IBM公司推出的高级数据科学专项课程系列(Advanced Data Science with IBM Specialization),这个系列包括4门子课程,涵盖数据科学基础,高级机器学习和信号处理,结合深度学习的人工智能应用等,感兴趣的同学可以关注:Expert in DataScience, Machine Learning and AI。Become an IBM-approved Expert in Data Science, Machine Learning and Artificial Intelligence.ġ) Fundamentals of Scalable Data Science 2) Advanced Machine Learning and Signal Processing 3) Applied AI with DeepLearning 4) Advanced Data Science Capstone 华盛顿大学的大规模数据科学专项课程系列(Data Science at Scale ),这个系列包括3门子课程和1个毕业项目课程,包括大规模数据系统和算法,数据分析模型与方法,数据科学结果分析等,感兴趣的同学可以关注: Tackle Real Data Challenges-Master computational, statistical, and informational data science in three courses.ġ) Data Manipulation at Scale: Systems and Algorithms 2) Practical Predictive Analytics: Models and Methods 3) Communicating Data Science Results 4) Data Science at Scale – Capstone ProjectĦ、 Advanced Data Science with IBM Specialization 约翰霍普金斯大学的数据科学专项课程系列(Data Science Specialization),这个系列课程有10门子课程,包括数据科学家的工具箱,R语言编程,数据清洗和获取,数据分析初探,可重复研究,统计推断,回归模型,机器学习实践,数据产品开发,数据科学毕业项目,感兴趣的同学可以关注: Launch Your Career in Data Science-A nine-course introduction to data science, developed and taught by leading professors.ġ) The Data Scientist’s Toolbox 2) R Programming 3) Getting and Cleaning Data 4) Exploratory Data Analysis 5) Reproducible Research 6) Statistical Inference 7) Regression Models 8) Practical Machine Learning 9) Developing Data Products 10) Data Science Capstone 密歇根大学的Python数据科学应用专项课程系列(Applied Data Science with Python),这个系列的目标主要是通过Python编程语言介绍数据科学的相关领域,包括应用统计学,机器学习,信息可视化,文本分析和社交网络分析等知识,并结合一些流行的Python工具包进行讲授,例如pandas, matplotlib, scikit-learn, nltk以及networkx等Python工具。感兴趣的同学可以关注:Gain new insights into your data-Learn to apply data science methods and techniques, and acquire analysis skills.ġ) Introduction to Data Science in Python 2) Applied Plotting, Charting & Data Representation in Python 3) Applied Machine Learning in Python 4) Applied Text Mining in Python 5) Applied Social Network Analysis in Python
Apply your skills to data science and machine learning.ġ) P ython for Data Science 2) Data Visualization with Python 3) Data Analysis with Python 4) Applied Data Science Capstoneģ、 Applied Data Science with Python Specialization
IBM公司推出的数据科学导论专项课程系列(Introduction to Data Science Specialization),这个系列包括4门子课程,涵盖数据科学简介,面向数据科学的开源工具,数据科学方法论,SQL基础,感兴趣的同学可以关注:Launch your career in Data Science。Data Science skills to prepare for a career or further advanced learning in Data Science.ġ) What is Data Science? 2) Open Source tools for Data Science 3) Data Science Methodology 4) Databases and SQL for Data Science 1、 Introduction to Data Science Specialization