verständlich erklärt. Praktische Tipps für den Einstieg inklusive.
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1 Lesons
47 minutes
On-Demand
Free-Video
5 Minutes Engineering

Complete Machine Learning Course - From Basics to Advanced Concepts

0 rewiews
Comprehensive Hindi guide covering ML fundamentals, supervised/unsupervised learning, reinforcement, ensemble methods, neural networks, and genetic algorithms for exam preparation.
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8 Lesons
5 hours 19 minutes
On-Demand
Free-Video
TEDx

How to Meow on the Long Tail - Open Source AI in the Era of Centralization

0 rewiews
Esplora l'importanza dei progetti open source nell'era dell'IA per evitare la centralizzazione dei contenuti e il monopolio del web, con un focus sulle implicazioni etiche e sociali.
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1 Lesons
19 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

Reinforcement Learning: An Introduction and Key Results

0 rewiews
Découvrez les principes et applications du Reinforcement Learning, de la détection d'anomalies médicales à l'optimisation des processus décisionnels de Markov. Explorez les défis et solutions de cette approche d'apprentissage par interaction.
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8 Lesons
51 minutes
On-Demand
Free-Video
GERAD Research Center

Regularization and Robustness in Reinforcement Learning

0 rewiews
Explore robust Markov decision processes and learn how regularization can simplify planning and learning in uncertain environments while maintaining stability and scalability.
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1 Lesons
37 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
ANITI Toulouse

ANITI DAYS 2022 - Artificial Intelligence Research Highlights

0 rewiews
Découvrez les avancées en apprentissage par renforcement et leur application dans les systèmes autonomes avec Sébastien Gerchinovitz d'ANITI Toulouse.
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1 Lesons
16 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

Stochastic Control for Medical Treatment Optimization

0 rewiews
Explorez le contrôle stochastique pour optimiser les traitements médicaux. Découvrez les applications mathématiques avancées dans la prise de décision clinique.
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1 Lesons
53 minutes
On-Demand
Free-Video
Nvidia

Isaac Sim 2020.2 - New Features in Omniverse Robotics App

0 rewiews
Explore Isaac Sim 2020.2's new features for robotics simulation, including physics enhancements, custom platforms, ROS integration, and advanced visualization tools.
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29 Lesons
45 minutes
On-Demand
Free-Video
Nvidia

Breaking New Frontiers in Robotics and Edge Computing with AI

0 rewiews
Explore cutting-edge AI deployment for robotics and edge computing, covering tools, techniques, and recent developments in deep learning and NVIDIA's Jetson platform.
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45 Lesons
56 minutes
On-Demand
Free-Video
Yannic Kilcher

Reward Is Enough - Machine Learning Research Paper Explained

0 rewiews
Explores the hypothesis that reward maximization drives intelligence development, discussing its implications for AGI and reinforcement learning, with critical analysis and commentary.
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7 Lesons
36 minutes
On-Demand
Free-Video
Simons Institute

Control Fundamentals

0 rewiews
Explore key principles and applications of control theory in reinforcement learning, focusing on fundamental concepts and their practical implications.
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1 Lesons
56 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

Game Theoretic Learning and Spectrum Management - Part 2

0 rewiews
Explore game theory in signal processing, covering multi-arm bandits, adaptive algorithms, and reinforcement learning for spectrum management and network optimization.
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21 Lesons
1 hour 1 minute
On-Demand
Free-Video
IEEE Signal Processing Society

Graph Neural Networks for Learning Nonlinear Power System Operations

0 rewiews
Explore nonlinear power system operations using graph neural networks, covering optimization, computational benefits, and emergency response in power flow models.
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18 Lesons
1 hour 9 minutes
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
Simons Institute

Working Memory Influences Reinforcement Learning Computations in Brain and Behavior

0 rewiews
Explore how working memory influences reinforcement learning in the brain, examining experimental results, genetic factors, and EEG data to uncover neural mechanisms of learning.
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12 Lesons
50 minutes
On-Demand
Free-Video
Simons Institute

A Few Challenge Problems from Robotics

0 rewiews
Explore challenging robotics problems, including backflips, models, perception, and optimization. Gain insights into reinforcement learning, state estimation, and physics-based approaches for advanced robotic systems.
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34 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Fields Institute

Learning Linear Dynamical Systems with Hankel Nuclear Norm Regularization

0 rewiews
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
media.ccc.de

Mastering the Maze - Reinforcement Learning for Automated Penetration Testing

0 rewiews
Explore how reinforcement learning can revolutionize penetration testing by automating lateral network movement and identifying attack vectors, enhancing efficiency in cybersecurity assessments.
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1 Lesons
20 minutes
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Free-Video
GERAD Research Center

Connections between POMDPs and Partially Observed N-Player Mean-Field Games

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Explore connections between POMDPs and partially observed n-player mean-field games. Gain insights into discrete-time models, mean-field observability, and equilibrium existence in symmetric settings.
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1 Lesons
58 minutes
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Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Path Integral Control Theory

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Explore path integral control theory, a powerful mathematical framework for optimal control in complex systems. Gain insights into its applications and mathematical foundations.
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1 Lesons
4 hours 12 minutes
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Paul G. Allen School

Policy Learning in Spatial Action Spaces for Robotic Manipulation

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Explore innovative approaches to robotic policy learning in spatial action spaces for complex manipulation tasks, addressing challenges and evaluating solutions in simulated and physical environments.
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1 Lesons
1 hour 2 minutes
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Paul G. Allen School

Scaling Probabilistically Safe Learning to Robotics

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Explores advancements in safe robot learning, focusing on imitation learning theory, scalable reward inference, and efficient policy evaluation to enable real-world deployment with safety guarantees.
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1 Lesons
57 minutes
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Free-Video
Paul G. Allen School

Feedback Design Principles for Efficient and Reliable Robot Learning

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Exploring fusion of feedback control and reinforcement learning for efficient, reliable robot learning. Discusses reward shaping, co-design of controllers and algorithms, and future directions in robotics.
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1 Lesons
57 minutes
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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
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HuggingFace

ALOHA and ACT: Advancing Robot Learning - Research Presentation 1

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Explore ALOHA and ACT methodologies for robotic learning, presented by Alexander Soare. Gain insights into cutting-edge research and advancements in robot manipulation techniques.
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1 Lesons
56 minutes
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BSidesLV

PhishDefend - A Reinforcement Learning Framework for AI-Augmented Phishing Detection and Response

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Explore a reinforcement learning framework for measuring AI-augmented phishing detection and response, enhancing cybersecurity strategies against evolving threats.
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1 Lesons
52 minutes
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VinAI

Building Blocks of Generalizable Autonomy

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Explore key aspects of generalizable autonomy in robotics, including representational biases, causal inference, and interactive policy learning under uncertainty for efficient and adaptable AI systems.
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1 Lesons
1 hour 19 minutes
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Launchpad

LLaRA: Supercharging Robot Learning Data for Vision-Language Policy

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Enhance robotic decision-making using LLMs and VLMs. Learn to formulate actions as conversation pairs and incorporate auxiliary data for improved performance in simulated and real-world tasks.
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1 Lesons
16 minutes
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