Chapter 1 (11)ms. Ma's Website Store
Learn ms studies chapter 12 with free interactive flashcards. Choose from 500 different sets of ms studies chapter 12 flashcards on Quizlet. PDF - Chapter 8 - Politics, Immigration, and Urban Life, 1970-1915 PDF - Chapter 9 - Life at the Turn of the Twentieth Century 1870-1915 Unit 3 The United States on the Brink of Change 1890-1920 PDF - Chapter 10 - Becoming an World Power 1890-1915 PDF - Chapter 11 - The Progressive Reform Era 1890-1920 PDF - Chapter 12 - World War I Era 1914-1920. Isekai Adventurer Alphabet Explanations. If you've ever read an isekai, you're probably familiar with the scene where the protagonist goes to the adventurer's guild and gets an explanation of the guild ranking system, often in the form of some alphabet, usually arranged like a pyramid (but not always). The Board's primary objective is to ensure the protection of the health, safety and welfare of Mississippians through implementation and enforcement of laws involving the licensing and regulation of physicians, podiatrists, physician assistants, radiology assistants and acupuncturists and through the objective enforcement of the Mississippi Medical Practice Act.
The book
The book is based on Stanford Computer Science course CS246: Mining Massive Datasets (and CS345A: Data Mining).
The book, like the course, is designed at the undergraduate computer science level with no formal prerequisites. To support deeper explorations, most of the chapters are supplemented with further reading references.
The Mining of Massive Datasets book has been published by Cambridge University Press. You can get a 20% discount by applying the code MMDS20 at checkout.
By agreement with the publisher, you can download the book for free from this page. Cambridge University Press does, however, retain copyright on the work, and we expect that you will obtain their permission and acknowledge our authorship if you republish parts or all of it.
We welcome your feedback on the manuscript.
The 3rd edition of the book
The following is the third edition of the book. It contains new material on Spark, Tensorflow, minhashing, community-finding, simrank, graph algorithms, and decision trees. There is a new chapter 13, covering deep learning.
We also offer a set of lecture slides that we use for teaching Stanford CS246: Mining Massive Datasets course. Note that the slides do not necessarily cover all the material convered in the corresponding chapters.
Chapter | Title | Book | Slides | Videos | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Preface and Table of Contents | |||||||||||||||||||
Chapter 1 | Data Mining | PPT | |||||||||||||||||
Chapter 2 | Map-Reduce and the New Software Stack | PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | |||||||||
Chapter 3 | Finding Similar Items | PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | ||||
Chapter 4 | Mining Data Streams | Part 1: Part 2: | PDF | PPT PPT | 1 | 2 | 3 | 4 | 5 | ||||||||||
Chapter 5 | Link Analysis | Part 1: Part 2: | PDF | PPT PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | |
Chapter 6 | Frequent Itemsets | PPT | 1 | 2 | 3 | 4 | |||||||||||||
Chapter 7 | Clustering | PPT | 1 | 2 | 3 | 4 | 5 | ||||||||||||
Chapter 8 | Advertising on the Web | PPT | 1 | 2 | 3 | 4 | |||||||||||||
Chapter 9 | Recommendation Systems | Part 1: Part 2: | PDF | PPT PPT | 1 | 2 | 3 | 4 | 5 | ||||||||||
Chapter 10 | Mining Social-Network Graphs | Part 1: Part 2: | PDF | PPT PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | |||
Chapter 11 | Dimensionality Reduction | PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | |||||
Chapter 12 | Large-Scale Machine Learning | Part 1: Part 2: | PDF | PPT PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | |||
Chapter 13 | Neural Nets and Deep Learning | ||||||||||||||||||
Index | |||||||||||||||||||
Errata | HTML |
Download the latest version of the book as a single big PDF file (603 pages, 3.6 MB).
The Errata for the third edition of the book: HTML.
Download slides (PPT) in French:Chapter 4, Chapter 5, Chapter 8, Chapter 9, Chapter 10. Courtesy of Richard Khoury.
Note to the users of provided slides: We would be delighted if you found this our material useful in giving your own lectures. Feel free to use these slides verbatim, or to modify them to fit your own needs. PowerPoint originals are available. If you make use of a significant portion of these slides in your own lecture, please include this message, or a link to our web site: http://www.mmds.org/.
Comments and corrections are most welcome. Please let us know if you are using these materials in your course and we will list and link to your course.
Stanford big data courses
CS246
CS246: Mining Massive Datasets is graduate level course that discusses data mining and machine learning algorithms for analyzing very large amounts of data. The emphasis is on Map Reduce as a tool for creating parallel algorithms that can process very large amounts of data.
CS341
CS341 Project in Mining Massive Data Sets is an advanced project based course. Students work on data mining and machine learning algorithms for analyzing very large amounts of data. Both interesting big datasets as well as computational infrastructure (large MapReduce cluster) are provided by course staff. Generally, students first take CS246 followed by CS341.
CS341 is generously supported by Amazon by giving us access to their EC2 platform.
CS224W
CS224W: Social and Information Networks is graduate level course that covers recent research on the structure and analysis of such large social and information networks and on models and algorithms that abstract their basic properties. Class explores how to practically analyze large scale network data and how to reason about it through models for network structure and evolution.
You can take Stanford courses!
If you are not a Stanford student, you can still take CS246 as well as CS224W or earn a Stanford Mining Massive Datasets graduate certificate by completing a sequence of four Stanford Computer Science courses. A graduate certificate is a great way to keep the skills and knowledge in your field current. More information is available at the Stanford Center for Professional Development (SCPD).
Supporting materials
If you are an instructor interested in using the Gradiance Automated Homework System with this book, start by creating an account for yourself here. Then, email your chosen login and the request to become an instructor for the MMDS book to support@gradiance.com. You will then be able to create a class using these materials. Manuals explaining the use of the system are available here.
Chapter 1 (11)ms. Ma's Website Book
Students who want to use the Gradiance Automated Homework System for self-study can register here. Then, use the class token 1EDD8A1D to join the 'omnibus class' for the MMDS book. See The Student Guide for more information.
Previous versions of the book
The 2nd edition of the book (v2.1)
The following is the second edition of the book. There are three new chapters, on mining large graphs, dimensionality reduction, and machine learning. There is also a revised Chapter 2 that treats map-reduce programming in a manner closer to how it is used in practice.
Together with each chapter there is aslo a set of lecture slides that we use for teaching Stanford CS246: Mining Massive Datasets course. Note that the slides do not necessarily cover all the material convered in the corresponding chapters.
Chapter 1 (11)ms. Ma's Website Login
Chapter | Title | Book | Slides | Videos | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Preface and Table of Contents | |||||||||||||||||||
Chapter 1 | Data Mining | PPT | |||||||||||||||||
Chapter 2 | Map-Reduce and the New Software Stack | PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | |||||||||
Chapter 3 | Finding Similar Items | PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | ||||
Chapter 4 | Mining Data Streams | Part 1: Part 2: | PDF | PPT PPT | 1 | 2 | 3 | 4 | 5 | ||||||||||
Chapter 5 | Link Analysis | Part 1: Part 2: | PDF | PPT PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | |
Chapter 6 | Frequent Itemsets | PPT | 1 | 2 | 3 | 4 | |||||||||||||
Chapter 7 | Clustering | PPT | 1 | 2 | 3 | 4 | 5 | ||||||||||||
Chapter 8 | Advertising on the Web | PPT | 1 | 2 | 3 | 4 | |||||||||||||
Chapter 9 | Recommendation Systems | Part 1: Part 2: | PDF | PPT PPT | 1 | 2 | 3 | 4 | 5 | ||||||||||
Chapter 10 | Mining Social-Network Graphs | Part 1: Part 2: | PDF | PPT PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | |||
Chapter 11 | Dimensionality Reduction | PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | |||||
Chapter 12 | Large-Scale Machine Learning | Part 1: Part 2: | PDF | PPT PPT | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | |||
Index | |||||||||||||||||||
Errata | HTML |
Download the latest version of the book as a single big PDF file (511 pages, 3 MB).
Download the full version of the book with a hyper-linked table of contents that make it easy to jump around: PDF file (513 pages, 3.69 MB).
The Errata for the second edition of the book: HTML.
Download slides (PPT) in French:Chapter 4, Chapter 5, Chapter 8, Chapter 9, Chapter 10. Courtesy of Richard Khoury.
Note to the users of provided slides: We would be delighted if you found this our material useful in giving your own lectures. Feel free to use these slides verbatim, or to modify them to fit your own needs. PowerPoint originals are available. If you make use of a significant portion of these slides in your own lecture, please include this message, or a link to our web site: http://www.mmds.org/.
Version 1.0
The following materials are equivalent to the published book, with errata corrected to July 4, 2012.
Chapter | Title | Book |
---|---|---|
Preface and Table of Contents | ||
Chapter 1 | Data Mining | |
Chapter 2 | Large-Scale File Systems and Map-Reduce | |
Chapter 3 | Finding Similar Items | |
Chapter 4 | Mining Data Streams | |
Chapter 5 | Link Analysis | |
Chapter 6 | Frequent Itemsets | |
Chapter 7 | Clustering | |
Chapter 8 | Advertising on the Web | |
Chapter 9 | Recommendation Systems | |
Index | ||
Errata | HTML |
Download the book as published here (340 pages, 2 MB).
Chapter 1 (11)ms. Ma's Website Page
PDF ChaptersUnit 1: Beginnings to 1861 PDF - Chapter 1 - Origins of a New Society PDF - Chapter 2 - Balancing Liberty and Order PDF - Chapter 3 - An Emerging New Nation Unit 2: Building a Powerful Nation 1850-1915 PDF - Chapter 4 - Civil War PDF - Chapter 5 - Reconstruction PDF - Chapter 6 - The Expansion of American Industry PDF - Chapter 7 - Looking to the West PDF - Chapter 8 - Politics, Immigration, and Urban Life, 1970-1915 PDF - Chapter 9 - Life at the Turn of the Twentieth Century 1870-1915 Unit 3 The United States on the Brink of Change 1890-1920 PDF - Chapter 10 - Becoming an World Power 1890-1915 PDF - Chapter 11 - The Progressive Reform Era 1890-1920 PDF - Chapter 12 - World War I Era 1914-1920 Unit 4 Boom Times to Hard Times 1920-1941 PDF - Chapter 13 - Postwar Social Change 1920-1929 PDF - Chapter 14 - Politics and Prosperity 1920-1929 PDF - Chapter 15 - Crash and Depression PDF - Chapter 16 - The New Deal 1933-1941 Unit 5 Hot and Cold War PDF - Chapter 17 - World War II: Road to War 1931-1941 PDF - Chapter 18 - World War II: Americans at War 1941-1945 PDF - Chapter 19 - The Cold War 1945-1960 PDF - Chapter 20 - The Postwar Years at Home 1945-1960 Unit 6 A Period of Turmoil and Change 1950-1975 PDF - Chapter 21 - The Civil Rights Movement 1950-1968 PDF - Chapter 22 - The Kennedy and Johnson Years 1961-1969 PDF - Chapter 23 - An Era of Activism 1960-1975 PDF - Chapter 24 - The Vietnam War 1954-1975 Unit 7 Continuity and Change PDF - Chapter 25 - Nixon, Ford, Carter, 1969-1981 PDF - Chapter 26 - The Conservative Revolution 1980-1992 PDF - Chapter 27 - Entering a New Era 1992 to the Present | PowerPointsUnit 1: Beginnings to 1861 PowerPoint - Chapter 1 - Origins of a New Society PowerPoint - Chapter 2 - Balancing Liberty and Order PowerPoint - Chapter 3 - An Emerging New Nation Unit 2: Building a Powerful Nation 1850-1915 PowerPoint - Chapter 4 - Civil War PowerPoint - Chapter 5 - Reconstruction PowerPoint - Chapter 6 - The Expansion of American Industry PowerPoint - Chapter 7 - Looking to the West PowerPoint - Chapter 8 - Politics, Immigration, and Urban Life, 1970-1915 PowerPoint - Chapter 9 - Life at the Turn of the Twentieth Century 1870-1915 Unit 3 The United States on the Brink of Change 1890-1920 PowerPoint - Chapter 10 - Becoming an World Power 1890-1915 PowerPoint - Chapter 11 - The Progressive Reform Era 1890-1920 PowerPoint - Chapter 12 - World War I Era 1914-1920 Unit 4 Boom Times to Hard Times 1920-1941 PowerPoint - Chapter 13 - Postwar Social Change 1920-1929 PowerPoint - Chapter 14 - Politics and Prosperity 1920-1929 PowerPoint - Chapter 15 - Crash and Depression PowerPoint - Chapter 16 - The New Deal 1933-1941 Unit 5 Hot and Cold War PowerPoint - Chapter 17 - World War II: Road to War 1931-1941 PowerPoint - Chapter 18 - World War II: Americans at War 1941-1945 PowerPoint - Chapter 19 - The Cold War 1945-1960 PowerPoint - Chapter 20 - The Postwar Years at Home 1945-1960 Unit 6 A Period of Turmoil and Change 1950-1975 PowerPoint - Chapter 21 - The Civil Rights Movement 1950-1968 PowerPoint - Chapter 22 - The Kennedy and Johnson Years 1961-1969 PowerPoint - Chapter 23 - An Era of Activism 1960-1975 PowerPoint - Chapter 24 - The Vietnam War 1954-1975 Unit 7 Continuity and Change PowerPoint - Chapter 25 - Nixon, Ford, Carter, 1969-1981 PowerPoint - Chapter 26 - The Conservative Revolution 1980-1992 PowerPoint - Chapter 27 - Entering a New Era 1992 to the Present | QuizletUnit 1: Beginnings to 1861 Quizlet - Chapter 1 - Origins of a New Society Quizlet - Chapter 2 - Balancing Liberty and Order Quizlet - Chapter 3 - An Emerging New Nation Unit 2: Building a Powerful Nation 1850-1915 Quizlet - Chapter 4 - Civil War Quizlet - Chapter 5 - Reconstruction Quizlet - Chapter 6 - The Expansion of American Industry Quizlet - Chapter 7 - Looking to the West Quizlet - Chapter 8 - Politics, Immigration, and Urban Life, 1970-1915 Quizlet - Chapter 9 - Life at the Turn of the Twentieth Century 1870-1915 Unit 3 The United States on the Brink of Change 1890-1920 Quizlet - Chapter 10 - Becoming an World Power 1890-1915 Quizlet - Chapter 11 - The Progressive Reform Era 1890-1920 Quizlet - Chapter 12 - World War I Era 1914-1920 Unit 4 Boom Times to Hard Times 1920-1941 Quizlet - Chapter 13 - Postwar Social Change 1920-1929 Quizlet - Chapter 14 - Politics and Prosperity 1920-1929 Quizlet - Chapter 15 - Crash and Depression Quizlet - Chapter 16 - The New Deal 1933-1941 Unit 5 Hot and Cold War Quizlet - Chapter 17 - World War II: Road to War 1931-1941 Quizlet - Chapter 18 - World War II: Americans at War 1941-1945 Quizlet - Chapter 19 - The Cold War 1945-1960 Quizlet - Chapter 20 - The Postwar Years at Home 1945-1960 Unit 6 A Period of Turmoil and Change 1950-1975 Quizlet - Chapter 21 - The Civil Rights Movement 1950-1968 Quizlet - Chapter 22 - The Kennedy and Johnson Years 1961-1969 Quizlet - Chapter 23 - An Era of Activism 1960-1975 Quizlet - Chapter 24 - The Vietnam War 1954-1975 Unit 7 Continuity and Change Quizlet - Chapter 25 - Nixon, Ford, Carter, 1969-1981 Quizlet - Chapter 26 - The Conservative Revolution 1980-1992 Quizlet - Chapter 27 - Entering a New Era 1992 to the Present |