Python Class – Advanced

Python Class – Advanced

For Whom and Program Goals:

• For students, to gain avant-garde machine learning theory, algorithms and schemes for further study.
• For engineers, to be equipped with the capability of modeling and solving real world challenges through adopting the latest machine learning and artificial intelligence (AI).
• For all attendants, to get yourselves understand, in both width and depth, the state-of-the-art and most progress in this hot area.

Why Python：

• No.1 popular and powerful languages
• Broadly applied in engineering, research, and education.
• Open source

Why Us:

• Famous professor and teaching assistant team (Professor Weidong Xiang from University of Michigan)
• More than fifteen years teaching experience
• You can learn advanced Python programming skills

What Hot Topics：

1) Advanced Python Programming

2) Machine Learning Mathematical Backgrounds

3) Machine Learning: Supervised Learning

–Regression, classification, clustering and association

–SVM, Principal Component Analysis, K nearest neighbors, and decision trees

4) Neural Network: Basics

–Keras and tensorflow

–hyperparameter tuning, regularization, and optimizaton

5) Deep Learning Neural Networks

–Convolution neural network (CNN))

–Generative adversarial network (GAN)

–Recurrent neural network (RNN) and Long short term machine (LSTM)

Prerequisite Backgrounds:

• Math backgrounds related to linear algebra, calculus, matrix and statistics.
• Sufficient program languages experience in Python/C/Java/Matlab etc.

Software requirements:

• A high-end computer is recommended and all software required can be downloaded and installed through the Internet, for free.
• Anaconda 3 and Spyder 3 will be adopted as the integrated development environment(IDE).
• Tensorflow and keras.

 Course information：

• Thursday 7:00 PM-9:00 PM EST(June 20th -Aug 29th, 10 times in total, no class on July 4th)
• 1 time/ week and 2 hours/ time
• Website: Zoom (Please register and sign in).Student will receive code for this class.

Tuition and fees：

• $399/person
• $359/person for group (3 or 3+) or low-income(Medicaid)

Note: Retain the right to cancel the course due to less than 15 students enrolled.

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Python高级班

为什么学 Python：

• 编程就像阅读，英语一样Python成为一种时尚且必备的未来生存技能之一。
• Python 简单强大的脚本语言，容易入门，容易掌握是当今第一程序语言。
• 开源， 功能强大并且不断创新。

我们课程的优势：

• 雄厚的技术积累（密西根大学向卫东教授亲自授课）
• 丰富的教学经验
• 高等学府精英才子助教，讨论，答疑。

课程内容热门主题：

1) Python 高级编程

2) 机器学习数学基础

3) 机器学习：监督学习

-回归，分类，聚类和关联

-SVM，主成分分析，K最近邻和决策树

4）神经网络：基础知识

-Keras和tensorflow

– 高参数调整，正则化和优化

5）深度学习神经网络

– 卷积神经网络（CNN）

– 通用对抗网络（GAN）

– 逆流神经网络（RNN）和长期短期机器（LSTM）

背景要求：

• 线性代数，微积分，矩阵和统计相关数学知识
• 熟练掌握Python/C/Java/Matlab 等编程语言中的一种

软硬件：

• High-end computer
• Ananconda 3，Spyder 3，Keras和tensorflow

课程信息：

• 6月20日到8月29日（7月4日停课一次），每周四晚上7点到9点，共10次。
• 每周1次，每次2课时

上课方式：

• 在线: 学生报名后下载Zoom软件。注册，登录。开课前将得到课堂登录ID。

价格：

• $399/人
• $359/人 3人及以上拼团或低收入(Medicaid)

备注： 保留因报名不足15学生而取消课程的权利，见谅。