- 来自www.udacity.com
Machine Learning
- 自定进度
- 免费获取
- 16 序列
- 等级 介绍
课程详情
教学大纲
Supervised Learning
- Lesson 0: Machine Learning is the ROX - Lesson 1: Decision Trees - Lesson 2: Regression and Classification - Lesson 3: Neural Networks - Lesson 4: Instance-Based Learning - Lesson 5: Ensemble B&B - Lesson 6: Kernel Methods and Support Vector Machines (SVM)s - Lesson 7: Computational Learning Theory - Lesson 8: VC Dimensions - Lesson 9: Bayesian Learning - Lesson 10: Bayesian Inference
Unsupervised Learning
- Lesson 1: Randomized optimization - Lesson 2: Clustering - Lesson 3: Feature Selection - Lesson 4: Feature Transformation - Lesson 5: Information Theory
Reinforcement Learning
- Lesson 1: Markov Decision Processes - Lesson 2: Reinforcement Learning - Lesson 3: Game Theory - Lesson 4: Game Theory, Continued
先决条件
讲师
- Michael Littman - Michael Littman is a Professor of Computer Science at Brown University. He also teaches Udacity’s Algorithms course (CS215) on crunching social networks. Prior to joining Brown in 2012, he led the Rutgers Laboratory for Real-Life Reinforcement Learning (RL3) at Rutgers, where he served as the Computer Science Department Chair from 2009-2012. He is a Fellow of the Association for the Advancement of Artificial Intelligence (AAAI), served as program chair for AAAI's 2013 conference and the International Conference on Machine Learning in 2009, and received university-level teaching awards at both Duke and Rutgers. Charles Isbell taught him about racquetball, weight-lifting and Ultimate Frisbee, but he's not that great at any of them. He's pretty good at singing and juggling, though.
- Charles Isbell - Charles Isbell is a Professor and Senior Associate Dean at the School of Interactive Computing at Georgia Tech. His research passion is artificial intelligence, particularly on building autonomous agents that must live and interact with large numbers of other intelligent agents, some of whom may be human. Lately, he has turned his energies toward adaptive modeling, especially activity discovery (as distinct from activity recognition), scalable coordination, and development environments that support the rapid prototyping of adaptive agents. He is developing adaptive programming languages, and trying to understand what it means to bring machine learning tools to non-expert authors, designers and developers. He sometimes interacts with the physical world through racquetball, weight-lifting and Ultimate Frisbee.
编辑
佐治亚理工学院(Georgia Institute of Technology),又称佐治亚理工学院或 GT,是一所位于美国佐治亚州亚特兰大市的男女同校公立研究型大学。它是佐治亚大学系统网络的一部分。佐治亚理工学院在萨凡纳(美国佐治亚州)、梅斯(法国)、阿斯隆(爱尔兰)、上海(中国)和新加坡设有办事处。
佐治亚理工学院的工程和计算机科学课程在世界上名列前茅5,6 ,声誉卓著。此外,佐治亚理工学院还开设了科学、建筑、人文和管理课程。
平台
Udacity est une entreprise fondé par Sebastian Thrun, David Stavens, et Mike Sokolsky offrant cours en ligne ouvert et massif.
Selon Thrun, l'origine du nom Udacity vient de la volonté de l'entreprise d'être "audacieux pour vous, l'étudiant ". Bien que Udacity se concentrait à l'origine sur une offre de cours universitaires, la plateforme se concentre désormais plus sur de formations destinés aux professionnels.