You'll learn cutting edge mathematics like information theory, Bayesian networks, and causal inference without calculations getting in the way.

你将学习前沿数学，如信息论、贝网络和因果推理，而无需计算。

The superyacht known as the Bayesian had a crew of 10 people and 12 passengers.

这艘名为贝号的超级游艇上有 10 名船员和 12 名乘。

Which takes us to the other forgotten terms in Bayesian inference.

这就把我们带到了贝推理中其他被遗忘的术语。

A common technique for figuring this out is Bayesian knowledge tracing.

贝识追踪常来解决这个问题。

Bayesian inference, probabilistic models, and probabilistic graphical models are employed to handle uncertainty and make predictions.

贝推理、概率模型和概率图形模型被来处理不确定性和做出预测。

Similarly, Bayesian knowledge tracing updates its estimate of the students’ knowledge by observing the correctness of each interaction using that skill.

同样，贝识追踪通过观察使该技能的每次交互的正确性来更新其对学生识的估计。

Although there are other approaches, intelligent tutoring systems often use Bayesian knowledge tracing to support what’s called mastery learning, where students practice skills, until they’re deeply understood.

尽管还有其他方法，但智能辅导系统通常使贝识追踪来支持所谓的掌握学习，学生练习技能，直到他们被深刻理解。

We use a Bayesian statistical model to simulate the most likely " true" support for a candidate on each day, taking into account differences in methodology and the partisan tilt of individual polling firms.

我们使贝统计模型来模拟每天对候选人最有可能的“实际”支持，同时考虑到方法论的差异和各个民调公司的党派倾向。

The last probability that Bayesian knowledge tracing calculates is the probability that the student started off the problem not knowing how to do the step, but learned how to do it as a result of working through the problem.

Bayesian knowledge tracing 计算的最后一个概率是学生开始做题时不道该步骤如何做，但在解决问题后学会了如何做的概率。

ANDY COOPER: If you work out the number of possible combinations of the components in the experiment, it's something like 98 million, so the robot uses an optimisation algorithm using a method called Bayesian optimisation to navigate that chemical space.

ANDY COOPER：如果你计算出实验中成分的可能组合数量，大约有 9800 万种， 因此机器人使一种优化算法， 使一种称为贝优化的方法来导航该化学空间。