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The Emergence of the Modern Middle East - Part I
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Explore distributed deep learning with MXNet in this under 1-hour offering from Simons Institute, covering practical considerations, challenges, and Amazon AI services.
Explore gradient-based optimization with UC Berkeley's Simons Institute. Learn about variational, Hamiltonian formulation, and how to avoid saddle points in 1-2 hours.
Explore Bayesian inference for complex data with Simons Institute. Learn about machine learning, deep learning, MCMC, logistic regression, and more in under an hour.
Explore deep learning and representation strategies with Yann LeCun from New York University, offered by Simons Institute. Expect a 1-2 hour workload.
Explore representation learning of grounded language and knowledge with Simons Institute. Understand intelligent communication, procedural language, unsupervised learning, and more in under an hour.
Explore structured probability spaces with UCLA's Adnan Darwiche in this under 1-hour material from Simons Institute. Learn about logical inference, learning algorithms, and more.
Explore linguistic structure prediction with Simons Institute's under 1-hour material. Learn about global paradigms, greedy parsing, recurrent neural networks, and more.
Explore the power of active sampling in unsupervised learning with this under 1-hour material from Simons Institute. Dive into big data, statistical learning tradeoffs, and Gaussian graphical models.
Explore Stochastic Variance Reduction Methods for Policy Evaluation with Lihong Li from Microsoft Research, offered by Simons Institute. Less than 1-hour workload.
Learn machine learning from verbal user instruction with Simons Institute. Gain insights into sensor-effector systems and natural language parsing in just 1-2 hours.
Explore the Area-Law Conjecture in quantum physics with Simons Institute. Understand the contradiction between quantum states' complexity and the study of many-body physics in 1-2 hours.
Explore quantum linear algebra applications in machine learning with Simons Institute. Understand QSVT, barriers to quantum speedup, and connections to classical algorithms. 1-2hr workload.
Explore program induction and library learning with Kevin Ellis from Cornell, in this under 1-hour material offered by Simons Institute. Dive into visual programs, neurally-guided Bayesian inference, and more.
Explore time-continuous neural networks with Ramin Hasani from MIT, in a short program offered by Simons Institute. Learn about LTCs, their stability, expressivity, and performance.
Explore quantum technology's potential with Simons Institute's online program. Learn about quantum computers, their applications, and how they can outperform classical supercomputers.
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