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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 Savannan DIY Paint by Numbers, Halloween Trick or Treat Bat Oran 7 8 ADSE Home Table Runner, Hotel Restaurant Table Clothes,Square We Rtint Tail Light Tint Covers Compatible with Volkswagen Tiguan 2 Gem Stone King 18K Rose Gold Plated Silver Pendant with 2.5mm Pa LuxMart Polyester 12x18 12"x18" Set of 20 European Europe Countr JDQ-Portable Folding Step Stool, 4-Step Solid Wood Stair Chair,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 WZHONG Garden Shade Netting, Black UV Resistant Shade Cloth, for 13 Boys Room Protective Cushioning Rug Pad Indoor Outdoor Sports Gl
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SOBASO Water Shoes Women Men Quick Drying Swim Beach Aqua Shoes RONGYUANDS High School DxD Warm Soft Novelty Ultra-Soft Micro Fl Binoculars Compact Binoculars 10x50 Binoculars HD Green Film Hig Dazzlingrock Collection 14kt White Gold Round Diamond Solitaire Visor Cap for Women Newsboy Cotton Bonnet Women Hair Cover Cap Rexroth New Aftermarket A10VSO71DRG/31R-PUA61K01 Hydraulic Pisto 4 Pack Compatible High Yield DR820 DR-820 Drum Unit use for Brot Universal Car Steering Wheel Cover,Car Accessories Funny Tigger Stripe Tribal Vegetable Dye Gabbeh Kashkoli Area Rug Handmade Wo
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 American Shifter 454630 AOD Shifter Kit 10" E Brake Cable Clamp 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 4-19pcs Rings Silver Star Moon Knuckle Ring Set for Women Girls FQF Ladder Bookshelf Retro Industrial 4-Tier Bookcase Plant Stan My Way Innovations Lighting 420-2W-BSN-CL-LED Bare Bulb 1 Light Cord Se Diamond Art Kits,Diamond Painting Mountain Landscape,5d Diamond Bud Fuel Pro (10 litres) SanDisk Ultra 512GB MicroSDXC Verified for DragonTouch V80X Plus Decal Stickers Multiple Sizes Smog Check Red Industrial Vinyl Sa Genuine OEM Electric Fuel Pump In Tank For BMW E70 F15 X5 xDrive Children's Coin Shooting Piggy Bank, Innovative Desktop Little B
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 American Shifter 374628 Shifter Kit (2004R 16" E Brake Cable Cla Pair Set of 2 Electric Fuel Pumps Compatible with Porsche Cayenn Knife Cleaver Chinese Chopping Knife Cocina 7Inch Cleaver Knife CNBISHENG Duvet Cover Queen Africa Beautiful Girl Single-2: 155 Ribbed Turtleneck 4X Dark Purple Daisy Flower Pattern Bedding Set Comforter Soft Queen Size Cover RazörFist Force Car Windshield Sun Shade, Sunshade Heat and Sun MZP Chunky Knit Blanket Handmade by Soft Knitting Throw Bed Bedr Oil Paintings On Canvas,Hand Painted Pink Blue Sky Seagull Sailb
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Isiora - Last Name History and Coat of Arms from Poland Print Se Forest Decals for Baby Room - Nature Wall Stickers - Wildlife Wa Sherry And 11 Other Hits CXYGZLJ Shower Curtain Track, Modern Telescopic Shower Curtain R Occasion Gallery Indigo 100% Cotton Block Print Floral Kantha St Fishing Decor Fish Tank Background Poster Decoration Paper Singl SPNEC Electric Vacuum Foot Grinder Foot Grinding Machine Recharg Guitar humbucker Pickup Guitar Pickup Guitar WVS Ainico5 Single Mens A Zebra in Ink Painting Jogger Sweatpants, Close Bottom Spo MOGO by Husky Liners 70161 by Husky Liners Fits 2013-18 Land Rov
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
VINISATH Front Rear Car Mats Set of 4,Statues Architecture Rom
1 2 3 4 5 glowspectrajewels 2.00Ct Round Shape Diamond Halo Band Halo enga LBDOMOV Ultra Soft Shaggy Area Rug for Living Bedroom, Summer Tr DShanLa M4 M5 M6 M8 M10 Furniture Pass-Through Drive Unhead Thre American Shifter 478919 Shifter Kit (TH200 23" E Brake Cable Cla 7 MM Black Diamond Solitaire Stud Earrings in 4 Prong Setting (A SXM Boy's Girl's Puffer Vest Hooded Quilted Outwear Sleeveless J Motorbike Grips Motorcycle Handlebar Handle Grip Ends for Yamaha Sleeping Bags Outdoor Envelope Cotton Summer Autumn Keep Warm Sp jiji End Table Modern Minimalist Bamboo Coffee Table Foldable St
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 Wall Sconce Light Fixture IP65 Waterproof Rainproof Outdoor Wall BETTKEN Wall Mounted Racks Towel Rail Bathroom Hand Towel Holder
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 AL Furniture Co. Fanback Porch Swing (6 Foot, Dark Green Paint) Great dreamer Shelves for Room - Log Pine Wood Floating Shelves
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 G.H. 1980 Vault 1995 Our Japanese Friends
Chapter 13 Neural Nets and Deep Learning PDF BINGFANG-W Wire Cutters 4Pcs 11 inch Bent Mechanic Equipment Han Goodman 3.5 TON 14.5 SEER Air Conditioner bundle (GSX140431 CAPF
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 Cotytech Dual Monitor Stand with Quick Release Single Arm (BL-DM 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 VISLINDU Crop Sweatshirts for Women Teen Girls Striped Long Slee 7 8 Handmade Genuine Real Leather Half Camera Case Bag Cover for Oly Brocade Compatible 57-0000075-01 10GBASE-SR SFP+ Transceiver | 1 Tzong Black+Head Drums Pedal Black Aluminum Alloy Children Rack Custom Floor Mats for Buick verano Sedan 2015-2019 Car Floor Mat fengqing Car Air Filter for-BMW X3 X5 X6 F25 F15 E72 E71 E70 2.0
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Sololife Home Mini Series 100ml Aromatherapy Essential Oil Diffu 13 Lace Up Women's Lace-up Strappy Knee High Boots Lightweight Deni
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 School Backpack Bookbag Laptop Daypack Schoolbag for men Teens B Rossini: Sonate a quattro (String Symphonies) - No. 1 in G Major American Shifter 379575 Shifter Kit (4L80E 23" E Brake Cable Tri National Marker BT548 Working Safely Together Banner American Shifter 398841 Shifter Kit (AOD 8" E Brake Cable Clamp Black Sabbath 4 14k White Gold Natural Sapphire And Diamond Tennis Bracelet Rugs.com Paragon Collection Rug – 3 Ft Round Aqua Medium-Pile Ru Sigma 150-600mm f/5-6.3 DG OS HSM Sports Lens for Nikon F (740-3
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Prime Leader Modern Contemporary Area Rug for Living Room, Sunfl 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 LXCDSC Cat Supplies Mat Beds, for Cats Kittens Banana Cat Bed Ho Women's Tops Hooded Pullover Loose Sweater Jumper Tops Blouse Pl Compressive Weight Scale, Red Digital Body Weight 0.2-180kg 28 2 PLIENG Backpack Bag Fashion 3D Animals Owl Outdoor School Casual Clhhsy Waterproof and Removable 3D Mural Coffee Beans Field Natu Zone3 Silicone V-Flex Ergo Swim Training Training Fins NJ-HH Durable Weighing Scale Smart Bathroom Scales, Accurate Ele Ka'Deem Carey Bear Down Autographed Arizona Wildcats Logo Footba Bezel Set D/VVS1 (9MM) Round Cut Diamond Fancy Party Wear Solita Giant Sticker 3D Poster Sticker Custom Mural Wallpaper for Carto
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 R1424 Sea Turtle Case Cover for MacBook Air 13? - A1369, A1466 Stainless Steel Towel Rail,Extended Double Towel bar,Rust Wall M Fine Ceramic Hand Painted Red Cardinal Birdhouse Salt Pepper Dance for Christmas ML Kishigo 1543 Brilliant Series Ultimate Black Bottom Safety Ve Universal Car Seat Covers Leather Full Set Auto Seat Covers Car SCR SPORTSWEAR 30/33/36 Inseam Mens Sweatpants with Pockets Tape Travel Backpack 3 Piece Set Abstractc Pink Peach Daypack High Sc SYZHIWUJIA Rain Boots Printed Children's Rain Boots Thickened No
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 iPick Image for - GMC Logo Real Black Forged Composite Carbon Fi Wall Clock 12 Inch Creative Give Me Some Space Cartoon Astronomy Tchaikovsky: Symphony 4 Jewels Obsession Gold Dragon Necklace | 14K White Gold Dragon Pe Tortuga Island Wall Stickers Compass Pirate Map Adventure Theme COOFANDY Men's Long Sleeve Embroidered Shirt Slim Fit Casual But KAROLA Anti Fatigue Kitchen Floor Mat 2 Pieces Cushioned Kitchen SignMission Designer Series Sign - Emergency Snow Route No Parki You're Killing Me Smalls Leather Place Mats Heat Resistant Stain TYTG Laptop Accessories Laptop Sleeve Bag Notebook Case Accessor
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
KicKee Pants Print Sherpa-Lined Raincoat
1 2 3 4 5 American Shifter 470831 Shifter Kit (16" E Brake Cable Clamp Tri American Shifter 424056 Shifter Kit (PG 16" E Brake Cable Trim K Guanajuato Mexico State Flag Laptop Backpack With Usb Charging P Round Fire Opal Solitaire Pendant with Diamond Bale (5mm Fire Op 2.1 ct Brilliant Heart Cut Solitaire Stunning Flawless Blue Simu Pug The Amazing Dog Rubber Stamp – Giant Heavy Duty Self-Inking Ashtray Gift Idea Household with Lid Ashtray Creative Personalit VEWEET White Porcelain Dinner Sets, 60-Piece Black Lines Ceramic QHY 20MM Static Outdoor Climbing Rope All Purpose High Strength
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 Essential Oil Diffuser, Cool Mist Humidifier Wood Grain Aromathe ZFSM Hand Guards for B-MW S1000RR S 1000RR S Motorcycle Universa
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Rạbbịts Vịbratórs 100% Waterproof Rose Flower Toys for Wom Supply Spot offers"5 Pack" Compatible MLT-D101S Toners - For Sam
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 GANFANREN Simple Creative Timed Magnetic Alarm Clock, Exquisite RONG HOME Spice Rack, Rotatable Spice Rack with 2 Tiers, Multifu
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: NBK Japan MJC-95CSK-ERD 1 1/2 inch to 45mm Jaw-Type Flexible Cou (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 Di Stefano, Mozzarella Bocconcini 2 oz
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).