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所在平台: Udemy |
课程主页: https://www.udemy.com/course/solved-challenges-ants/
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Coursera 课程《从零到英雄：完整神经信号处理与分析》 这是一门旨在通过学习大脑信号来掌握信号处理、数据分析和统计学知识的综合课程。课程内容时长超过 46 小时，包含大量的 MATLAB 练习、问题集和挑战。通过学习，您将能够自信地处理、清洗、分析和进行大脑电活动统计。 **核心内容包括：** * **信号处理基础：** 学习如何处理和理解复杂的大脑电信号。 * **数据分析与可视化：** 掌握分析和呈现神经数据的方法。 * **频谱分析：** 学习如何对信号进行频率域分析。 * **同步性（连接性）分析：** 探究大脑不同区域之间的信息交流。 * **统计学：** 特别是基于置换的统计方法。 **课程特色：** * **零基础入门：** 即使没有神经科学、生物学、信号处理、数学或统计学的背景，也能轻松学习。 * **实践导向：** 提供丰富的 MATLAB 练习，完成它们将使学习时间轻松超过 100 小时。 * **专家指导：** 由拥有近 20 年教学经验、撰写过多本神经数据分析和科学编程书籍的 Mike X Cohen 教授主讲。 * **高质量支持：** 提供问答论坛，讲师会及时回应问题。 * **幽默教学：** 融入独特的幽默感，让学习过程更加有趣。 **先修要求：** * 能够使用 MATLAB（或 Octave）。 * 具备基本的 MATLAB 编程技能（变量、for 循环、基本绘图）。 **目标学员：** 对神经信号处理和时间序列分析感兴趣的任何人。
Use your brain to learn signal processing, data analysis, and statistics.by learning about brains!If you are reading this, I guess you have a brain. Your brain generates electrical signals that can be measured using electrodes, which are like small antennas. These electrical signals are rreeeeeaaallly complicated, because the brain is really complicated! But learning how to analyze brain electrical signals is an amazing and fascinating way to learn about signal processing, data visualization, spectral analysis, synchronization (connectivity) analyses, and statistics (in particular, permutation-based statistics).What do you get in this course?This course contains over 46 hours of video instruction, plus TONS of MATLAB exercises, problem sets, and challenges.If you do all the MATLAB exercises, this course is easily well over 100 hours of educational content.And you get access to the Q & A forum, where you can post specific questions about the course material and I answer as quickly as I can (typically 1-2 days).By the end of this course, you will have confidence in processing, cleaning, analyzing, and performing statistics on brain electrical activity.What do you need to know before joining this course?I have tried to make this course accessible to anyone who is interested in learning neural signal processing and time series analysis.I believe you can simply start this course without any formal background in neuroscience/biology, and without any background in signal processing/math/statistics. That said, some background in these topics will definitely be helpful.However, I do assume that you have access to MATLAB (or Octave), and that you have some basic MATLAB coding skills (variables, for-loops, basic plotting). If you are a total noob to MATLAB, then please first take an intro-MATLAB course and then come back here. Why should you trust this weird Mike X Cohen guy?I've been teaching this material for almost 20 years. I'm really dedicated to teaching and I work really hard to improve my courses each year. Check out the reviews of this course and my other courses to see what my students think of my teaching style and dedication.I've also written several textbooks on neural data analysis and scientific programming. And there are more books and more courses on the way!.but you have to watch out for my weird sense of humor. You've been warned...
