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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 Wall Anchor, 304 Stainless Steel Embedded Anchors Partition Inst 7 8 Dart C95PST1 ClearSeal Plastic Hinged Container, Large, 9x9-1/2x 1/2/3/4 Seater Couch Cover 1 Piece Home Décor Stretch Elastic Pr WJSM Toys 1:36 Model Car Simulation Alloy Metal Toy Car Toy Gift FFSH Men's Women's Motorcycle Half Helmets, Lightweight Anti-Co 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Ten Chopsticks Wig 180% Density Curly 1B/27 Highlight Human Hair 13 502nd Infantry Regiment Men's Sweatpants Cotton Joggers Shorts P
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 XiuLi Aerial Yoga Hammock, 2.8m1m Silk Yoga Swing for Anti-Gravi NFL New Orlean Saints Short Sleeve Team Fan Tee Shirt ZXM Mini Bird Painted Pendant, Colorful Artistic Bird Window Dec QZH Square/Round Cotton and Linen Canvas Toy Storage Bins Basket Lovejoy 68514439521 Steel 80HT Delta Spacer Flange, 9.62" OD Merry Christmas Cardinal Bird Auto Umbrella Windproof Compact, W 33306#6awg Braidless Silicone Hook-up/Lead Wire 150C 600V Black 14k Yellow Gold 6-Prong Basket Round Diamond Solitaire Pendant ( CF Advance Compatible with 98-99 Isuzu Oasis 2.3L Set Engine Mot
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Songs for Frida 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Mina Victory Royal Palm 18" X 18" Natural Wildflower Bouquet Thr 3D Red Flowers 8569 Floor Wallpaper Murals Wall Print Decal AJ W American Shifter 497292 Shifter Kit (8" E Brake Cable Clamp Clev CAUTION STAND CLEAR OF DOOR Bottom Mount Trash Pull-Outs with Blum Soft-Close, 50 Qt. Double Japanese TV Series - Kazoku, Kashimasu Family Complex [Japan DVD Animal Travel Blanket, Cute Zoo Creatures Turtle Unicorn Octopus Shelf Creative Hair Dryer Rack Free Perforated Wall Hanging Bath Custom 3D Wallpaper Mural Bridge Forest Green Landscape Painting Levi's Women's Premium 724 High Rise Straight Crop Jeans
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Star ConstellationExquisite custom printed school or office Back Halloween Emotions Microfiber Towels (2 Pack) - Quick Dry Campin Peterson Standard Rustic 301 Tobacco Pipe Fishtail Laptop CPU FanGPU Fan Compatible with hp 15-CX000 TPN-C133 L203 Urban Meyer Autographed Ohio State Buckeyes Logo Football Becket TNSYGSB Ice Ribbon Headband Wig Kinky Curly Wig Human Hair, Glue ZYLBDNB Coat Rack Wall Mounted Wall Mount Coat Hooks Bird Decora QQAA Camping hammocks Portable Hammock Portable Hammock Outdoor Possta Decor Kitchen Mats 2 Piece Non Slip Area Runner Rug Set,
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Ambesonne Snail Portable Fabric Wardrobe, Geometric Diagonal Arr Make Auto Parts Manufacturing - SIERRA 2500 HD/3500 HD 11-14 HOO AXJTNL Wigs Partially Split Golden Wig Long Curly Hair Chemical SDBRKYH Garden Fairy Statue, Dwarf Model Large Outdoor Garden La Lovely Handmade underglaze Ceramic Long Handle Large Soup Spoon, Rexroth New Aftermarket A10VO45DFR/31L-PUC12K05 Hydraulic Piston MDHANBK Hand-Stitched DIY Black Suede Car Steering Wheel Cover,f DDSYJ 3D Wall Stickers Monster Kid's Wall Decal Decoration 3D Ar Plush Round Area Rug for Bedroom Dorm Nursery Carpet Purple Camo New Balance Men's Fresh Foam 680 V7 Running Shoe
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
The San Francisco Music Box Company Proud Lion Water Globe
1 2 3 4 5 Replacement Part for TV 1027mm LED Backlight Lamp Strip 9 Leds f Wall Sticker for Bedroom Living Room David Modern Wall Writing T Modket 16-Series Brushed Nickel T Bar Handle Pull — 10-1/8" (256 Vintage Style Pave-Set Diamond Pointed Cross Pendant (0.204 cttw Rear Sprocket compatible with Yamaha WR 200 1991-1993 41 Teeth S BUCLA 300PCS clear plastic plates-include 100PCS 10.25inch dinne Thanksgiving/Fall Face Cover with Filter Pocket and 3 Layers of DDSYJ 3D Wall Stickers 3D Art Stickers Vinyl Room Bedroom Mural RFGTH Sculptures Home Decor Figurine Collectible Figurines Garde
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 Pbldb 3D Bare Snow Trees Wallpaper Decal Dercor Home Kids Nurser 14k Yellow Gold Blue Sapphire Stackable Ring, Size 7
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 14k Rhodium 3-D Wrench Charm, 14 kt White and Yellow Gold Market Forge 10-4741 SAFETY VALVE BRASS
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 Bad of the Heart BAZIC 3 Ring Binder 1.5" Economy View Binders Organizer - Red, R
Chapter 13 Neural Nets and Deep Learning PDF Miniot Because I'm The Dad That's Why Square Pillow - Square Dec YHHAW Musical Instrument Violin and Sheet Music Pattern Adult Pu
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 Bamboo Plant Stand Indoor and Outdoor Multiple Flower Pot Holder 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 ATTENTION GANTS OBLIGATOIRES (FRENCH) 7 8 Bonyak Jewelry 14kt Yellow Gold Emerald 16-18" Necklace DZSLTC Pro Taper Accessories for KAW┐ASAKI Ninja ZX6R ZX 6R 20 Aveda Rosemary Mint Hand Body Wash 250ml rosemary,rosemary min Keep Out Hazardous Voltage Inside Will Cause Death Sign, OSHA Da Veryke Bathroom Towel Bar Robe with 2 Hooks, Stick On Wall Stain
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Forwelly Toddler Baby Girls Clothes Outfits, Cute Baby Girl Ruff 13 Black Tilting Wall Mount Bracket for Pioneer PDP-4341HD Plasma 4
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc Healthy Pet Carefresh Oder Stop Formula Natural Paper Bedding American Shifter 365753 Shifter Kit (4L80E12" E Brake Cable Clev Shower Faucet Set with Tub Spout, 2 Function Shower System, Show Qlhnyq Indoor/Outdoor Square Floor Seat Pillows Cushions Tufted HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2690 V4 14-Core Pasargad Carpets Kerman Collection Hand-Knotted Wool Area Rug 10 1.95ct Brilliant Pear Cut Solitaire Flawless Simulated CZ Green Jendco - Safety Sign: Eye Wash 10" x 14" - MFSD587XT10 10/PK (1
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Home of Army National Guard Burlap House Flag Eagle Set Armed Fo 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 925 Sterling Silver 3-Stone Ring Round Swiss Blue Topaz and Gem Rico Industries NFL Miami Dolphins Black Personalized Jounral/No BMC FB170/01 Sport Replacement Air Filter Mens Fashion Casual Short Sleeve T-Shirts Animal Pattern Comfort Daesar Bedroom Blackout Curtains 2 Panel Sets, Window Curtains K Proposiciones 1.9ct Brilliant Round Cut Solitaire Flawless Natural Black Onyx Desert Storm Veteran Classic Hoodie Mans Hoodie Long Sleeve Pull FQLYJ Šéx Bońdãge Tǒys Adúlt Fun 26Pcs/Set Bed Gãme Play Set B Outdoor Post Lights Lantern Pillar Deck Fence Cap Light Modern P
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Revant Replacement Lenses for Arnette Hot Shot AN4182 HP Proliant DL380e Gen8 25x 2.5 HS 2X E5-2407 Quad Core 2.2Ghz 4 ProSphere Prairie View AM University Men's Performance T-Shirt Hand-Stitched Black Leather Car Steering Wheel Cover Car Accesso 100% Vegetable Dye Green Floral Tebriz Oriental Area Rug Hand-Kn YANnew for B-M-W for G650GS for Sertao 2008-2015 Motorcycle Adju "Free Parking -Basic Gray" Wind-Resistant Outdoor Mesh Vinyl Ban DDEPND Resistant NVME NGFF M.2 2280/22110 Heatsink SSD Aluminum Camping Sleeping Bag, 4 Season Warm Cool Weather,Waterproof Ligh
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Vannamore Vintage Matrix Nixie Green (AS VFD) Plasma Display IGG Seiko Bathroom Rugs and Mats Sets, Small Forest Yellow Maple Leaf Path OPRINT Rocket Unicorn Picnic Blanket Waterproof Outdoor Mat for Wigs Dyed Women's European and Wig Sets in The Middle of The Che Modern Creative 3D Wallpaper Living Room TV Wall Home Decor Wall BigNewPowered Power for Lenovo IdeaCentre A520 A720 B300 B305 40 Wallmonkeys Cartoon Basset Wall Decal Peel and Stick Animal Grap The ROP Shop | Power Pressure Washer Water Pump for Monsoon PCH2 GOLDENRIVER 725-BBDM Projector Lamp with Original Bulb and Gener
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Seasoning Box Spice Jar Pepper Shaker Box Seasoning Cans Pepper
1 2 3 4 5 Vivona PCCB 9 Holes Postage Stamp Brands Album Pages Sheets Loos New Balance Kids' Kj880v7 Running-Shoes M STAR Wireless Mini Handheld Portable Household USB Car Vacuum SOFTALK Vintage Square Jewelry Box -Natural Wood Musical Boxs wi WELLIKEA Bistro Table ?23.6"x29.9" Solid Acacia Wood KAILUN Men's Corduroy Solid Color Long Sleeve Shirts Casual Stan NCIS Los Angeles Season 9 | NON-USA Format | PAL | Region 4 Impo Plutus Brands Plutus Mongolian Fur Handmade Throw Pillow, 60" x All Balls Rear Shock Seal Kit for KTM 300 MXC 1999-2002
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 School Backpack Bookbag Laptop Daypack Schoolbag for Women Teens GSKBDQ Bed Sets Full Size Fluffy for Teen Girls Boys Bedding Com
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 jokoko Carpet Non-Slip Area Rugs Bedroom Camping Soft Carpets Ki Black Bow Jewelry 5.6mm Sterling Silver Solid Concave Beveled Cu
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 14k Yellow Gold 6.5mm Round Forever One Moissanite and Diamond P Punch Set with Storage Case, Punch Set, Maintenance Tool, Pin Pu
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: Kitchen Table Placemats for Dining Table Coca Cola Classic Vinta (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 Cordless kettle Premium Stainless Steel Fine Mesh Strainers with
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).