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Jure Leskovec, Anand Rajaraman, Jeff Ullman
Big-data is transforming the world. Here you will learn data mining and machine learning techniques to process large datasets and extract valuable knowledge from them.

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 PDF
Chapter 1 Data Mining PDF   PDF PPT
Chapter 2 Map-Reduce and the New Software Stack PDF   PDF PPT 1 2 3 4 5 Case for Ipad Pro 12.9 Colorful Playful German Shepherd Protecti 7 8 Irish Flag with Shamrock Pattern Durable Folding Stool Portable Pyramid Men's Skull Green/Black Bowling Shoes Conversation Concepts Chow Black Hot Rod Doogie Collectable Figu #8-16 x 1" Zinc-Plated Case Hardened Steel Thread Forming Screw WPBOY Rug Gift Modern Area Rugs Carpet,Abstract Art Round Rug Li
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Plutus Brands Plutus Goden Cleopatra Luxury Throw Pillow, 20" x 13 Scat 25090 Connecting Rod
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 XRSM Motorcycle Handguard Grips Bar Handlebar Clutch Levers Prot Yanman Non-Slid Rounded Seat Pads with Waterproof Cover,Patio Ou Rexroth New Aftermarket A10VO45DFR1/31R-VPA62K52 Hydraulic Pisto Kastar 3-Pack Battery and LTD2 USB Charger Replacement for JVC G Quictent 10.5x10.5ft Patio Gazebo Canopy Tent,Gazebo with Mosqui GoBadges CKC035 Girl Passed - Magnetic Chrome Grill Badge Holder Roaring Twenties: Hits of 22 - Do It Again AFFY White Natural Diamond Cluster Pendant Necklace in 14k Solid QueenYii for Ask C445 Lamp-027 Projector Lamp in Housing
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Lunarable Autumn Reading Pillow Cover, Deciduous Tree Veined Lea 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Tablecloth Restaurant Rectangular Coffee Table Table Cloth Offic Jonathan Adler Biarritz Placemat - Set of 4 Ochoos S51107 35x52x12mm 355212mm 51107 Stainless Steel Thrust B Fuel Pump Module Assembly Compatible with Dodge Ram 2500 3500 Lierys Finja Pompom Hat Women - Made in Germany SOIMISS 2pcs European Style Alloy Candlestick Bronze Metal Candl The Rug Market Handmade Rugs, Marble Gray, Multicolor Car Dashboard Cover Car Dashboard Cover Dash Mat Auto Dash Mat C DIY Door Wall Stickers Murals 34.6"78.7" Waterproof Self Adhesiv American Shifter 401511 Shifter Kit (TH350 8" E Brake Cable Clam
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 PANASONIC IND Devices (PIDSA) AQV212A AQV21 Series 0.55 A 60 V 2 ETTSSMKKDWYLLK Army XVIII Airborne Corps Mens Swim Trunks Summer MegaGear Ever Ready Leather Camera Case Compatible with Sony Alp Menesia Beard Brush and Comb set, Boar Bristle Hair Beard Brush Camo Netting with Mesh Backing, 2X3m(6.5ft X 10ft) White - Outdo Rexroth New Aftermarket A10VSO45DFR1/31R-VPA62K52 Hydraulic Pist Pittsburgh Skyline 412 Mans Long Sleeve Pullover Sweatshirt Cott CLYZ Bookshelf Home Office 4-Tier Bookcase Storage with 2Drawers Adamanta 32GB (2x16GB) Laptop Memory Upgrade Compatible for HP E
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Personalized Hummingbird Angel Quilt, Custom Your Quilt All Seas Emergency Use Only Sign, Fire Safety Sign, 24x30 Inches, 3M EGP SOTROWIN Women's Ankle Strap and Buckle Chunky Pump Heel Sandals Advancey Round Area Rug Indoor Soft Rugs Vintage Flower Snowdrop Ground Angel in Hiroshima XDlyou Bathroom Shelf Towel Rack Towel Rack Wall-Mounted Towel R PNdeid life is better on the river Children 3-in-1 Book bag Set, 0.6 ct Brilliant Round Cut Solitaire Stunning Flawless Aquamarin Murray 1401081MA Lawn Mower Discharge Chute Deflector Genuine Or Midetoy Kitchen Rugs and Mats 2 Pieces,Fried Scrambled Eggs,Cush
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Planter Caddies,Extra Heavy Duty Plant Caddy,Heavy Duty Metal Pl
1 2 3 4 5 Wooden Monitor Stand Riser, Multi Purpose Desktop Storage Organi 600X USB HD Digital Magnifier Bracket with Display Microscope El Rexroth New Aftermarket A10VO28DFR/31L-PPC12K40 Hydraulic Piston Desk Lamps Lamp Iron Art Water Pipe Heart-Shaped Table Lamp Pers Portable Neck Fan, nodie Personal Neck Fan, Rechargeable Hands F Fuel Tank Kit Compatible with 64-65 Buick Skylark With Fuel Tank New Passenger Taillight Housing Assembly for 14 Mercedes-Benz E- Area Rug 7'10"X10'10" Ivory, Blue Fuxwlgs Laundry Hamper Home Storage Beam Opening Large Storage B
Chapter 10 Mining Social-Network Graphs PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 SYYUN Wall Sticker Wall Sticker Baby Elephant Movie 3D Smashing Air Cock, MNPT x FNPT Hexagon Shoulder
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Hawk HPS Front and Rear Brake Pads Compatible for 2006-2006 CHEV ZOE GARDEN 4 PCS Shower Curtain Set with Non-Slid Rug Runner, Ab
Chapter 12 Large-Scale Machine Learning PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 WOHCO Folding Storage Shelf, Expandable Multi-Compartment Book H ZHIHEHE Faux Leather Fabric Synthetic Leather Leatherette Sale f
Chapter 13 Neural Nets and Deep Learning PDF LKDF Waterproof Table Cloth, PVC Table Cloth, Transparent Matte BSN04547 - Business Source 28lb Kraft Interdepartmental Envelope
Index PDF
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 Replacement Parts for Huq Carburetor Kit for Husqvarna 128L 125L 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.

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 Title Book Slides Videos
Preface and Table of Contents PDF
Chapter 1 Data Mining PDF   PDF PPT
Chapter 2 Map-Reduce and the New Software Stack PDF   PDF PPT 1 2 3 4 5 EYOJYA Towel racks,Bathroom Shelf Double Towel Bar Holder with H 7 8 XIAOQIAO Wired Gaming Mouse, with A Silent Design, 16.8 Million Youmine New Carburetor Compatible with Honda Trail CT90 CT-90 CT Mural Wall Mural Photo 3D Modern Lavender-280x200CM Philippine Sun Flag Men's Sweatpants Shorts Cotton Joggers Short Best Welds CGC-600 CGC Series Ground Clamps (2 Units)
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Cadfael: (The Virgin in the Ice / The Devil's Novice / St. Peter 13 Summer Tendon Sole Bohemian Women's Sandals Round Toe Color Diam
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Eummit Headset Gaming Headset ,Voice Control Wired HI-FI Sound AriesTeez AshuvCap-220821 Seicho Kanshasai-Murashita Kozo Saik Decal Stickers Multiple Sizes Pizza Wings Soft Pink Bar Restau Universal Snowmobile Cover - Large Fits 1996 Polaris XLT Kick Scooter Electric Scooter for Kids Age of 5-12, Adjustable KarParts360: For 1995 1996 1997 1998 Chevy S10 BLAZER Door Mirro General Motors 19122089, Electric Fuel Pump White Musical Note Black School Backpack Kids Bookbag Set with L
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Bike Tour Joy Reusable Insulated Tote Lunch Bag Food Container S 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 2.40ct Round Cut Halo Split Shank Solitaire Accent Designer Genu Delaman Cooking Utensils Set, 10Pcs/Set Food Grade Silicone Kitc Society6 Monstera by Minimaliste on Wall Hanging Tapestry - 88" Aries Electronics Part Number 24-650000-10 OSI QUAD Brown 286 Window, Door and Siding Sealant 10-Fluid Ounc GemAbyss Beads Gemstone Natural Emerald Smooth Beads,heishi Bead Moissanite Halo Heart Cut Engagement Ring Solitare with Accents Small Bubble Cushion Roll Perforated Every 12", 2 Roll of 350" Conber (4 Pack) Screen Protector for Sony Xperia E5, Tempered Gl zsst Laptop Sleeve Bag for Notebook Computer Protective Case Cov
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Panihari Healthvit Garlin Garlic Powder 300 mg - 60 Capsules (Pa Ice Hockey Laptop Backpack For Girls Daypack ​with Usb Chargin Torklift T2308 Front Tie Down Future Music MWM D327-2 Engine Service Manual (IT Shop) Hand Painted Oil Painting On Canvas,White Flower Tree Blue Backg Cisco UCS 5108 Chassis with 4X B260 M4 Blade Server, Per Blade ( Meijin Bathroom Towel Rack Stainless Steel Non-Trace Double Towe RGB Gaming Mouse Pad XL Waterproof Gaming Mouse mat LED Large Lo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Authorized Personnel Only Radiation Area Sign, ANSI Warning Sign Hair Styling Wigs, Hair Replacement Wig, Headband Wigs for Black Yt92Pl@00 Mens 100% Polyester Blue Octopus Swim Trunks, Comforta MVNZXL Portable Folding Stool, Lightweight Camping Stool Aluminu Diamond Earrings Solid 10k Yellow Gold Circle Halo Eternity Stud 4x4 Transparent HD Lace Closure Wigs Brazilian Virgin Human Hair Wig Wigs Silver Gray Lace Front Wigs Human Hair, Ombre Grey Long Faruxue HD Binoculars, 60X60 Night Vision Telephoto Binoculars B Pro-X 02.6317 Piston Ring Set - 67.50mm A-Tech 32GB (2 x 16GB) RAM for DELL INSPIRON 15 (7580) | DDR4 24
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ML Kishigo 1527 Single Pocket Contrasting Mesh Safety Vest - Yel
1 2 3 4 5 Animals Chair Slip Cover Set of 8, Dining Seat Covers with Elast CGSignLab 2470917_bnro |"Please Keep Off Grass -Ghost Aged Rust" HPB CUSTOM | Carry-Out Here Feather Flag Banner - 15-ft Tall Ass OFFTEK 16GB Replacement RAM Memory for Dynabook Tecra A40-E (PMZ From Glasgow to Broadway AMBF WE50S3TX8N-50 Standard String Wound Polypropylene Media 50 Vonzasi Custom Diamond Car Floor Mats fit for BMW X5 F15 5seat 2 Laptop Sleeve Bag Case 15.6 inch Notebook Sleeve Case Portable B Kingston GO! Plus Works for 512GB BLU Studio C Super Camera Micr
Chapter 10 Mining Social-Network Graphs PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 Taryn Rose Women's Violetta Loafer, Black, 9 M Medium US GLLP Bamboo Double-sided Non Slip Chopping Board Cutting Blocks
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Bluetooth Remote Control Kit Dimmable Fill Light, with 1.1 Meter Automotive Bodywork Rust Repair
Chapter 12 Large-Scale Machine Learning PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 Society6 Tree of Life -Yggdrasil and Runes by Creativemotions on Furniking Shelf Panel Glass Clear 35.4"x5.9"
Index PDF
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: HDBH Armrest Armrest Rotatable Storage Box Center Console Suitab (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 Verified by SanFlash Ultra SanDisk 64GB Works for Gionee S6s Mic
Chapter 1 Data Mining PDF
Chapter 2 Large-Scale File Systems and Map-Reduce PDF
Chapter 3 Finding Similar Items PDF
Chapter 4 Mining Data Streams PDF
Chapter 5 Link Analysis PDF
Chapter 6 Frequent Itemsets PDF
Chapter 7 Clustering PDF
Chapter 8 Advertising on the Web PDF
Chapter 9 Recommendation Systems PDF
Index PDF
Errata HTML

Download the book as published here (340 pages, 2 MB).