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Neuroscience and Machine Learning

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Related lectures (37)

Neural Taskonomy and Historical Perspectives in Visual Intelligence Log in to Mediaspace to watch this video

Covers Neural Taskonomy, the evolution of neural networks, and historical perspectives in visual intelligence.

Deep Learning: Convolutional Networks Log in to Mediaspace to watch this video

Explores convolutional neural networks, backpropagation, and stochastic gradient descent in deep learning.

Deep Learning: Data Representations and Neural Networks Log in to Mediaspace to watch this video

Covers data representations, Bag of Words, histograms, data pre-processing, and neural networks.

Deep Learning Fundamentals Log in to Mediaspace to watch this video

Introduces deep learning, from logistic regression to neural networks, emphasizing the need for handling non-linearly separable data.

Reinforcement Learning Concepts Log in to Mediaspace to watch this video

Covers key concepts in reinforcement learning, neural networks, clustering, and unsupervised learning, emphasizing their applications and challenges.

Improving Models of the Ventral Visual Pathway Log in to Mediaspace to watch this video

Explores computational models of the ventral visual system, focusing on optimizing networks for real-world tasks and comparing to brain data.

Machine Learning for Feature Extraction Log in to Mediaspace to watch this video

Explores machine learning for feature extraction, 3D vision, and neural networks in mobile robotics.

Financial Time Series Analysis Log in to Mediaspace to watch this video

Covers stylized facts of asset returns, summary statistics, testing for normality, Q-Q plots, and efficient market hypothesis.

Deep Learning: Convolutional Neural Networks and Training Techniques Log in to Mediaspace to watch this video

Discusses convolutional neural networks, their architecture, training techniques, and challenges like adversarial examples in deep learning.

Deep Learning: Edge Detection and Neural Networks Log in to Mediaspace to watch this video

Discusses edge detection techniques and the evolution of deep learning in neural networks.

Introduction to Systems Neuroscience: Memory Systems Overview Log in to Mediaspace to watch this video

Introduces systems neuroscience, focusing on neural circuits, memory systems, and course logistics.

Visual Cortex Communication: Gamma Rhythms and Attention Log in to Mediaspace to watch this video

Explores gamma rhythms in the visual cortex, attention modulation, and innovative neuroengineering techniques.

Discovering Composable Modules in Meta-learning Log in to Mediaspace to watch this video

Explores discovering composable modules in meta-learning, focusing on flexible machine learning frameworks and the role of inductive biases.

The Microcircuits of Striatum in Silico Log in to Mediaspace to watch this video

Explores the reconstruction of a full-scale mouse striatal cellular level model to integrate and interpret striatal data.

Model-Free Prediction in Reinforcement Learning: Key Methods Log in to Mediaspace to watch this video

Covers model-free prediction methods in reinforcement learning, focusing on Monte Carlo and Temporal Differences for estimating value functions without transition dynamics knowledge.

Neural Control of Movement Log in to Mediaspace to watch this video

Delves into the neural control of movement, focusing on spinal motor neurons and motor units, exploring techniques like EMG recordings and wearable neural interfaces.

Land Use Mapping in the Alps Log in to Mediaspace to watch this video

Explores soil sealing impact, land use statistics, image segmentation, and random forest classification for sustainable land management.

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