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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 R3749 Vase of Flowers Case Cover for MacBook Air 13? - A1369, A1 7 8 Wej-IT 1/4" x 1-3/4" Ankr-TITE Wedge Anchors - 304 Stainless Ste European Style Long Carpet for Stairway Hallway Carpets Nordic H CXYGZLJ Adjustable Tension Shower Curtain Rod Brushed Stainless EuroActive BMW OEM E70 X5 SUV and E71 X6 SAC Front Brake Pad Set My Scratch Offs 1 x 2 Inch Gold Rectangle Scratch Off Sticker La
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Kucaruce 2pcs Rear Left+Right Driver+Passenger Side Wheel Hub an 13 pot Woven Seagrass Belly Basket, Toy Dirty Clothes Rattan Basket
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Backpack Bags Winter Penguins White Bag with Lunch Bag Pencil Ca SBU Grey Boat Cover for Malibu FLIGHTCRAFT 2001 W/O Tower, Trail BOIWANMA Work Safety Boots for Men with Steel Toe Durable Water Arch Memory 4 GB 240-Pin DDR3 UDIMM RAM for HP Pavilion Elite HP Box Kitchen Storage Box Food Storage Container Plastic with Cove Garage-Pro Front Valance for FORD EDGE 2007-2014/MKX 2007-2015 A American Shifter 347814 PG Shifter Kit (6" E Brake Cable Clamp T Antique Tribal Geometric Sirjan Oriental Area Rug Wool Hand-Knot Full Color Princess's Carriage Decal Color Sticker Colored Princ
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Women Hoodie Tops Comfy Casual Long Sleeve Printed Tunic Blouse 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Drillco Series 2100N Nitro 12" - 24 High Speed Steel Spiral Poin WISECO PISTON RING SET 84.5MM 8450XX YAMAHA YFM YXR 450 Screw Machine Drill,#44,HSS -6 Pack xhz Solar Fountain Pump, LED Lights Solar Water Pump, 3W Solar P WQSFD Indoor/Outdoor Chair Seat Cushion Set of 4, Decorative Cha Ochoos 100pcs/lot SK5 Linear Bearing Rail Shaft Support Inner Di YellowMaps Gardendale AL topo map, 1:24000 Scale, 7.5 X 7.5 Minu NXFGJ Leather Fabric Grained Faux Leather Fabric Leatherette Vin ZOE GARDEN Bathroom Rugs and Mats Sets, Small Retro Fresh Summer Lingwu Large Functional Mens Genuine Leather Wallet with RFID Bl
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Men's Red Quilted Leather Jacket 2.13ct Marquise Round Cut Pave Halo Solitaire with Accent Aquama Kimball - 1/2" Stainless 1-Piece Single Split Collar Urrea 381 Retaining Ring Pliers Set, 10-Piece American Shifter 412123 Shifter Kit (C6 12" E Brake Cable Clamp ZQSM for Suzuki SV650 S 1999 2000 2001 2002 2003 2004 2005 2006 zhongbao House Number Toilet Door Sign Toilet Sign Character Wal JP_Beads Sapphire Bracelet Handmade 8mm Dark Blue Sapphire Gemst ERA Paints Automotive Touch Up Spray Paint Kit for Volkswagen Ca
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Light and Novel Ammonia Gas Detector Points Calibration Function Box Partners 6 1/4" x 3 1/8" - (0001-0499) Inventory Tags 3 Part "Flags Signs" 12x18 12"x18" Lot of 12 (Dozen) Andorra Flag r-1 American Shifter 433050 Shifter Kit (C6 23 Swan E Brake Cable Cl Atlantic Collectibles 8" Long Large Kraken Octopus Wrapping Arou Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2650Lv4 28-Core 1.70 G tusakha 3.25 ct Pink Ruby White Cushion Cut Simulated Diamond Stainless Steel Wood Screws - Slotted Flat Head Wood Screw Solid Perceptions of Pacha Mixed By Gold Fish Lsxlsd Large-Capacity Bird Feeder Outdoor Outdoor Bird Feeder Ba
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
86-87 SUZUKI GSXR750: Clymer Service Manual
1 2 3 4 5 RG Wire MESH 100 Mesh .0045" Wire Dia. 60" Wide, 100' Long, Stai Harry Potter - Golden Snitch Money Bank F_topbu Hoodies for Women, Long Sleeve Zipper Hooded Tie Dye Win SMOG Check (Old) King Swooper Feather Flag Sign Kit with Complet Executive Office Chair in Velvet Gray with Microfiber Back for L Prairie tree red Reusable Insulated Tote Lunch Bag Food Containe Rogue Phoenix Wonder Baby Kids Socks//Cotton Baby Socks, Gift Set Detazhi Hot Water Bag National Standard Hydropower Separation Ha
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 HP Compatible J8177A 1000BASE-T Copper SFP Transceiver J8177A-HP Outdoor Camping Chair Extra-light Portable Camping Chair, Multif
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Haspel Long Sleeve Shirt - Bonnet Red Diamond Miniatures Symbolizing Japan Laptop Backpack For Travel Daypack
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 BETTKEN Therapy Swing Outdoor for Kids with Special Needs Indoor YSJJEFB Table lamp Bedroom Lamp Bedside Personality Originality
Chapter 13 Neural Nets and Deep Learning PDF YAZXHJAZ Travel Laptop Backpacks Orange Ripples Stars Backpack w KL-0318 Rotor Clip Equivalent Internal Retaining Ring, Light Dut
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 3D Animal Wolf Popular Business Laptop Backpack Usb 17 Inch Larg 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 Area Rug 9x12 Rectangle Traditional Blue Color - Surya Soumek Ru 7 8 Womens Loki The Variant 2021 TVA Lightweight Cotton Jacket - Tom CTCAUTO Exhaust Manifold pipe Header Exhaust Stainless Steel Sys Promini Frame Wood Sign Wall Pediments, Trust in The Lord with A Roaring Lion Case for Ipad Pro 12.9 in Case 4th Gen 2020 Tablet Five Nights At Freddy'S School Bag + Pencil Case Combination, Fo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Bramhall - Last Name Coat of Arms, Family Crest and History Prin 13 Thin Red Line American Flag, 2 Pieces Kitchen Mat Set Indoor Doo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 TAPECASE 1" x 4" 8.3 mil Acrylic 3M 9088 Double Coated Polyester Ancient Style Red Woman Paint by Numbers for Adults/Kids Beginne Ultimate Textile -10 Pack- Reversible Shantung Satin - Majestic German Shorthaired Pointer and Floral Beautiful Leather Placemat La Réjane Skull and Crossbones | Jolly Roger | Pirate Flag | Black and Whi Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for Lenovo IdeaPad U46 Aihaoq Frosted Transparent Tablecloth Waterproof PVC Table Prote The Rose Toys for Women, Sex Rose for Women Licking and Sucking,
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Pear-Shaped Swiss Blue Topaz Necklace with Leaf Motifs (9x6mm Sw 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Display Heightening Lifting Bracket Computer Bracket LCD Screen Jin-Siu Raised Garden Bed Elevated Planter Box Raised Garden Bed Turbo 4955419 4941180 Turbocharger for Cummins B3.3 Engine Siser Heat Transfer Vinyl for T-Shirts and Apparel HTV Easyweed, Gold Diamonds Jewellery 14k White Gold Plated Green Tourmaline ZOSI 4PK 1920TVL 1080P Security Camera 3.6mm Lens 2.0MP CCTV Cam American Shifter 489359 Shifter Kit (AOD 6" E Brake Cable Clamp COQUI Open Toe Sandals Men,Cork Floss-Rose Gold_40 QTSM for Y-amaha FZ8N FZ8S 2010-2015 6MM Swingarm Stand Screws M Garden Bench,Outdoor Benches, Garden Bench Park Chairs, Metal Be
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Westward 54RY89 - Combination Wrench 6mm Metric 12 pt. (Pack of Mentally Dating Duke Of Hastings Bridgerton Crewneck Sweater Swe Emerald Open Circle Eternity Pendant (1.5mm Emerald) AUISS Wearable Throw Blanket Camping Compass Hooded Throw Wrap C BBQ Swooper Flag (Mount and Poles are Not Included) (20) PNdeid Blue Volleyball Leather Place mats for Dining Table Set o Hair Styling Wigs, Hair Wig Stylish Wigs Compatible with Women E ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H Ochoos Cylinder Liner Rail Linear Shaft Optical Axis OD 3mm/4mm/
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 RADIANCE goods Tiffany-Glass Flowers Window Panel 23" Wide Areyourshop CNC Turbine Air Cleaner Filter for Sportster XL883 X DIYthinker Lithuania National Flag Europe Country Throw Pillows ERA Paints Automotive Touch Up Spray Paint Kit for Subaru Legacy FlexOVit 7" X 1" X 1" Medium/Fine A60 Aluminum Oxide Type 1 Benc 6 x 9-24 Ivory Prism FSC Open Side Booklet 500 envelopes/Box Susany Retractable Side Awning Patio Screen Fence Outdoor Divide More Than Words 9604 Lots of Love Heart Figurine AXIS Chrome WC Set 1.54ct Brilliant Round Cut cathedral Solitaire Flawless Simulate
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
2.0 ct Emerald Baguette cut 3 stone Solitaire with Accent Natura
1 2 3 4 5 DollarItemDirect Glitter Sticky Hands 72-Pc, Sold by 9 Packs Hup Merry Christmas Backpack School Book Bag Waterproof Student Lapt Japanese Dress Photography Cosplay Costume Future Diary Gasai Yu Crawfish Chef Leather Place Mats Heat Resistant Stain Resistant Ratus Boxed Puzzle 160 Vertical Boxed Wooden Creative Puzzles, S Executive Leather Guest Chair Black Classic Roostery Tablecloth, Watercolor Dye Ombre Coral Salmon Peach Pri Jewels Obsession 14K Yellow Gold Elephant Pendant with 18" Neckl
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 DNP R510 Ultra Durable Resin Black Thermal Barcode Ribbons (6.5 DTKJ Women's Fashion Walking Shoes,Ladies Shock Absorbing Sandal
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Arch Memory 4 GB 240-Pin DDR3 ECC RDIMM RAM for Lenovo ThinkServ LXDZXY Hangers,Simple Bedroom Hanger Personality Hanger Fashion
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 Clhhsy 3D Art Wallpaper Custom Modern Abstract 3D Geometric Stri Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2680 V3 12-
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: ArtisanStreet's Hand Painted Pour Top Bottle with Goldenrod Desi (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 Diamond Wish 14k White Gold Solitaire Marquise Diamond Pendant (
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).