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Challenge of even bigger models
Explores simulating large-scale neural network models and optimizing memory efficiency in neural simulations using NEURON and CoreNEURON.
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Landscape and Generalisation in Deep Learning
Explores the challenges and insights of deep learning, focusing on loss landscape, generalization, and feature learning.
Computational Physics: Understanding and Optimization
Explores the optimization of computational physics calculations and the relationship between physicists and computers.
Acquiring Data for Learning: Modern Approaches and Challenges
Explores modern approaches and challenges in acquiring data for learning optimal controllers through demonstrations and data-driven methods.
Computing: Computer Components
Covers the basics of computing, human computers, Von Neumann architecture, and memory units.
Programming for Engineers: Overview and Interactive Quiz
Covers programming concepts for engineers, including interactive quizzes and practical applications to enhance learning and engagement.
Neuroscience and Machine Learning: Understanding Visual Intelligence
Explores the relationship between neuroscience and machine learning in visual intelligence.
Orchestration Graphs: Learning with Simulations
Explores orchestration graphs for enhancing learning with simulations and the importance of consolidating knowledge through practice.
Deep Learning: Convolutional Networks
Explores convolutional neural networks, backpropagation, and stochastic gradient descent in deep learning.