Systems Administration Courses

Simons Institute

Learning Decentralized Policies in Multiagent Systems - How to Learn Efficiently

Explore decentralized policy learning in multiagent systems, focusing on scalable actor-critic methods, network structures, and performance characterization using stochastic game frameworks.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Simons Institute

Reinforcement Learning in Recommender Systems - Some Challenges

Explore challenges in applying reinforcement learning to recommender systems, including scale, stochastic action sets, and user learning over long horizons. Gain insights on addressing these issues.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Simons Institute

Using Deep Learning for Perception in Autonomous Systems - A Perspective from Control Theory

Explore deep learning for perception in autonomous systems, focusing on efficient navigation using monocular RGB cameras in unknown environments. Control theory insights and practical lessons included.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Simons Institute

Classical Simulation of Quantum Many-body Systems with Tensor Networks

Explore tensor networks for simulating quantum many-body systems, focusing on matrix product states and branching mirror techniques in quantum computation challenges.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

Simons Institute

Safety-Critical Autonomous Systems - What is Possible? What is Required?

Explore the design, challenges, and potential of safety-critical autonomous systems in aerospace, transportation, and consumer applications, focusing on verification and formal methods.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

MITCBMM

Boundary Conditions for Language in Biological and Artificial Neural Systems

Explore computational requirements for language processing in neural systems, focusing on hierarchical structures, neural oscillations, and integrating linguistic insights with neural computation principles.

• YouTube
• 54 minutes
• Self-Paced
• Free Video

MITCBMM

Parallel Systems for Social and Spatial Reasoning Within the Brain's Apex Network

Explore parallel systems for social and spatial reasoning in the brain's apex network, examining cognitive architecture, neural mechanisms, and evolutionary origins through fMRI experiments and theoretical frameworks.

• YouTube
• 46 minutes
• Self-Paced
• Free Video

MITCBMM

The Power of Self-Learning Systems

Explore cutting-edge AI breakthroughs and their implications for scientific discovery with DeepMind's CEO. Learn about self-learning systems, game-changing algorithms, and applications beyond gaming.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

MITCBMM

Systems Neuroscience Using fMRI - Studying the Brain to Understand the Mind

Explore fMRI principles and applications in neuroscience, including experiment design, intuitive physical inference, and the neural basis of social rejection and physical pain.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

MITCBMM

Machine Learning Techniques and Applications in Finance, Healthcare and Recommendation Systems

Explore state-of-the-art machine learning techniques and their applications in finance, healthcare, and recommendation systems, focusing on ensemble methods, collaborative filtering, and portfolio construction.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

MITCBMM

Multidisciplinarity in Systems Neuroscience

Explore interdisciplinary approaches in systems neuroscience, focusing on hippocampus function in memory and navigation, and the thalamus's role in information transfer to the neocortex.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

MITCBMM

Dynamical Systems in Neuroscience

Explore cluster computing and OpenMind for brain and cognitive sciences, covering dynamical systems, models, and observation techniques in neuroscience research.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Neso Academy

Translational Mechanical Systems

Solve a complex translational mechanical system problem, mastering free body diagrams, force polarity conventions, and equations of motion for two-degree freedom systems.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

James Briggs

Evaluation Measures for Search and Recommender Systems

Learn popular offline metrics for evaluating search and recommender systems, including Recall@K, MRR, MAP@K, and NDCG@K, with Python demonstrations and practical insights for improving information retrieval systems.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

NMWP.NRW

WebTalk on PICs for LIDAR Systems

Explore coherent FMCW LiDAR technology for autonomous navigation, featuring insights on silicon photonics, advanced optics, and the Innovation Support Fund application process.

• YouTube
• 51 minutes
• Self-Paced
• Free Video