先附上已经整理的5门Coursera公开课资源,部分课程资源还在下载和上传中,之后将陆续整理发布。
1、机器学习课程 by Andrew Ng
该课程已经在Coursera新的课程平台上发布(https://www.coursera.org/learn/machine-learning),在线的课程资源依然会得到保留,这里分享的百度网盘资源包含两个版本,来自于之前大家的分享:
链接: http://pan.baidu.com/s/1miMZHQo 密码: aeck
2、面向机器学习的神经网络(Neural Networks for Machine Learning)by Geoffrey Hinton
Geoffrey Hinton大神在Coursera上的这门课程只在2012年开过一轮,这次应该不会进行迁移了:
"Deep learning必修课"
"宗派大师+开拓者直接讲课,秒杀一切二流子"
看看上面的点评,对深度学习感兴趣的同学赶紧保存,本次分享包含两个版本,均为之前大家的分享:
链接: http://pan.baidu.com/s/1sk9cgK9 密码: ndm9
3、Daphne Koller教授的“概率图模型公开课(Probabilistic Graphical Models)”
这次应该也不会迁移了,想当年多少大神在Coursera上开课。。。本次分享为之前一个朋友的共享:
链接: http://pan.baidu.com/s/1kVpRMKn 密码: 244s
4、Michael Collins大神的“自然语言处理公开课(Natural Language Processing)”
NLP大神的课程,必须备份,来自之前一个朋友的分享:
链接: http://pan.baidu.com/s/1kV72IhT 密码: fxjw
5、斯坦福大学Dan Jurafsky和Christopher Manning两位大牛的“自然语言处理公开课(Natural Language Processing)”
这门课程的授课老师是斯坦福教授Dan Jurafsky和Christopher Manning,两位都是NLP领域的大大牛,其他不说,仅仅是他们写的书应该是很多NLPer的入门书:前者写了《自然语言处理综论》,后者写了《统计自然语言处理基础》。
我用coursera-dl下载了一份并上传到百度网盘备份,需要的同学尽快保存:
链接: http://pan.baidu.com/s/1hrGMbkg 密码: a2w5
基于课程图谱的Coursera爬虫过了一遍目前Coursera旧平台的课程数据,提取其中几个有用信息作为Coursera课程下载的速查表,大家可以基于coursera-dl和课程短连接(Session Slug)下载相关的课程,具体下载方法可参考上一篇文章:Coursera课程下载和存档计划(一)。
另外新建了一个 Github 项目:Coursera Archive,提供Markdown和Excel两个版本的list。之后计划将相关的网盘信息也汇总上去,欢迎大家一起参与下载和分享。
总计516个课程,具体信息可参考下表:
Course Name |
Course Source Url |
Session Slug |
Contraception: Choices, Culture and Consequences |
contraception-002 | |
Introduction to Computational Arts: Processing |
compartsprocessing-001 | |
Introduction to Computing 计算概论A |
pkuic-002 | |
An Introduction to Consumer Neuroscience & Neuromarketing |
neuromarketing-001 | |
Global Perspectives on Sexual and Reproductive Health and Rights (SRHR) |
globalsrhr-001 | |
Classics of Chinese Humanities: Guided Readings |
chinesehumanitieseng-001 | |
Writing II: Rhetorical Composing |
writing2-002 | |
Journalism Skills for Engaged Citizens |
citizenjournalism-001 | |
American Health Policy: The Affordable Care Act and the Future of Health Care Reform (Part II of II) |
ushealthcarereform-002 | |
Introduction to Human Behavioral Genetics |
behavioralgenetics-002 | |
An Introduction to Interactive Programming in Python |
interactivepython-005 | |
Social Entrepreneurship |
socialentrepeneur-002 | |
Tecnologías de información y comunicación en la educación |
ticyeducacion-002 | |
Exploring Quantum Physics |
eqp-004 | |
Animal Behaviour and Welfare |
animal-002 | |
Mathematical Methods for Quantitative Finance |
mathematicalmethods-005 | |
艺术史 |
arthistory-001 | |
E-learning and Digital Cultures |
edc-003 | |
Marriage and the Movies: A History |
marriageandmovies-002 | |
Understanding China, 1700-2000: A Data Analytic Approach, Part 1 |
newchinahistory1-002 | |
Global Postharvest Loss Prevention: Fundamentals, Technologies, and Actors |
postharvestloss-002 | |
Financing for Development |
fin4devmooc-002 | |
Fundamentos de la escritura en espa?ol |
escrituraesp-004 | |
Introduction to Natural Language Processing |
nlpintro-001 | |
Antimicrobial Stewardship: Optimization of Antibiotic Practices |
antimicrobial-001 | |
Economic Issues, Food & You |
ecfoodandyou-002 | |
Financing and Investing in Infrastructure |
infrafinance-001 | |
Engaging Students through Cooperative Learning |
cooperativelearning-001 | |
The Finite Element Method for Problems in Physics |
finiteelementmethods-002 | |
Mobile and Ubiquitous Computing |
uidesign2-001 | |
Tinkering Fundamentals: A Constructionist Approach to STEM Learning |
tinkering-002 | |
AIDS |
aids-001 | |
Pensamiento algorítmico |
pealgoritmico-004 | |
Calvin – Histoire et réception d’une Réforme |
calvin-002 | |
Our Earth: Its Climate, History, and Processes |
ourearth-003 | |
Asset Pricing, Part 2 |
assetpricing2-002 | |
Learning to Teach Online |
ltto-003 | |
Disaster Preparedness for the Health Care Professional |
disasterpreparedness-001 | |
Better Leader, Richer Life |
totalleadership-003 | |
Initiation à la programmation (en C++) |
initprogcpp-002 | |
Preparing for the AP* Statistics Exam |
apstat-002 | |
FLOW Education: Facilitating Learning through Outdoor Watershed Education |
watershed-003 | |
Programming for Everybody (Python) |
pythonlearn-006 | |
Fundamentos e Linguagem de Negócios: Contabilidade (The Blue Side Up) |
linguanegocios-002 | |
Discrete Optimization |
optimization-003 | |
Water Supply and Sanitation Policy in Developing Countries |
water-001 | |
Economics of Money and Banking, Part Two |
money2-004 | |
Introduction to Art: Concepts & Techniques |
art-001 | |
Computer Architecture |
comparch-003 | |
Deciphering Secrets: Unlocking the Manuscripts of Medieval Spain |
medievalspain-002 | |
媒介批评:理论与方法 Media Criticism: Theory and Method |
sjtujc331-001 | |
Statistics One |
stats1-003 | |
Asset Pricing, Part 1 |
assetpricing-003 | |
Automata |
automata-004 | |
Massively Multivariable Open Online Calculus Course |
m2o2c2-001 | |
ART of the MOOC: Merging Public Art and Experimental Education |
artofthemooc-001 | |
Equine Nutrition |
equinenutrition-003 | |
食品安全與毒理 (Food Safety & Toxicology) |
foodsafetytox-001 | |
From GPS and Google Maps to Spatial Computing |
spatialcomputing-001 | |
Personal & Family Financial Planning |
uffinancialplanning-002 | |
Practicing Tolerance in a Religious Society: The Church and the Jews in Italy |
religionandtolerance-002 | |
遗传学实验 |
geneticlab-002 | |
Bioinformatics: Life Sciences on Your Computer |
bioinform-002 | |
Caries Management by Risk Assessment (CAMBRA) |
cariesmanagement-003 | |
Financial Markets 金融市场(中文版) |
financialmarketszh-002 | |
Modern European Mysticism and Psychological Thought |
mysticthought-002 | |
Healthcare Technologies to Assess Human Behavior for Health Management |
healthimaging-001 | |
Writing in the Sciences |
sciwrite-2012-001 | |
The Power of Macroeconomics: Economic Principles in the Real World |
ucimacroeconomics-006 | |
Alcohol, Drugs, and Baby Boomers: Are you ready? |
babyboomersanddrugs-001 | |
中级有机化学 Comprehensive Organic Chemistry |
orgchem-002 | |
Introduction to Pharmacy |
intropharma-003 | |
Game Theory |
gametheory-005 | |
Основы микроэкономики (Microeconomics Principles) |
microeconomic-001 | |
Energy, the Environment, and Our Future |
energy-001 | |
Nanotechnology: The Basics |
nanotech-001 | |
Geospatial Intelligence & the Geospatial Revolution |
geoint-002 | |
Grundlagenkurs Unfallchirurgie |
traumasurgery-001 | |
Creative Programming for Digital Media & Mobile Apps |
digitalmedia-003 | |
The Law of the European Union: An Introduction |
introeulaw-002 | |
Law and the Entrepreneur |
law-002 | |
Vaccine Trials: Methods and Best Practices |
vacctrials-003 | |
Introduction à la programmation orientée objet (en Java) |
intropoojava-002 | |
Introduction to Power Electronics |
powerelectronics-002 | |
Everything is the Same: Modeling Engineered Systems |
modelsystems-002 | |
Clinical Terminology for International and U.S. Students |
clinicalterminology-006 | |
機器學習技法 (Machine Learning Techniques) |
ntumltwo-002 | |
Social Entrepreneurship |
socialimpact-002 | |
Introduction to Classical Music |
introtoclassical-001 | |
Fundamentals of Fluid-Solid Interactions |
fsi-001 | |
大数据与信息传播 Big Data and Information Dissemination |
fdubigdata-001 | |
Preparation for Introductory Biology: DNA to Organisms |
introbiology-004 | |
Engineering Self-Reflection for Human Completion |
selfreflection-001 | |
Introduction to Data Science |
datasci-002 | |
Magic in the Middle Ages |
magicmiddleages-001 | |
Digital Signal Processing |
dsp-006 | |
Макроэкономика (Macroeconomics) |
macroec-002 | |
Introduction to Clinical Neurology |
clinicalneurology-002 | |
Revolutionary Ideas: An Introduction to Legal and Political Philosophy (Alumni) |
politicalphilosophyalumni-001 | |
Theatre and Globalization |
globaltheatre-002 | |
Training and Learning Programs for Volunteer Community Health Workers |
commhealthworkers-003 | |
Linear and Integer Programming |
linearprogramming-002 | |
Poisonings in the Home and Community: Assessment and Emergency Response |
poisonings-002 | |
Organizational Analysis (Self-Paced) |
organalysis-selfstudy | |
Surveillance Law |
surveillance-002 | |
On Strategy: What Managers can learn from Philosophy – Part 2 |
businessandphilo2-001 | |
Climate Change in Four Dimensions |
4dimensions-004 | |
Human Trafficking |
humantrafficking-002 | |
Understanding Einstein: The Special Theory of Relativity |
einstein-001 | |
Logic: Language and Information 2 |
logic2-002 | |
Statistical Reasoning for Public Health 2: Regression Methods |
statreasoning2-003 | |
Major Depression in the Population: A Public Health Approach |
pmhdepression-003 | |
Resilience in Children Exposed to Trauma, Disaster and War: Global Perspectives |
resilienceinchildren-002 | |
Economics of Money and Banking, Part One |
money-004 | |
流行病学基础(上) |
bjmuepiabc-002 | |
工程圖學2D |
graph-003 | |
算法设计与分析 Design and Analysis of Algorithms |
algorithms-001 | |
唐诗宋词人文解读 Appreciation of Tang and Song Poetry |
sjtuch902-001 | |
Introduction to Light, Color, and Life |
lcl-001 | |
Why We Need Psychology |
needpsych-002 | |
The Science of Safety in Healthcare |
healthcaresafety-002 | |
Community Change in Public Health |
communitychange-004 | |
Feeding the World |
feedingtheworld-001 | |
Ethical and Social Challenges of Genomic and Precision Medicine |
ethicalsocialgenomic-002 | |
Introduction to Statistics for the Social Sciences |
statistics101-001 | |
Software Defined Networking |
sdn1-001 | |
Introductory Physics I with Laboratory |
phys1-005 | |
20世纪西方音乐 Western Music in the 20th Century |
20cnwm-001 | |
Learn to Program: The Fundamentals |
programming1-002 | |
Social Epidemiology |
socialepi-001 | |
Programming Languages |
proglang-003 | |
Roman Architecture |
romanarchitecture-003 | |
ICT in Primary Education: Transforming children’s learning across the curriculum |
ictinprimary-004 | |
Citizenship and U.S. Immigration |
immigration-002 | |
Chinese Characters for beginner 汉字 |
chinesecharacters-002 | |
Unethical Decision Making in Organizations |
unethicaldecision-002 | |
Shaping the Way We Teach English, 2: Paths to Success in ELT |
shaping2paths-004 | |
Scientific Computing |
scientificcomp-007 | |
紅樓夢(The Red Chamber Dream) |
rcd-002 | |
Photography: A Victorian Sensation |
vicphoto-001 | |
史記(一)(Shi-ji (1) ) |
shiji-003 | |
Introduction to Recommender Systems |
recsys-001 | |
刑法学总论 Criminal Law |
criminallaw-003 | |
Model Thinking 模型思维(中文版) |
modelthinkingzh-001 | |
Water: The Essential Resource |
waterandenvironment-001 | |
Теория отраслевых рынков (Industrial Organization) |
industorg-001 | |
Listening to World Music |
worldmusic-002 | |
Social Network Analysis |
sna-004 | |
Science, Technology, and Society in China II: History of S&T in Chinese Society |
stschina2-001 | |
Origens da Vida no Contexto Cósmico |
origensdavida-002 | |
Planning & Design of Sanitation Systems and Technologies |
sanitation-001 | |
General Game Playing |
ggp-004 | |
Aboriginal Worldviews and Education |
aboriginaled-001 | |
Generation Rx: The Science Behind Prescription Drug Abuse |
genrx-001 | |
Information Theory |
informationtheory-003 | |
Case-Based Introduction to Biostatistics |
casebasedbiostat-002 | |
Planet Earth…and You! |
earth-002 | |
Human-Computer Interaction Design |
hcidesign-001 | |
Health Policy and the Affordable Care Act |
healthpolicy-002 | |
离散数学概论 Discrete Mathematics Generality |
dmathgen-001 | |
Exploring Neural Data |
neuraldata-001 | |
Early Renaissance Architecture in Italy: from Alberti to Bramante |
renaissancearchitect-001 | |
Leading Strategic Innovation in Organizations |
innovation-002 | |
Diabetes: Diagnosis, Treatment, and Opportunities |
ucsfdiabetes-002 | |
The Diversity of Exoplanets |
extrasolarplanets-001 | |
Probability |
probability-002 | |
Clinical Problem Solving |
clinprobsolv-002 | |
Cities are back in town : urban sociology for a globalizing urban world |
cities-003 | |
Sprachtechnologie in den Digital Humanities |
langtechindh-001 | |
University of Illinois iMBA Program |
imba | |
Computational Neuroscience |
compneuro-003 | |
Statistics: Making Sense of Data |
introstats-003 | |
Sustainable Food Production Through Livestock Health Management |
sustainablefood-001 | |
Liderazgo en gestión educativa estratégica a través del uso de la tecnología |
lidergestionedu-001 | |
Configuring the World: A Critical Political Economy Approach |
configuringworld-004 | |
Pattern-Oriented Software Architectures for Concurrent and Networked Software |
posasoftware-001 | |
数据结构与算法 Data Structures and Algorithms |
dsalgo-001 | |
Virology I: How Viruses Work |
virology-001 | |
東亞儒學─孟子:1 (East Asian Confucianisms: Mencius 1) |
mencius1-001 | |
Mental Health: A Global Priority |
mhglobal-002 | |
Introduction to Systems Engineering |
introse-003 | |
Designing Technology for Learning |
designtech4learning-001 | |
Web Application Architectures |
webapplications-003 | |
Pathways to climate change adaptation: the case of Small Island Developing States |
sids-001 | |
Les problèmes métaphysiques à l’épreuve de la politique, 1943-1968 |
philofrancaise-002 | |
软件包在流行病学研究中的应用 Using software apps in epidemiological research |
epiapps-002 | |
The American Disease: Drugs and Drug Control in the USA |
americandisease-001 | |
Practical Ethics |
practicalethics-001 | |
Passion Driven Statistics |
pdstatistics-001 | |
Understanding and Improving the US Healthcare System |
ushealthcare-002 | |
Introduction to Quantum Optics |
qoptintro-003 | |
Democratic Development |
democraticdev-002 | |
Introduction to Psychology |
intropsych-002 | |
Understanding Terrorism and the Terrorist Threat |
understandingterror-003 | |
The Olympic Games and the Media |
olympicgames-002 | |
Introduction to Mathematical Thinking |
maththink-008 | |
Natural Language Processing |
nlangp-001 | |
Neural Networks for Machine Learning |
neuralnets-2012-001 | |
Linear Circuits |
circuits-005 | |
First-Year Composition 2.0 |
gtcomp-002 | |
America Through Foreign Eyes |
foreigneyes-001 | |
Global Health and Humanitarianism |
health-003 | |
Latin American Culture |
latinamericanculture-002 | |
Foundations of Teaching for Learning 6: Introduction to Student Assessment |
teach6-004 | |
Rédaction de contrats |
contrats-001 | |
Guinea Pigs, Heroes & Desperate Patients: The History & Ethics of Human Research |
humanresearch-001 | |
The Brain-Targeted Teaching? Model for 21st Century Schools |
braintargeted-001 | |
Comic Books and Graphic Novels |
comics-002 | |
Applied Regression Analysis |
appliedregression-002 | |
e-Learning Ecologies |
elearning-003 | |
Inquiry Science Learning: Perspectives and Practices 1 – Science Leadership |
scileadership-002 | |
History of the Slave South |
slavesouth-003 | |
Using The Next Generation Science Standards for Students’ Deeper Understanding |
sciframework-001 | |
Computational Methods for Data Analysis |
compmethods-005 | |
Introduction to Computational Arts: Visual Arts |
compartsvisual-001 | |
Canine Theriogenology for Dog Enthusiasts |
theriogenology-002 | |
中国古代文化 |
pkuacc-001 | |
Preparing for the AP* Calculus AB and BC Exams (Part 2 – Integral Calculus) |
apcalcpart2-001 | |
Computer Science 101 |
cs101-selfservice | |
Heterogeneous Parallel Programming |
hetero-005 | |
Health Leadership |
healthleadership-001 | |
Fantasy and Science Fiction: The Human Mind, Our Modern World |
fantasysf-011 | |
Growing Old Around the Globe |
oldglobe-002 | |
Global Sustainable Energy: Past, Present and Future |
globalenergy-002 | |
Computer Networks |
comnetworks-003 | |
The Camera Never Lies |
lyingcamera-003 | |
機器學習基石 (Machine Learning Foundations) |
ntumlone-003 | |
L’Art des Structures 2 : treillis, poutres, dalles et cadres |
structures2-001 | |
The Bilingual Brain |
bibrain-003 | |
Science from Superheroes to Global Warming |
scientificthinking-002 | |
Einführung in Computer Vision |
compvision-002 | |
An Introduction to Functional Analysis |
functionalanalysis-002 | |
Wind, Waves and Tides: Alternative Energy Systems |
windwavetide-001 | |
法与社会 Law and Society |
sjtula014-001 | |
粒子世界探秘 Exploring Particle World |
sjtujxdepw-001 | |
Understanding the Brain: The Neurobiology of Everyday Life |
neurobio-002 | |
Circadian clocks: how rhythms structure life |
circaclock-002 | |
论文写作与检索(Academic Writing and Research) |
legalresearch-002 | |
普通物理學 – 電磁學、光學及近代物理 |
genphysem-002 | |
Public Economics |
publiceconom-001 | |
Global Health: An Interdisciplinary Overview |
globalhealthoverview-001 | |
紅樓夢二──母神崇拜(The Red Chamber Dream 2) |
rcd2-002 | |
Vaccines |
vaccines-003 | |
Introduction to Computational Finance and Financial Econometrics |
compfinance-009 | |
Introduction to Classical Music |
introclassicalmusic-001 | |
Accountable Talk?: Conversation that Works |
accountabletalk-001 | |
Rural Health Nursing |
ruralnursing-001 | |
Analytic Combinatorics |
ac-005 | |
面向对象技术高级课程(The Advanced Object-Oriented Technology) |
aoo-002 | |
Practical tips to improve Asian American participation in cancer clinical trials |
clinicaltrials-001 | |
程序设计与算法(大学先修课) |
program-001 | |
Analyzing Global Trends for Business and Society |
globaltrends-003 | |
Graphene and 2-dimensional Materials |
graphene-002 | |
Experimental Genome Science |
genomescience-002 | |
Making Better Group Decisions: Voting, Judgement Aggregation and Fair Division |
votingfairdiv-002 | |
Curanderismo Part 2: Traditional Healing of the Spirit/Energy |
tradhealingspirit-001 | |
Introduction to Computational Arts |
cdt208-002 | |
Chemicals and Health |
chemhealth-008 | |
Introduction to the Science of Cancer |
cancer-003 | |
The Fiction of Relationship |
relationship-002 | |
The Art of Teaching History: A Global Conversation for Secondary Educators |
teachinghist-001 | |
Algorithms, Part II |
algs4partII-007 | |
Deafness in the 21st Century |
deafness-001 | |
Introduction to Databases |
db | |
Interprofessional Healthcare Informatics |
newwayhealthcare-002 | |
Ancient Egypt: A history in six objects |
ancientegypt-001 | |
MRI Fundamentals |
mrifundamentals-002 | |
Le Bien, le Juste, l’Utile. Introduction aux éthiques philosophiques |
ethique-001 | |
Shaping the Way We Teach English, 1: The Landscape of English Language Teaching |
shaping1landscape-004 | |
Math behind Moneyball |
mathletics-003 | |
Engineering Life: Synbio, Bioethics & Public Policy |
synbioethics-001 | |
Fundamentals of Human Nutrition |
humannutrition-001 | |
Inquiry Science Learning: Perspectives and Practices 3 – Science Content Survey |
scicontentsurvey-001 | |
Animal Behaviour |
animalbehav-003 | |
Scientific Humanities |
sh-001 | |
Programming Mobile Services for Android Handheld Systems: Communication |
posacommunication-006 | |
Logic: Language and Information 1 |
logic1-002 | |
Galaxies and Cosmology |
cosmo-005 | |
Fundamentals of Electrical Engineering Laboratory |
eefunlab-001 | |
University Teaching 101 |
univteaching101-002 | |
Философия культуры (Philosophy of Culture) |
philculture-001 | |
Information and Communication Technology (ICT) Accessibility |
digitalaccessibility-001 | |
Natural Language Processing |
nlp-002 | |
Bitcoin and Cryptocurrency Technologies |
bitcointech-002 | |
Introduction to Forensic Science |
ntufsc-004 | |
機率 (Probability) |
prob-001 | |
操作系统原理(Operating Systems) |
os-001 | |
Healthcare Data Visualization |
healthdatavisual-001 | |
Intermediate Algebra |
algebra-002 | |
Science, Technology, and Society in China III: The Present & Policy Implications |
stschina3-001 | |
程序设计实习 / Practice on Programming |
pkupop-002 | |
Dino 101: Dinosaur Paleobiology |
dino101-006 | |
Understanding China, 1700-2000: A Data Analytic Approach, Part 2 |
newchinahistory2-001 | |
How Green Is That Product? An Introduction to Life Cycle Environmental Assessment |
introtolca-003 | |
From the Repertoire: Western Music History through Performance |
musichistoryperforms-002 | |
Latin American Migration |
latinmigration-001 | |
Spacebooks. An Introduction To Extraterrestrial Literature |
spacebooks-001 | |
Computational Molecular Evolution |
molevol-003 | |
Information Security and Risk Management in Context |
inforiskman-007 | |
Sports and Building Aerodynamics |
spobuildaerodynamics-002 | |
Analytical Chemistry / Instrumental Analysis |
analyticalchem-003 | |
Learn to Program: Crafting Quality Code |
programming2-001 | |
Sustainable Agricultural Land Management |
sustainableag-003 | |
GPS: An Introduction to Satellite Navigation, with an interactive Worldwide Laboratory using Smartphones |
gpslab-001 | |
Core Concepts in Data Analysis |
datan-001 | |
Introduction to Household Water Treatment and Safe Storage |
hwts-002 | |
Экономика для неэкономистов (Economics for non-economists) |
ecnonec-002 | |
The Changing Global Order |
globalorder-003 | |
Coding the Matrix: Linear Algebra through Computer Science Applications |
matrix-002 | |
Emergence of Life |
emergenceoflife-002 | |
Analyzing the Universe |
analyze-003 | |
数学之旅 The Journey of Mathematics |
sjtuma153-001 | |
VLSI CAD: Logic to Layout |
vlsicad-005 | |
Assessment and Teaching of 21st Century Skills |
atc21s-002 | |
Genomic and Precision Medicine |
genomicmedicine-002 | |
Social Psychology |
socialpsychology-002 | |
中國古代歷史與人物--秦始皇 |
chinesehistory-003 | |
Linear and Discrete Optimization |
linearopt-002 | |
Interactive Computer Graphics with WebGL |
webgl-001 | |
Big Data Science with the BD2K-LINCS Data Coordination and Integration Center |
bd2klincs-001 | |
Probabilistic Graphical Models |
pgm-003 | |
Enhance Your Career and Employability Skills |
career-002 | |
Introduction to Acoustics (Part 1) |
acoustics1-002 | |
Initiation à la théorie des distributions |
distributions-002 | |
The Social Context of Mental Health and Illness |
mentalhealth-002 | |
Women and the Civil Rights Movement |
womencivilrights-001 | |
The Caltech-JPL Summer School on Big Data Analytics |
bigdataschool-001 | |
Fundamentals of Pharmacology |
pharm101-002 | |
Geodesign: Change Your World |
geodesign-002 | |
Preparing for the AP* Calculus AB and BC Exams (Part 1 – Differential Calculus) |
apcalcpart1-001 | |
Applied Logistic Regression |
logisticregression-002 | |
Initiation à la programmation (en Java) |
initprogjava-002 | |
The Clinical Psychology of Children and Young People |
clinicalpsych-002 | |
Sleep: Neurobiology, Medicine, and Society |
sleep-005 | |
Nutrition and Physical Activity for Health |
nutritionforhealth-002 | |
Sustainability in Practice |
sustaininprac-002 | |
Understanding Video Games |
uvg-002 | |
Introduction to Computational Arts: Audio |
compartsaudio-001 | |
Physics 1 for Physical Science Majors |
physics1-002 | |
Discrete Inference and Learning in Artificial Vision |
artificialvision-001 | |
Введение в российское налоговое право (Introduction to the Russian Tax Law) |
taxlaw-001 | |
Innovación educativa con recursos abiertos |
innovacionrea-002 | |
The Art and Archaeology of Ancient Nubia |
ancientnubia-001 | |
Web Intelligence and Big Data |
bigdata-004 | |
Curanderismo Part 1: Traditional Healing of the Body |
tradhealingbody-001 | |
Powerful Tools for Teaching and Learning: Digital Storytelling |
digitalstorytelling-004 | |
Networks: Friends, Money, and Bytes |
friendsmoneybytes-005 | |
L’art des structures 1 : Cables et arcs |
structures-004 | |
Living with Dementia: Impact on Individuals, Caregivers, Communities and Societies |
dementiacare-002 | |
Common Core in Action: Math Classroom Challenges- Using Formative Assessment to Guide Instruction |
ccss-math1-004 | |
電磁學(Electromagnetics) |
ntuem-001 | |
Inquiry Science Learning: Perspectives & Practices 4 – Student-Centered Inquiry |
scistudentinquiry-001 | |
Введение в биоинформатику (Introduction to Bioinformatics) |
bioinfo-002 | |
Building an Information Risk Management Toolkit |
inforisk-006 | |
Australian literature: a rough guide |
auslitroughguide-001 | |
关爱生命–实用急救与自救技能 |
sjtufirstaid-001 | |
Teaching and Assessing Clinical Skills |
clinicalskills-004 | |
Nudge-it: Understanding obesity |
nudgeit-001 | |
Launching New Ventures |
venture-002 | |
Neuroethics |
neuroethics-002 | |
Understanding Research: An Overview for Health Professionals |
researchforhealth-002 | |
Curanderismo Part 3: Traditional Healing with Cultural Traditions |
tradhealingculture-001 | |
Nutrition for Health Promotion and Disease Prevention |
nutrition-003 | |
Audio Signal Processing for Music Applications |
audio-002 | |
Statistical Reasoning for Public Health 1: Estimation, Inference, & Interpretation |
statreasoning-004 | |
Introduction to Tissue Engineering |
tissue101-001 | |
AstroTech: The Science and Technology behind Astronomical Discovery |
astrotech-003 | |
История экономической мысли (History of Economic Thought) |
historyofec-001 | |
Live!: A History of Art for Artists, Animators and Gamers |
livearthistory-001 | |
Compilers |
compilers-004 | |
Preparing for the AP* Calculus AB and BC Exams |
apcalc-002 | |
Preparation for General Chemistry |
chemprep-001 | |
Managerial Accounting: Cost Behaviors, Systems, and Analysis |
acctcostanalysis-003 | |
Financial Planning for Young Adults |
personalfinance-001 | |
医学图像处理技术 Medical Image Analysis |
sjtumia-001 | |
Modeling Discrete Optimization |
modelingoptimization-001 | |
Programming Mobile Applications for Android Handheld Systems: Part 1 |
androidpart1-014 | |
Game Theory II: Advanced Applications |
gametheory2-003 | |
Foundations of Teaching for Learning 7: Being a Professional |
teach7-004 | |
Big Data Analytics for Healthcare |
bigdataanalytics-001 | |
Networked Life |
networks-003 | |
東坡詞 (Ci Poetry of Su Dong Po) |
dpc-001 | |
Inquiry Science Learning: Perspectives and Practices 2 – Techniques for Success |
inquirytechniques-001 | |
Introduction to User Interface Design (Part 1) |
uidesign1-001 | |
Wheels of Metals: Urban Mining for a Circular Economy |
metals-001 | |
Student Thinking at the Core |
corethink-003 | |
Technology and Ethics |
techethics-001 | |
An Introduction to the U.S. Food System: Perspectives from Public Health |
foodsys-004 | |
Global Affairs Final Project |
globalaffairsfinal-002 | |
Understanding Russians: Contexts of Intercultural Communication |
russians-002 | |
Conception et mise en ?uvre d’algorithmes. |
algoprog-002 | |
Институциональная экономика (Institutional economics) |
instec-001 | |
Understanding the UK’s 2015 General Election |
ge2015-001 | |
American Health Policy: The Structure of the American Health Care System (Part I of II) |
americanhealthsystem-001 | |
Volcanic Eruptions: a material science. |
volcano-002 | |
人工智慧(Artificial Intelligence) |
ai-001 | |
Programming Cloud Services for Android Handheld Systems: Security |
mobilecloudsecurity-006 | |
Brand Management: Aligning Business, Brand and Behaviour |
brand-001 | |
Latino Popular Culture for the Clueless |
latinopop-001 | |
Computational Photography |
compphoto-001 | |
Conditions of War and Peace |
warandpeace-002 | |
The Language of Hollywood: Storytelling, Sound, and Color |
hollywood-003 | |
Philosophy and the Sciences |
philsci-002 | |
Analysis of Algorithms |
aofa-006 | |
Globalization and You |
globalization-002 | |
Engaging Citizens: A Game Changer for Development? |
engagecitizen-002 | |
The Beauty of Kunqu Opera | 崑曲之美 |
kunqu-001 | |
Physique des cellules solaires au silicium |
enrpv-002 | |
Confronting Gender Based Violence: Global Lessons with Case Studies from India |
gbv-002 | |
Ocean Solutions |
oceansolutions-001 | |
Informatik für ?konomen |
inf4oec-003 | |
Mining Massive Datasets |
mmds-003 | |
Android Capstone Project |
androidcapstone-001 | |
TechniCity |
techcity-004 | |
Algorithms, Part I |
algs4partI-012 | |
Foundations of E-Commerce |
ntuecom-001 | |
Humanitarian communication : Addressing key challenges |
hacommunication2015-001 | |
Exercise Physiology: Understanding the Athlete Within |
exphys-003 | |
Critical Thinking in Global Challenges |
criticalthinking-005 | |
Machine Learning |
machlearning-001 | |
悖论:思维的魔方 |
paradox-001 | |
操作系统与虚拟化安全 |
osvirtsecurity-002 | |
家庭社会学导论 |
pkufamilysociology-001 | |
Maps and the Geospatial Revolution |
maps-003 | |
Introduction to Sociology |
soc101-002 | |
Public-Private Partnerships (PPP): How can PPPs help deliver better services? |
effectiveppp-001 | |
High Performance Scientific Computing |
scicomp-003 | |
Comprendre les Microcontr?leurs |
microcontroleurs-006 | |
Drug Discovery, Development & Commercialization |
drugdiscovery-002 | |
Nutrition, Health, and Lifestyle: Issues and Insights |
lifenutr-003 | |
Global Environmental Management |
globalenvmanangement-001 | |
Programmed cell death |
pcd-002 | |
Archaeology’s Dirty Little Secrets |
secrets-002 | |
Линейная алгебра (Linear Algebra) |
linalg-001 | |
Continuidad y desarrollo de la empresa familiar |
empresafamiliar-003 | |
História da Contabilidade |
histcontabilidade-002 | |
Sustainability of Food Systems: A Global Life Cycle Perspective |
globalfoodsystems-001 | |
Water in the Western United States |
waterwestus-001 | |
Moralities of Everyday Life |
moralities-002 | |
Fog Networks and the Internet of Things |
fog-001 | |
Programming Mobile Services for Android Handheld Systems: Concurrency |
posaconcurrency-006 | |
Principles of Economics for Scientists |
econ1scientists-2012-001 | |
Collaboration and Communication in Healthcare: Interprofessional Practice |
interprofessional-002 | |
Science, Technology, and Society in China I: Basic Concepts |
stschina1-002 | |
Fundamentals of Music Theory |
musictheory-002 | |
Economics of Transition and Emerging Markets |
etem-001 | |
Startup Engineering |
startup-002 | |
The Global Student’s Introduction to U.S. Law |
globalintrouslaw-002 | |
Effective Classroom Interactions: Supporting Young Children’s Development |
earlychildhood-001 | |
Teaching goes massive: new skills required |
massiveteaching-002 | |
Take the Lead on Healthcare Quality Improvement |
hcqualityimprovement-002 | |
Common Core in Action II: Exploring Literacy Design Collaborative Tools |
cc2lit-001 | |
“Pay Attention!!” ADHD Through the Lifespan |
adhd-001 | |
How to Succeed in College |
succeedincollege-003 | |
Learning for Sustainability: Developing a personal ethic |
sustainability-001 | |
Introduction to Mathematical Philosophy |
mathphil-003 | |
Children Acquiring Literacy Naturally |
childliteracy-001 | |
Cardiac Arrest, Hypothermia, and Resuscitation Science |
rosc-001 | |
Powerful Tools for Teaching and Learning: Web 2.0 Tools |
newtechtools-003 | |
Rationing and Allocating Scarce Medical Resources |
rationing-001 | |
The Role of the Renminbi in the International Monetary System |
renminbi-001 | |
Principles of Public Health |
publichealth-002 | |
Representing the Professional Athlete |
sportsagents-002 | |
Computer Security |
security | |
Основы корпоративных финансов (Fundamentals of Corporate Finance) |
corpfin-001 | |
Pre-Calculus |
precalculus-004 | |
Design: Creation of Artifacts in Society |
design-006 | |
计算机辅助翻译原理与实践 Principles and Practice of Computer-Aided Translation |
catmooc-003 | |
Risk and Opportunity: Managing Risk for Development |
managerisk-002 | |
Surviving Disruptive Technologies |
sdt-003 | |
Understanding Media by Understanding Google |
googlemedia-003 | |
Structure Standing Still: The Statics of Everyday Objects |
staticsofobjects-002 | |
Digital Analytics for Marketing Professionals: Marketing Analytics in Practice |
dmanalyticspractice-001 | |
Durabilité : état des lieux planétaire, scénarios envisageables |
durabilite-001 | |
Artificial Intelligence Planning |
aiplan-003 | |
Global Tuberculosis (TB) Clinical Management and Research |
tbmanagement-001 | |
Metaliteracy: Empowering Yourself in a Connected World |
metaliteracy-001 | |
International Organizations Management |
interorg-003 | |
Abortion: Quality Care and Public Health Implications |
abortion-001 | |
Mobile Healthcare technologies for patients and providers |
introbiomedhlthinfo-001 | |
Principles of Reactive Programming |
reactive-002 | |
Managing the Company of the Future |
futuremanagement-002 | |
El ABC del emprendimiento esbelto |
abcemprendimiento-003 | |
Globalization of Business Enterprise |
globe-002 | |
Freedom and protest: Magna Carta and its legacies |
magnacarta-002 | |
活用希臘哲學 (Understanding the Greek Philosophy) |
ntuugp-003 | |
Practical Learning Analytics |
pla-001 | |
Programming Mobile Applications for Android Handheld Systems: Part 2 |
androidpart2-013 | |
How to Change the World |
changetheworld-003 | |
Foundations of Teaching for Learning 8: Developing Relationships |
teach8-004 | |
Creative, Serious and Playful Science of Android Apps |
androidapps101-002 | |
Introduction to Logic |
intrologic-009 | |
A Look at Nuclear Science and Technology |
nuclearscience-002 | |
Introduction to Digital Sound Design |
digitalsounddesign-002 | |
Droit international et droit comparé: regards croisés |
droit-001 | |
Evaluation financière de l’entreprise |
evaluation-003 | |
How Viruses Cause Disease |
virology2-001 | |
Myths and Realities of Personalised Medicine: The Genetic Revolution |
personalisedmed-001 | |
中國人文經典導讀 | Classics of Chinese Humanities: Guided Readings |
chinesehumanities-001 | |
Introduction to Psychology as a Science |
psy-003 | |
The Hardware/Software Interface |
hwswinterface-002 | |
Crafting an Effective Writer: Tools of the Trade (Fundamental English Writing) |
basicwriting-009 | |
Preventing Chronic Pain: A Human Systems Approach |
chronicpain-003 | |
Warhol |
warhol-002 | |
The Global Business of Sports |
globalsportsbusiness-002 | |
Drugs and the Brain |
drugsandbrain-003 | |
Managing Responsibly: Practicing Sustainability, Responsibility and Ethics |
responsiblemgmnt-002 | |
Presumed Innocent? The Social Science of Wrongful Conviction |
wrongfulconviction-002 | |
Common Core in Action: Literacy in the Content Areas- Exploring Literacy Design Collaborative Template Tasks |
ccss-literacy1-004 | |
What a Plant Knows (and other things you didn’t know about plants) |
plantknows-003 | |
Malicious Software and its Underground Economy: Two Sides to Every Story |
malsoftware-003 | |
Applying Principles of Behavior in the K-12 Classroom |
behaviorprinciples-002 | |
Designing and Executing Information Security Strategies |
infosec-005 | |
The Meat We Eat |
meatweeat-002 | |
Introduction to Acoustics (Part 2) |
acoustics2-002 | |
Sagas and Space – Thinking Space in Viking Age and Medieval Scandinavia |
sagaspace-001 |
注:原创文章,转载请注明出处“课程图谱博客”:http://blog.coursegraph.com
周末对之前保存和下载的Coursera课程做了一下整理和归类,先送出机器学习、自然语言处理、推荐系统和数据挖掘相关的12门课程资源。这些公开课资源很多来自于之前课程图谱群内朋友的或者微博上的朋友的分享,这里做了一些补充,主要针对Coursera旧课程平台的课程进行备份和分享,对于一些已经迁移至新课程平台的课程,希望大家直接去Coursra新课程平台上去上课,这样会有更好的学习体验。最后特别说明的是,课程网盘资源仅供个人备份学习使用。
以下是按几个类别整理的相关课程资源,相关信息我们也会同步到“Coursera Archive”项目上去:
机器学习相关课程:
1、斯坦福大学 Andrew Ng 机器学习 (Machine Learning)
该课程已经在Coursera新的课程平台上发布(https://www.coursera.org/learn/machine-learning),在线的课程资源依然会得到保留,优先推荐在线学习,可以做练习,可以提交作业,这里分享的百度网盘资源包含两个版本,来自于之前大家的分享:
链接: http://pan.baidu.com/s/1pLCe31p 密码: tjfg
2、华盛顿大学 Pedro Domingos 机器学习 (Machine Learning)
该课程一直没有开课,但是可以preview,视频量很足,类容丰富,用Coursera Downloader下载后大约5G,是目前所有课程下载中占用空间最大的。
链接: http://pan.baidu.com/s/1gfx1GaB 密码: 6gee
3、台湾大学 林軒田 机器学习基石 (Machine Learning Foundations)
该课程在课程图谱上的评价很高,10条评价全是五星,而且评论都很精彩。据说林老师现在创业去了,这门课说不定也会成为绝版,赶紧收藏吧,有三个版本,来自于之前大家的分享或者网上的公开资源。
链接: http://pan.baidu.com/s/1hsmAsNq 密码: kxfj
4、台湾大学 林軒田 机器学习技法(Machine Learning Techniques)
机器学习基石 (Machine Learning Foundations)课程姊妹篇,或者下部,难度依然很高,所以货真价实,值得收藏。
链接: http://pan.baidu.com/s/1bpHSAPD 密码: abye
5、多伦多大学 Geoffrey Hinton 面向机器学习的神经网络(Neural Networks for Machine Learning)
Geoffrey Hinton大神在Coursera上的这门课程只在2012年开过一轮,这次应该不会进行迁移了:
"Deep learning必修课"
"宗派大师+开拓者直接讲课,秒杀一切二流子"
看看上面的点评,对深度学习感兴趣的同学赶紧保存,本次分享包含两个版本,均为之前大家的分享:
链接: http://pan.baidu.com/s/1dFHO7mh 密码: a427
6、斯坦福大学 Daphne Koller 概率图模型公开课(Probabilistic Graphical Models)
这次应该也不会迁移了,想当年多少大神在Coursera上开课。。。本次分享有两个版本,来自于之前大家的分享和网络上的可查资源:
链接: http://pan.baidu.com/s/1sl7qGUh 密码: 88tj
自然语言处理相关课程
7、哥伦比亚大学 Michael Collins 自然语言处理公开课(Natural Language Processing)
NLP大神的课程,必须备份,来自之前一个朋友的分享:
链接: http://pan.baidu.com/s/1hsbKYK8 密码: ines
8、斯坦福大学 Dan Jurafsky和Christopher Manning 自然语言处理(Natural Language Processing)
这门课程的授课老师是斯坦福教授Dan Jurafsky和Christopher Manning,两位都是NLP领域的大大牛,其他不说,仅仅是他们写的书应该是很多NLPer的入门书:前者写了《Speech and Language Processing》,中文译名《自然语言处理综论》,后者写了《Foundations of Statistical Natural Language Processing》,中文译名《统计自然语言处理基础》,这两本几乎是NLPer的入门必读书籍。
用coursera-dl下载了一份并上传到百度网盘备份,需要的同学尽快保存:
链接: http://pan.baidu.com/s/1jHKfXQm 密码: s6hx
9、密歇根大学 Dragomir R. Radev Introduction to Natural Language Processing(自然语言处理导论)
这门课程了解不是太多,下载了一份作为备份:
链接: http://pan.baidu.com/s/1nu5MFVj 密码: 3t3h
10、伊利诺伊大学厄巴纳香槟分校 翟成祥(ChengXiang Zhai) Text Mining and Analytics(文本挖掘与分析)
这门课程已经切换到Coursera新课程平台:https://www.coursera.org/learn/text-mining ,最新一轮课程将于2016年7月11号开课,推荐感兴趣的同学直接在线学习,体验MOOC平台的诸多好处。
推荐系统相关课程:
11、明尼苏达大学 Joseph Konstan 和 Michael D Ekstrand Introduction to Recommender Systems(推荐系统导论)
这门课程已经切换到Coursera新课程平台:https://www.coursera.org/learn/recommender-systems ,最新一轮课程刚刚于2016年6月13号开课,推荐感兴趣的同学直接加入学习。以下提供一个网盘资源,是一个全部课程的打包压缩文件:
链接: http://pan.baidu.com/s/1pLy7uvL 密码: ui1u
数据挖掘相关课程
12、斯坦福大学 Jeff Ullman & Anand Rajaraman & Jure Leskovec Mining Massive Datasets
这门课程的授课老师之一是巨牛Jeff Ullman,他是计算机领域鼎鼎大名的“龙书”《编译原理》及数据库领域权威指南《数据库系统实现》这两本书的作者之一,谷歌创始人Sergey Brin亦是他的学生之一。该课程对应一个官方主页:http://www.mmds.org/,提供课程和书籍的相关资源,全部开放。所对应的同名书籍中文译名为《大数据 互联网大规模数据挖掘与分布式处理》,由王斌老师翻译,已出第二版。网吧资源来自于大家的分享,包括两个版本和一个英文版电子书籍:
链接: http://pan.baidu.com/s/1c81pRC 密码: e25n
周末对之前保存和下载的Coursera课程做了一下整理和归类,先送出机器学习、自然语言处理、推荐系统和数据挖掘相关的12门课程资源。这些公开课资源很多来自于之前课程图谱群内朋友的或者微博上的朋友的分享,这里做了一些补充,主要针对Coursera旧课程平台的课程进行备份和分享,对于一些已经迁移至新课程平台的课程,希望大家直接去Coursra新课程平台上去上课,这样会有更好的学习体验。最后特别说明的是,课程网盘资源仅供个人备份学习使用。
机器学习相关课程:
1、斯坦福大学 Andrew Ng 机器学习 (Machine Learning)
该课程已经在Coursera新的课程平台上发布(https://www.coursera.org/learn/machine-learning),在线的课程资源依然会得到保留,优先推荐在线学习,可以做练习,可以提交作业,这里分享的百度网盘资源包含两个版本,来自于之前大家的分享:
链接: http://pan.baidu.com/s/1pLCe31p 密码: tjfg
2、华盛顿大学 Pedro Domingos 机器学习 (Machine Learning)
该课程一直没有开课,但是可以preview,视频量很足,类容丰富,用Coursera Downloader下载后大约5G,是目前所有课程下载中占用空间最大的。
链接: http://pan.baidu.com/s/1gfx1GaB 密码: 6gee
3、台湾大学 林軒田 机器学习基石 (Machine Learning Foundations)
该课程在课程图谱上的评价很高,10条评价全是五星,而且评论都很精彩。据说林老师现在创业去了,这门课说不定也会成为绝版,赶紧收藏吧,有三个版本,来自于之前大家的分享或者网上的公开资源。
链接: http://pan.baidu.com/s/1hsmAsNq 密码: kxfj
4、台湾大学 林軒田 机器学习技法(Machine Learning Techniques)
机器学习基石 (Machine Learning Foundations)课程姊妹篇,或者下部,难度依然很高,所以货真价实,值得收藏。
链接: http://pan.baidu.com/s/1bpHSAPD 密码: abye
5、多伦多大学 Geoffrey Hinton 面向机器学习的神经网络(Neural Networks for Machine Learning)
Geoffrey Hinton大神在Coursera上的这门课程只在2012年开过一轮,这次应该不会进行迁移了:
"Deep learning必修课"
"宗派大师+开拓者直接讲课,秒杀一切二流子"
看看上面的点评,对深度学习感兴趣的同学赶紧保存,本次分享包含两个版本,均为之前大家的分享:
链接: http://pan.baidu.com/s/1dFHO7mh 密码: a427
6、斯坦福大学 Daphne Koller 概率图模型公开课(Probabilistic Graphical Models)
这次应该也不会迁移了,想当年多少大神在Coursera上开课。。。本次分享有两个版本,来自于之前大家的分享和网络上的可查资源:
链接: http://pan.baidu.com/s/1sl7qGUh 密码: 88tj
自然语言处理相关课程
7、哥伦比亚大学 Michael Collins 自然语言处理公开课(Natural Language Processing)
NLP大神的课程,必须备份,来自之前一个朋友的分享:
链接: http://pan.baidu.com/s/1hsbKYK8 密码: ines
8、斯坦福大学 Dan Jurafsky和Christopher Manning 自然语言处理(Natural Language Processing)
这门课程的授课老师是斯坦福教授Dan Jurafsky和Christopher Manning,两位都是NLP领域的大大牛,其他不说,仅仅是他们写的书应该是很多NLPer的入门书:前者写了《Speech and Language Processing》,中文译名《自然语言处理综论》,后者写了《Foundations of Statistical Natural Language Processing》,中文译名《统计自然语言处理基础》,这两本几乎是NLPer的入门必读书籍。
用coursera-dl下载了一份并上传到百度网盘备份,需要的同学尽快保存:
链接: http://pan.baidu.com/s/1jHKfXQm 密码: s6hx
9、密歇根大学 Dragomir R. Radev Introduction to Natural Language Processing(自然语言处理导论)
这门课程了解不是太多,下载了一份作为备份:
链接: http://pan.baidu.com/s/1nu5MFVj 密码: 3t3h
10、伊利诺伊大学厄巴纳香槟分校 翟成祥(ChengXiang Zhai) Text Mining and Analytics(文本挖掘与分析)
这门课程已经切换到Coursera新课程平台:https://www.coursera.org/learn/text-mining ,最新一轮课程将于2016年7月11号开课,推荐感兴趣的同学直接在线学习,体验MOOC平台的诸多好处。
推荐系统相关课程:
11、明尼苏达大学 Joseph Konstan 和 Michael D Ekstrand Introduction to Recommender Systems(推荐系统导论)
这门课程已经切换到Coursera新课程平台:https://www.coursera.org/learn/recommender-systems ,最新一轮课程刚刚于2016年6月13号开课,推荐感兴趣的同学直接加入学习。以下提供一个网盘资源,是一个全部课程的打包压缩文件:
链接: http://pan.baidu.com/s/1pLy7uvL 密码: ui1u
数据挖掘相关课程
12、斯坦福大学 Jeff Ullman & Anand Rajaraman & Jure Leskovec Mining Massive Datasets
这门课程的授课老师之一是巨牛Jeff Ullman,他是计算机领域鼎鼎大名的“龙书”《编译原理》及数据库领域权威指南《数据库系统实现》这两本书的作者之一,谷歌创始人Sergey Brin亦是他的学生之一。该课程对应一个官方主页:http://www.mmds.org/,提供课程和书籍的相关资源,全部开放。所对应的同名书籍中文译名为《大数据 互联网大规模数据挖掘与分布式处理》,由王斌老师翻译,已出第二版。网吧资源来自于大家的分享,包括两个版本和一个英文版电子书籍:
链接: http://pan.baidu.com/s/1c81pRC 密码: e25n
本期整理了CS领域的基础课程,包括算法,数据结构,操作系统,计算机体系结构,计算机网络,编译原理,自动机,数据库等相关的14门课程资源。这些公开课资源一些来自于之前课程图谱群内朋友的或者微博上的朋友的分享,另外一些这里做了下载补充,主要针对Coursera旧课程平台的课程进行备份和分享,对于一些已经迁移至新课程平台的课程,希望大家直接去Coursera新课程平台上去上课,这样会有更好的学习体验。最后特别说明的是,课程网盘资源仅供个人备份学习使用。
算法&数据结构相关课程:
15、斯坦福大学 Tim Roughgarden Algorithms: Design and Analysis, Part 1(算法设计与分析上)
该课程在课程图谱上的5个评价都很高,不过对应的的Coursera旧平台主页已经消失,新平台课程主页已经启动,貌似是7月11号开课,感兴趣的同学可以关注:
https://www.coursera.org/learn/algorithm-design-analysis
提供一个之前大家的分享版本:
链接: http://pan.baidu.com/s/1qY8ELmG 密码: ntyb
16、斯坦福大学 Tim Roughgarden Algorithms: Design and Analysis, Part 2(算法设计与分析下)
与上部课程是姊妹篇,课程图谱上的评价依然很高,据说难度更大。同样Coursera主页已经消失,新课程平台已经启动:
https://www.coursera.org/learn/algorithm-design-analysis-2
提供一个之前保存的分享:
链接: http://pan.baidu.com/s/1nvtlPk1 密码: 5m4a
17、普林斯顿大学 Robert Sedgewick & Kevin Wayne Algorithms, Part I(算法上)
该课程在课程图谱上的关注度和评价极高,授课老师之一是Robert Sedgewick, 斯坦福大学博士,导师为Donald E. Knuth(高德纳),从1985年开始一直担任普林斯顿大学计算机科学系教授,曾任该系主任,他的同名书籍与高德纳TAOCP一脉相承,广受欢迎。
提供的网盘链接包含两个版本,均为之前大家的分享:
链接: http://pan.baidu.com/s/1gfHeDoB 密码: tvwj
18、普林斯顿大学 Robert Sedgewick & Kevin Wayne Algorithms, Part II(算法下)
与上面的课程是姊妹篇,评价依然很高,难度更上一层。提供的网盘链接包含两个版本,均为之前大家的分享:
链接: http://pan.baidu.com/s/1nuV5qMt 密码: b73q
19、普林斯顿大学 Robert Sedgewick Analysis of Algorithms(算法分析)
依然Sedgewick大神的算法课程,偏算法分析层面,这里下载了一份作为备份:
链接: http://pan.baidu.com/s/1slKieDJ 密码: 2pg4
20、普林斯顿大学 Robert Sedgewick Analytic Combinatorics(组合分析)
依然Sedgewick大神的算法课程,偏算法分析的数学层面,这里下载了一份作为备份:
链接: http://pan.baidu.com/s/1ge4Dj8J 密码: qnw5
21、北京大学 Wanling Qu 算法设计与分析 Design and Analysis of Algorithms
北大的算法和课程,中文授课,下载了一份作为备份:
链接: http://pan.baidu.com/s/1qXRv16G 密码: bvcn
计算机系统相关课程
22、华盛顿大学 Luis Ceze & Gaetano Borriello The Hardware/Software Interface
程序员名著CSAPP(深入理解计算机系统)的配套課程,课程图谱上的评价很高,提供的网盘资源包括之前大家分享的3个版本:
链接: http://pan.baidu.com/s/1jIyHFvg 密码: ptjw
23、普林斯顿大学 David Wentzlaff Computer Architecture(计算机体系结构)
这里下载了最近一轮课程资源作为备份:
链接: http://pan.baidu.com/s/1i5xxO1J 密码: kdx5
24、北京大学 Chen Xiangqun 操作系统原理(Operating Systems)
北大的课程,汉语授课,下载了一份课程资源作为备份:
链接: http://pan.baidu.com/s/1jINKm5w 密码: jiqj
计算机网络相关公开课
25、华盛顿大学 David Wetherall & Arvind Krishnamurthy & John Zahorjan Computer Networks(计算机网络)
课程图谱上公开课大神 @wzyer 的部分点评:
这门课是现今所有mooc平台上最全面的一门介绍计算机网络的课程。课程以网络的OSI七层模型为主线,全面覆盖了支撑现有互联网的各种基础架构和协议。其中又有重点地讲解了 TCP/IP,HTTP,802.11等常用基础协议,目的是使所有上完课的同学,都能够对于数字信号如何在网络上传播有一个清晰的认识。就我自己上完课的感受来说,这门课完全能够完成这个任务。
这里下载了一个课程资源作为备份:
链接: http://pan.baidu.com/s/1qY07unq 密码: wgtk
编译原理相关课程
26、斯坦福大学 Alex Aiken Compilers(编译原理)
课程图谱上一个朋友的点评:
Aiken教授讲东西很清楚。每周的quiz基本上是不限制attempt次数,自己理解会做了就能拿满分。编程作业是比较传统的四个stage,lexing/parsing/type-checking/codegen。后面两个作业比较花时间,但是不难。编译器最有趣的优化部分也没有要求,实现个one register stack machine就可以通过最后一个作业了。他提供的codebase比较古老,给的是non-modern C++/Java。我因为想熟悉一下Java 8就执意用上了各种新功能(所以花了不少时间查文档,不做死就不会死啊)
这里下载了最近一轮课程资源作为备份:
链接: http://pan.baidu.com/s/1kUXBsjl 密码: prs4
27、斯坦福大学 Jeff Ullman Automata(自动机)
依然是大神 Jeff Ullman 的课程,CSDN上有篇博文"一些牛人榜样,多看看他们写的东西",其中是这样介绍的计算机大师Jeffrey D. Ullman的:
数据库理论、自动机理论、编译原理大师。他的《Automata Theory, Languages, and Computation》让我真正的进入了计算机基础理论的世界。《Compilers: Principles, Techniques, and Tools 》让编译器不再神奇,让我也能写出自己的编译器。《A First Course in Database Systems》让我对数据库的了解从应用进入了理论的深度,可以说Ullman是我在计算机理论方面的启蒙老师,他的书教给了我计算机世界最奇妙最基础最有趣的东西。
这里下载了一个最近一轮课程资源作为备份:
链接: http://pan.baidu.com/s/1minivtm 密码: p154
28. 斯坦福大学 Jennifer Widom Introduction to Databases(数据库导论)
Coursera上最早的一批的课程,后转为"Self Study"模式,提供一份课程资源作为备份:
链接: http://pan.baidu.com/s/1slcOHNR 密码: 7d9c
29. 计算机科学入门课程: Computer Science 101
链接: http://pan.baidu.com/s/1dEXhOU9 密码: 6efk
30. 社交网络分析: Social Network Analysis
链接: http://pan.baidu.com/s/1kVheUMV 密码: pr7d
31. 台大概率课程:機率
链接: http://pan.baidu.com/s/1mis8w8C 密码: gqun
32. 科学计算:Scientific Computing
链接: http://pan.baidu.com/s/1mhN0sJI 密码: iiyn
33. 高性能科学计算:High Performance Scientific Computing
链接: http://pan.baidu.com/s/1kUP4jUB 密码: n8b5
34. Python入门课程:Learn to Program: The Fundamentals
链接: http://pan.baidu.com/s/1eSlZbR8 密码: fwr6
35. 函数式编程:Programming Languages
这门课程直接分享有问题,压缩了一下分享出来:
链接: http://pan.baidu.com/s/1c1AjzNE 密码: 8hb2
36. 线性代数应用课程:Coding the Matrix: Linear Algebra through Computer Science Applications
链接: http://pan.baidu.com/s/1cHVpsa 密码: qb4v
37. 异构并行编程 Heterogeneous Parallel Programming
关键词:GPU,CUDA
链接: http://pan.baidu.com/s/1pLznR2j 密码: taxa
38. 博弈论:Game Theory
链接: http://pan.baidu.com/s/1bFDh9s 密码: etxp
39. 大数据暑期学校:The Caltech-JPL Summer School on Big Data Analytics
链接: http://pan.baidu.com/s/1gfHffn9 密码: wfc3
40. 大数据课程:Web Intelligence and Big Data
链接: http://pan.baidu.com/s/1skWd9Nn 密码: dikb
41. Audio Signal Processing for Music Applications
链接: http://pan.baidu.com/s/1i5vwuQp 密码: 7di2
42. 图像和视频处理: Image and video processing: From Mars to Hollywood with a stop at the hospital
链接: http://pan.baidu.com/s/1i5NMCvj 密码: jq55
43. 离散优化: Discrete Optimization
链接: http://pan.baidu.com/s/1i49ZlgL 密码: cy2u
44. 线性优化和离散优化:Linear and Discrete Optimization
链接: http://pan.baidu.com/s/1gf7BFEz 密码: q5q6
45. 计算机视觉基础:Computer Vision: The Fundamentals
链接: http://pan.baidu.com/s/1qYgUX1i 密码: a2gm
46. 计量金融中的数学方法:Mathematical Methods for Quantitative Finance
链接: http://pan.baidu.com/s/1pKYP1H5 密码: eu5z
47. 模型思维:Model Thinking 模型思维
链接: http://pan.baidu.com/s/1nvvomQt 密码: x8g9
48. 统计学 & R语言:Statistics: Making Sense of Data
链接: http://pan.baidu.com/s/1c0utwM 密码: bs3b
49. 数字信号处理:Digital Signal Processing
链接: http://pan.baidu.com/s/1slgmZjJ 密码: wc9u
50. 逻辑导引:Introduction to Logic
链接: http://pan.baidu.com/s/1jIffsKQ 密码: fdm2
51. 软件定义网络:Software Defined Networking
链接: http://pan.baidu.com/s/1qXE4DIk 密码: bw62
52. Principles of Reactive Programming
链接: http://pan.baidu.com/s/1skSFMOl 密码: ht3j
53. 创业工程:Startup Engineering
链接: http://pan.baidu.com/s/1c2AzEuc 密码: j8jw
54. 台湾大学:中國古代歷史與人物--秦始皇
链接: http://pan.baidu.com/s/1boD9nWV 密码: fb99
55. 人类简史:A Brief History of Humankind
链接: http://pan.baidu.com/s/1mibD2vY 密码: pbx6
最后再推荐一个神器:coursera-dl-all
Extend the Coursera Downloader by downloading quizzes and assignments (and hopefully forum posts soon!). Uses coursera-dl in the process.
作为Coursera Downloader的扩展,可以下载问题和作业,今晚才发现,有点迟了,感兴趣的同学可以试用一下,这确实是一个很好的补充。
更新了一下github上“Coursera Archive”项目的相关课程链接,如果在Coursera新课程平台上有的,就更新为新平台链接,如果没有,就保留课程图谱上的链接,供大家参考。
从目前更新的链接来看,有的课程得到了保留,也有的直接不复存在,譬如机器学习的相关课程, 台大林軒田老师的两门机器学习课程就没有了,但是大神Geoffrey Hinton的“面向机器学习”的神经网络课程貌似又复活了,Coursera新课程平台上显示的是2016年9月份开课,大家可以拭目以待。又例如自然语言处理的相关课程,只有 Michael Collins 大神的自然语言处理课程丢失,其他3门课程在新课程平台上均有所保留,情况貌似没有那么糟。另外斯坦福大学的两门算法设计与分析课程,刚刚开课,感兴趣的同学可以直接去上课了。
最后附上 “Coursera课程下载和存档计划” 相关索引,仅供查询和参考:
注:原创文章,转载请注明出处“课程图谱博客”:http://blog.coursegraph.com