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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 (15 pcs) 3/4" X 12", Hex Head Lag Screw Bolts, AISI 316 Stainles 7 8 ACCU-STAMP2 Message Stamp with Shutter, 1-Color, Entered, 1-5/8" ProSphere Grambling State University Men's Performance T-Shirt ( Sickspeed 4 Pc Polished/Blue Caps Aluminum Locking Lug Nuts For Berenson Jefferson Collection Wall Mounted Soap Dish, Polished N Set of 4 Ward 91018 Combination Record Plan Book, 9-10 Weeks,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VO71DRG/31L-PWC62K01 Hydraulic Piston 13 Ocean Party Duvet Cover Queen Size Retro Farm Cock Hen Comforter
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 American Shifter 530101 Shifter Kit (C6 23 Swan E Brake Cable Cl BCHDREUU Christmas Trees,Artificial Christmas Tree Includes Stan Diamond2Deal Sterling Silver 2.5 mm Half Round Wedding Band Ring LKYBOA Wireless Earbuds for Running 4.1 Earphone Stereo Music He OFFTEK 32GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Ring, Aerial Hoop, Yoga Hoop, Aerial Rings Equipment, Profession American Shifter 395021 Shifter Kit (2004R 6" E Brake Cable Trim Honda Genuine 81331-SZA-A42ZB Seat Cushion Trim Cover, Right, Mi SHF Stainless Steel Male Metal Ch^astity JJ Lock Cb6000 Ch^astit
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 TriLink CL75866TL2 .325 LP .058 Gauge 66 Drive Links Compatible 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Omoone Women's Denim Hooded Jacket Button Down Mid Long Drawstri Atowoi NEW SOLENOID FITS EUROPE BEETLE 1600 1970-78 141911023 0- KinAndKen Umbrella Clamp Stand Metal Bench Patio Umbrella Holder JzyhNzd for Toyota Land Cruiser Prado j120 2003-2009, Car Dashma Sagiri Izumi Eromanga Sensei 180 x 60cm(70.8in x 23.6in) Peach S YZZSJC Large Colorful Handmade Dreamcatcher Decorations Craft 35 Photo Wallpaper 3D Stereo Cosmic Planet Mural Wall Cloth Living Men's Winter Fleece Track Jackets Sweatshirt Cardigan Full Zip L Kingston GO! Plus Works for Motorola Moto E 2016 512GB MicroSDXC JYDQM Arrival Brass Polished Bathroom Wetroom Square Shower Drai
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Poly Mailers Shipping Envelopes Self Sealing Mailing Bags Shower head Arm Wall Mounted Ceiling Bath Fixed bar rack for hea NewBrand HomDEc Cast Iron Colorful Rooster Trivet with Three Rub STAYTOP 3PCS Wrap Bath Towels Set for Women,Lovely Pink Flamingo CDXZRZYH Household Ladder Stool Wooden Folding 3-Step Ladder, In JUZZQ for Office Garden Family Room Abstract Ornaments Figurines Jewels Obsession Gold Cross Necklace | 14K White Gold Coticed Cr LIUSHI Leopard Animal Statue, Big Cat Jaguar Sculpture Garden An Gaming Keyboard and Mouse,Wired Mini 62 Keys 19 Rainbow LED Back
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Jazz 23 oz., 4-3/4 in. Mug in Pearl (1-Piece) Bath Rug Set of 3, Bohemian(4) Pattern Customed 3 Pieces Bath Ma Alice in Wonderland Travel Backpack Laptop bag with USB Charging Coasters for Drinks, Absorbent Drink Coaster with Cork Base, Vin Beach Palm Hardware Round Furniture Knobs Drawer Dresser Cupboar OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2683 V4 16- Pbldb 3D Vast Natural Beach Wave Wallpaper Decal Dercor Home Kid Wigs Wig Black Blue Pink Straight Hair Long Hair Wig Female Hand Rexroth New Aftermarket A10VSO71DFLR/31R-PWC61K07 Hydraulic Pist
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4624L
1 2 3 4 5 FRAAS Sustainability Edition - Checked Cashmink Scarf Made in Ge PowerBilt TPS 5400 USA Flag Cart Golf Bag Emoshayoga Corner Shelf Space Saving Durable Iron Corner Rack St zxb-shop Sun Visor Straw Beach Hat for Women Summer Holiday Cap 0.45ct Brilliant Round Cut Solitaire Flawless Natural Light Sea 1.79ct Brilliant Round Cut 3 stone Solitaire Designer Genuine Na SXYY Armrest Box for Renault Logan Sandero 2 2018 Interior Speci Night Light Decoration 3D Print Astronaut Moon Lamp Rechargeable Liudong store 1PC Black Bone-Shaped car seat Pillow Memory Foam
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 Industrial Heavy Hinge 2pcs/Bag for Folding Door Cabinet Box Fur Wallmonkeys Cute Owl Gift Box Wall Decal Peel and Stick Graphic
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Mo Dao Zu Shi Microfiber Quick Drying Beach Towel with A Carryin Coasters for Drinks, Absorbent Drink Coasters Set Cool Bar Cup C
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 Prime Leader Duvet Cover Set Full Size, Autunm Orange Lattice 4 Outline Panda Leather Table Mats Set of 6 Washable Heat Insulati
Chapter 13 Neural Nets and Deep Learning PDF CDQYA Modern Nordic Clock Wall Clock Living Room Mute Home Clock Custom Decal Stickers Multiple Sizes Pet Grooming Business Indus
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 Ochoos (1) LMK35LUU Square Long Type CNC Linear Motion Metal Shi 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 Ferrecci Men's Savannah Collection Tan Slim Fit 3 Piece Suit Jac 7 8 XIAOSAKU Tabletop Fountains Indoor Handmade Resin Fountain God o Hynix Original 32GB (2x16GB) Laptop Memory Upgrade Compatible fo ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H WEI-LUONG Tools Pinless Peepers Chicken Blinders Chicken Spectac American Shifter 527716 Shifter Kit (TH200 23" E Brake Cable Cle
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Diamond Supply Co Half Diamond Sweatshirt Black 13 Aohi WXQ-XQ Dumbbell Bench Home Fitness Chair Multi-Functional F
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Music Art Dream Hot Air Balloon Backpack,Unisex Lightweight Trav HUIJK Living Room Chairs Deluxe Padded Rocker Recliner Comfort B AYTOYY The Avett Brothers Pattern Fashion Pu Leather Rivet Shoul Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for HP Pavilion dv7t-3 COSTHAT Toilet Bound Hanako-kun Minamoto Teru Cosplay Costume Ji Wall Sticker for Bedroom Living Room Wanderlust Bahamas Map Beac American Shifter 345920 700R4 Shifter Kit (6" Dipstick BLK Dual FAG NUP2209E-TVP2-C3 Cylindrical Roller Bearing, Single Row, Str Customized Design Scenery Living Room Wall Paper Wall Ceiling Mu
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 LIRRUI Fuel Pump Module Assembly Compatible with Chevrolet DSF-6 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Cabilock 7pcs Drawer Organizer Clear Cabinet Organizer Versatile Accuform TRS328CTM PF-Cardstock Scaffold Status Tag, Legend"Atte Stainless Steel Monitor Stand with Storage for Most 32-70 Inches The Diamond Deal 10kt Rose Gold Womens Round Diamond Stacked Ban Womenfocus Kitchen Cotton Linen Tablecloth 53"x53", Rectangle Di Insulated Lunch Bag For Women Men, Reusable Lunch Box For Office RS-0162, WS-162 Spirolox External Retaining Ring, Medium Duty, 1 Supply Spot offers"4 Pack" Compatible ML-2010D3 Toners - For Sam SCITOO 1pc-Suspension Part ES800248 Front Outer Tie Rod End - Dr DistinctInk Case Compatible with iPad 2017 (5th / 6th Gen) - Cus
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Zyj stores Large Laundry Basket with Wheels Oxford Cloth Storage Only Wanna Be with You - 11x17 Framed Soundwave print Ionic Hair Dryer Seamless Pattern with Butterflies in Neutral Co Rn Lifeline Heart Mens Track Pants Beach 1/2 Shorts with Pockets 1Pcs New Power Supply Unit MDS-C1-CV-260 Mdsc1Cv260 Hard High-Pressure Semi-Clear White Nylon Tubing for Air and Wat Satymico Girl Backpack 3 Piece Set,School Bag+Pencil Case+Lunch ZAMMFA Motorcycle KOSO Water Temperature Mini Meter for XMAX250 Maidao car Floor Mats fit for Hyundai Genesis GV80 5seat 2021 Fu
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 2.22ct Round Cut Halo Pave Solitaire Halo with Accent Natural Or 1200Mah Digital Alarm Clock, LED Bedside Clock Dual Alarm Clock Erosebridal Shell Bedding Set Twin Size Shell Wind Bell Coverlet Genuine OEM 0K054-15315B HOSE-HEATER / 0K05415315B for select HY East-West Peridot Pendant with Diamond Bale (9x7mm Peridot) VICTORIA HYDE Women Watches Green Mother of Pearl Dial Ladies Wr Round Cut Gemstone Stud Earrings Fine Jewelry for Women XUESDJMN Queen Size Duvet Cover Set Bedding 90X90 Inch Modern Wo Hongzer Metal Detector, Portable Metal Detector for Adults Kid koweis Warm Leather Faux Fox Fur Russian Earflap Dad Hat ufur Sn
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
FHYTGBS High Temp Tape -3D Printer Parts High Temperature Heat P
1 2 3 4 5 Unknown1 Beveled Edge 20 Piece Dinnerware Set in White Textured Goldenoldiesclocks Volkmann Beer and Ale Cerveza Lighted Wall Si Outdoor Seating Now Open Grand Store Novelty Indoor Outdoor Viny PinMart Salmon Sushimi Sushi Enamel Lapel Pin 7/8" x7/16 MIXZA Performance Grade 128GB Verified for Honor MOA-TL00 MicroS Evercrafting Free Tong and Tray with Stainless Steel Ice Cube: S Standard Abrasives 541053, Holder Pad for Quick-Change Discs, 1- Jewel Zone US Simulated Black Diamond Dainty Thin Liquid Tennis Easels Children's Easel for 2 Double-Sided Wooden Pinks with Adj
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 All Metal Safety Hammer with Window Breaker and Seatbelt Cutter, Yzhmm Artificial Plants Artificial Plants Silk Begonia Leaves Pl
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Huey P. Newton Travel Laptop Backpack, Business Slim Durable Lap Quiksilver Crypto Zig Zag 20 Boardshort Swim Trunk
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 National Hardware N109-042 6 Pack 6in. SPB841 Ornamental/Reversi Traykova Store Silicone Enhancer Prolong Delay Thick Ring for Me
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: Battery Replacement for 801517-221 ProBook645G2(V1P77UT),ProBook (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 QINCHYE 8 PCS Front Struts Front Strut Spring Assembly Rear Stru
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).