2017年全球200所知名大学免费在线课程精选:计算机科学与编程

过去六年间,全球将近800所大学发布了超过8000个免费在线公开课程(MOOCs),只要你愿意,随时都可以跟全球知名学府的名师学习,例如IT经理网的一位奶爸编辑就曾“师从”吴恩达(当时还未去百度)在Coursera上学习机器学习课程,并以优异成绩获得吴恩达的邀请为斯坦福学生介绍学习经验,这就是MOOC引发的学习全球化革命。近日Quartz根据在线公开课门户网站Class Central的数据整理了过去三个月中,200所大学最新上线的600门优秀MOOC课程,涵盖了计算机科学、数学、编程、数据科学、人类学、社会科学、教育、医疗、商业、艺术设计等,我们摘选与IT从业者相关的计算机科学、数据科学、编程等门类的课程罗列如下,从人工智能深度学习到网络安全和敏捷开发等热门领域都有覆盖:

计算机科学(人工智能、网络安全、算法、网络协议):

Neural Networks and Deep Learning from deeplearning.ai (taught by Stanford prof. Andrew Ng)

Algorithms: Design and Analysis from Stanford University (old Coursera course, but hosted without any paywalls directly by Stanford)

Algorithms: Design and Analysis, Part 2 from Stanford University

The Unix Workbench from Johns Hopkins University

Hacking and Patching from University of Colorado System

Machine Learning from Georgia Institute of Technology

Linux Server Management and Security from University of Colorado System

Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization from deeplearning.ai

Structuring Machine Learning Projects from deeplearning.ai

Sequence Models from deeplearning.ai

Convolutional Neural Networks from deeplearning.ai

Accessible Gamification for Business from Georgia Institute of Technology

Accounting Analysis II: Measurement and Disclosure of Liabilities from University of Illinois at Urbana-Champaign

Bayesian Methods for Machine Learning from Higher School of Economics

Natural Language Processing from Higher School of Economics

Introduction to Deep Learning from Higher School of Economics

Deep Learning in Computer Vision from Higher School of Economics

Addressing Large Hadron Collider Challenges by Machine Learningfrom Higher School of Economics

Introduction to Reinforcement Learning from Higher School of Economics

Introduction to TCP/IP from Yonsei University

Deep Learning for Business from Yonsei University

TV Whitespaces for Museums and Archives from San Jose State University

Capstone: Autonomous Runway Detection for IoT from EIT Digital

Homeland Security & Cybersecurity Connection – It’s Not About the Terrorists from University of Colorado System

Packet Switching Networks and Algorithms from University of Colorado System

Proactive Computer Security from University of Colorado System

Introduction to Cybersecurity for Business from University of Colorado System

Cyber Threats and Attack Vectors from University of Colorado System

Detecting and Mitigating Cyber Threats and Attacks from University of Colorado System

Cybersecurity Policy for Aviation and Internet Infrastructures from University of Colorado System

Enterprise System Management and Security from University of Colorado System

TCP/IP and Advanced Topics from University of Colorado System

Peer-to-Peer Protocols and Local Area Networks from University of Colorado System

Windows Server Management and Security from University of Colorado System

Planning, Auditing and Maintaining Enterprise Systems from University of Colorado System

Homeland Security and Cybersecurity Future from University of Colorado System

Cybersecurity Policy for Water and Electricity Infrastructures from University of Colorado System

Fundamentals of Network Communication from University of Colorado System

Design and Analyze Secure Networked Systems from University of Colorado System

Secure Networked System with Firewall and IDS from University of Colorado System

Symmetric Cryptography from University of Colorado System

Cryptography and Information Theory from University of Colorado System

Cryptographic Hash and Integrity Protection from University of Colorado System

Asymmetric Cryptography and Key Management from University of Colorado System

Basic Cryptography and Programming with Crypto API from University of Colorado System

Classical Cryptosystems and Core Concepts from University of Colorado System

Архитектура ЭВМ (Computer Architecture) from Saint Petersburg State University

Sparse Representations in Signal and Image Processing: Fundamentalsfrom Technion – Israel Institute of Technology

Sparse Representations in Image Processing: From Theory to Practicefrom Technion – Israel Institute of Technology

Cutting Edge Deep Learning For Coders, Part 2 from fast.ai

Architettura degli elaboratori from University of Urbino

Liberating Programming: System Development for Everyone from Weizmann Institute of Science

Банковское дело и финансы from Sberbank Corporate University

Digital Accessibility as a Business Practice from Ryerson University

程序开发

Advanced MATLAB for Scientific Computing from Stanford University

Building Web Applications in PHP from University of Michigan

Building Database Applications in PHP from University of Michigan

JavaScript, jQuery, and JSON from University of Michigan

Introduction to Structured Query Language (SQL) from University of Michigan

Server-side Development with NodeJS, Express and MongoDB from The Hong Kong University of Science and Technology

Database Systems Concepts and Design from Georgia Institute of Technology

Programming Fundamentals from Duke University

Python Programming Essentials from Rice University

Python Data Representations from Rice University

Parallel Programming in Java from Rice University

Distributed Programming in Java from Rice University

Concurrent Programming in Java from Rice University

3D Models for Virtual Reality from University of London International Programmes

Building Interactive 3D Characters and Social VR from University of London International Programmes

Introduction to Virtual Reality from University of London International Programmes

Making Your First Virtual Reality Game from University of London International Programmes

3D Interaction Design in Virtual Reality from University of London International Programmes

Software Development Processes and Methodologies from University of Minnesota

Agile Software Development from University of Minnesota ★★★★☆(1)

Lean Software Development from University of Minnesota

Engineering Practices for Building Quality Software from University of Minnesota

Globally Distributed Software Engineering from Delft University of Technology

Программирование на Python from Moscow Institute of Physics and Technology

Тонкости верстки from Moscow Institute of Physics and Technology

Основы HTML и CSS from Moscow Institute of Physics and Technology

JavaScript, часть 1: основы и функции from Moscow Institute of Physics and Technology

Основы дизайна мобильных приложений from Moscow Institute of Physics and Technology

Introducción a la programación orientada a objetos en Java from Universidad de los Andes

Design Patterns from University of Alberta

Object-Oriented Design from University of Alberta

Service-Oriented Architecture from University of Alberta

Software Architecture from University of Alberta

Software Design as an Element of the Software Development Lifecyclefrom University of Colorado System

Software Design Methods and Tools from University of Colorado System

Software Design as an Abstraction from University of Colorado System

Software Design Threats and Mitigations from University of Colorado System

Video Game Design: Teamwork & Collaboration from Rochester Institute of Technology

Базы данных (Databases) from Saint Petersburg State University

Aprende a programar en C desde cero from Universitat Jaume I

Introducción a la programación en Python I: Aprendiendo a programar con Python from Pontificia Universidad Católica de Chile

Fare Apps in classe, ora! from University of Urbino

Creando Apps. Aprende a programar aplicaciones móviles from Universitas Telefónica

Introducción al diseño de videojuegos from Universitas Telefónica

Game Design and Development: Video Game Character Design from Abertay University

Hacking PostgreSQL: Data Access Methods from Ural Federal University

 

数据科学:

Data Science: R Basics from Harvard University

Causal Diagrams: Draw Your Assumptions Before Your Conclusions from Harvard University

Principles, Statistical and Computational Tools for Reproducible Science from Harvard University

Data Science Ethics from University of Michigan

Statistical Modeling and Regression Analysis from Georgia Institute of Technology

Big Data Analytics in Healthcare from Georgia Institute of Technology

Data Analytics Foundations for Accountancy I from University of Illinois at Urbana-Champaign

Introduction to Genomic Data Science from University of California, San Diego

Python Data Visualization from Rice University

Python Data Analysis from Rice University

Understanding Your Data: Analytical Tools from University of Virginia

How to Win a Data Science Competition: Learn from Top Kagglers from Higher School of Economics

Big Data and the Environment from University of Reading

Predictive Modeling in Learning Analytics from University of Texas Arlington

Knowledge Inference and Structure Discovery for Educationfrom University of Texas Arlington

Multimodal Learning Analytics from University of Texas Arlington

Social Network Analysis (SNA) from University of Texas Arlington

Connecting Learning Data to Improve Instructional Designfrom University of Texas Arlington

Feature Engineering for Improving Learning Environmentsfrom University of Texas Arlington

Cluster Analysis from University of Texas Arlington

Learning Analytics Fundamentals from University of Texas Arlington

Whole genome sequencing of bacterial genomes – tools and applications from Technical University of Denmark (DTU)

Understanding Data from George Mason University

Análisis de Datos Experimentales: Utilidades Básicas. from Universidad Politécnica de Madrid

Advanced Data Mining with Weka from University of Waikato

Введение в данные from Novosibirsk State University

Тренды и классификации from Novosibirsk State University

pt010: 高校生のためのデータサイエンス入門 from Shiga University

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旅美学者,跨行业实践者及观察者。曾被评为谷歌学者和奈特-谋智联合学者(Knight-Mozilla),并将进驻《波士顿环球报》,对其媒体产品和用户数据进行十个月的实地调研。拥有清华大学计算机专业学士及硕士学位,香港大学新闻学哲学硕士学位。联系邮件:songyan@ctocio.com

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