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Computational Thinking
Computational Thinking
Computational Thinking
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Computation is everywhere, but what is computation actually? In this video series we will discuss the power and limitations of computation. Computational thinking is about understanding machine intelligence: What is computable, and how efficiently?

Understanding computation lies at the heart of many exciting scientific and social developments. Computational thinking is more than programming a computer -- rather it is thinking in abstractions. Consequently, computational thinking has become a fundamental skill for everyone, not just computer scientists.

This channel explores some of the fundamental computational topics: Algorithms, Complexity, Cryptography, Databases, Machine Learning, Neural Networks, and Computability.
Selfish Caching and The Price of Anarchy
10:59
11 месяцев назад
Neural Networks Summary
4:14
Год назад
Computing with Bathroom Tiles
13:04
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Computability Summary
2:17
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The Turing Machine
7:40
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The Halting Problem
5:28
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Attention in Neural Networks
3:56
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Convolutional Neural Networks
3:50
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Recurrent Neural Networks
3:42
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Reinforcement Learning
7:50
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Decision Trees
6:12
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Machine Learning Evaluation
6:18
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Machine Learning Summary
4:37
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Gradient Descent
5:23
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Logistic Regression
9:11
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Regularization
4:57
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Bias-Variance Tradeoff
5:05
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Generalization and Overfitting
6:57
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Feature Modeling
5:31
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Linear Regression
7:19
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Database Modeling and Joins
9:09
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SQL Basics
5:29
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Database Basics
6:09
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Hashing
4:35
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