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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 Nanuk 945 Waterproof Hard Case with Lid Organizer and Padded Div 7 8 ARTSHOWING Beach Area Rug Round, Non-Shedding Dining Living Room Blind Faith Dashboard Dash Protector for Hyundai Accent Hc/Solaris 2 2017-20 GYF Motorcycle Carburetor Set Metal Rubber Compatible for NSR 28 Replacement For Jaguar Super V8 Year 2007 Parking Light By Techn
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Flower Printed Sofa Covers for Living Room Elastic Stretch slipc 13 1000 Flags Limited New South Wales Flag with Rope and Toggle - V
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SBU Blue Boat Cover for GLASSTREAM 140 Stinger All Years, Travel HAHFKJ Psychedelic Tapestry Moon Phase Change Flower Tapestry Wa Xlyasky Children's Bedding,Cute Cartoon Anime Naruto: (Dainanaha Abstract Series Oil Painting by Numbers Unique Gift Kits On Canv Worth-Mats Laser Coverage Custom Complete Set Front Rear Floor L Parents - Very Special People - Personalizable Framed Green Matt Sky Ceiling Wall Papers Flowers Photo Wallpaper Murals Living Ro Rexroth New Aftermarket A10VO45DRG/31R-PSC61K52 Hydraulic Piston Goldenoldiesclocks ZAVITZ Beer and Ale Cerveza Lighted Wall Sign
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 zerogravitee DEC 23#Festivus Adult Hooded Sweatshirt 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Motorcycle Grips For Honda CB400F CB 400F Cb400f 7/8''CNC Alumin 3D Brown Pattern 1629 Floor Wallpaper Murals Wall Print Decal AJ PVL Essentials 100% Pure Pharmaceutical Grade Creapure Creatine, 2.45 ct Brilliant Marquise Cut Solitaire Flawless Simulated CZ B Rexroth New Aftermarket A10VSO71DRG/31L-VSA42N00 Hydraulic Pisto Self-Adhesive Wallpaper - Fragile Bubbles - Square Format 288 x Greenandlife Dishwasher Microwave Safe Wheat Straw Dinner Plat NYI 3 year warranty Excellent tensile 5.5'/67.1" Hard Quad-Fold 25 Yards Navy Vinyl Welt Cord Piping Marine Outdoor Auto Boat Fa LED AAA Flashlight - Ochoos P2A TOSHIBA TL1L4 105LM AAA Outdooor
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Pbldb 3D Butterflies Flowers Wallpaper Decal Dercor Home Kids Nu Edgchic Women Glitter Inlay Rhinestones Wedding White Cowgirl Bo 7 MM Asscher Cut Swiss Blue Topaz Two Tone Solitaire Ring, Decem ZXDHNS Wall Murals XXXXL - Animal Christmas Tortoise Self-Adhesi for Freightlinerr Columbia 00-20 Driver Passenger Side Armrest Seta Apparel Women's Hell Yeah T-Shirt QZMX Garden Cushion Cotton seat Cushion with Memory Foam Padding AWSAD Shade Sails Shade Cloth Sunblock Ventilation Encryption Th Neko Funjatta No Nazo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Shaft - Part# 15721542 Rowan Atkinson Microfiber Sports Quick Dry Beach Towels, Travel SignMission Designer Series Sign - 1 Hour Parking, Customer Park GGACEN Cute Owls Square Elastic Edge Fitted Table Cover, for Res Niubiyazwl Storage Cubes, Foldable Storage Box Storage Box Cloth UYZ Professional Weight Scale 180kg Electronic Liquid Crystal Di QWERTYUKJ Chunky Knit Throw Blanket Large Cable Knitted Soft Coz Calvas SKIIP32UPS063T10 new original goods Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2687W V4 12 RAC04-12SA, AC/DC Power Supply Single-Out 12V 0.333A 4W 7-Pin Bo
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Duck Boom Hunting Fashion Men's Mans Casual Sweatpants Trousers
1 2 3 4 5 qiuqiu Set of 2 Oil/Vinegar Bottles Ceramic Matte Stripes, Oil Pawlice English Cocker Spaniel Print Car Seat Covers KGDC Flower Pot Mover Flower Pot Tray Flower Pot Base Round Resi Feit Electric 72364 - Aircraft Grade Aluminum LED Flashlight (FL American Shifter 412671 Shifter Kit (AOD 12" E Brake Cable Clamp Kingston 512GB Celkon Campus A403 MicroSDXC Canvas Select Plus C Ramanlas Barber Love is in The Hair Storage Bins with Handles La NINEHASA Decorative Long Floor Mat Carpet,Sport Theme Outdoor Go Kisame Hoshigaki Large-Capacity Lightweight Printing College Sch
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 Jucaiyuan Towel Rack All Bronze Bathroom Handrails Toilet Bathtu Ljw Safety Cargo Net, White Safety Net Kids Stairs Anti-Falling
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 BENCONO - key storage Box Cat Storage Ornaments Home Living Room Clara Pucci 2.20ct Emerald Round Cut Pave Halo Solitaire Accent
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 Patriotism American July Day Independence 4th Happy PU Leather P Allied Brass Prestige Regal Collection Round Frameless Rail Moun
Chapter 13 Neural Nets and Deep Learning PDF Custom Graphical Pickguard to fit Fender Tele Telecaster ESQUIRE HARD EDGE DESIGN Unisex Living In Vermont with Alabama Roots Swe
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 Puccy Privacy Screen Protector Film, compatible with Acer Predat 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 Aexit DZS7-25 3VU13 Circuit Breakers 18-25A Motor Protection Min 7 8 PN CLWB-250-12-112-4 CUCMP 250k 45DEG 9/16-1-1/2 T UL CSA (Pack Patrol Squadron Eight (Vp-8) Us Navy Camping Stool Ultralight Po Sloth Illustration Backpack Laptop Casual Bookbags Daypack for G SFGH Handmade DIY Photo Albums, scrapbooks, The First Layer of L M0.8-0.2 X 2mm Machine Screw Stainless Steel Pan Head Phillips D
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Custom Photo 3D Wallpaper Mural Bedroom Living Room Tv Backgroun 13 Cross Crucifix Charm Pendant Chain Necklace
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Portable High Power 20X50 Binoculars with HD Lens for Birdwatchi Broonel Grey Laptop Messenger Case - Compatible with The ASUS Vi Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for HP Pavilion Entert Breeze Decor White Poodle Happiness House Flag Dog Puppy Spoiled Fashion Cute Anime Elementary Student Bags Rainbow Star Friday N 7/8" 22mm Motorcycle Accessories Handle Bar Grips Handlebar for Kingston 512GB Spice Mobile Stellar 360 MicroSDXC Canvas Select KM - 1-1/4 x 1-1/4 Female Face Seal Swivel 90° Long Elbow Verified by SanFlash Ultra SanDisk 1TB Works for BLU Studio C 5+
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MARYYUN Dining Chair Swivel Reclining Chair Lounge Chair Lazy Lu 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 American Shifter 475180 Shifter Kit (AOD23" E Brake Trim Kit For 0.95ct Brilliant Princess Cut Solitaire Natural Topaz Ideal VVS1 BJD 1/4 SD Doll BJD Dolls Full Set 40cm 16" Jointed Dolls Toy Ac Power Stop KC131-26 Front Z26 Street Warrior Brake Kit Subaru JOAIFO Tribal Aztec Horse Print Car Seat Covers Indian American WHEEJE Tissue Container Multifunction PU Leather Pen Pencil Remo 2 in 1 Multifunctional Hot Air Brush, Professional Infrared Nega 7'9"x9'9" Blue Organic Textured Wool Tribal Design Peshawar Orie CGSignLab |"ATM Inside -Classic Navy" Premium Brushed Aluminum S Duvet Cover Full Size - Blue Dinosaur Boy 3D Print Microfiber Be
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Slow Funny Children at Play White and Black Aluminum Composite O YellowMaps Dover NH topo map, 1:62500 Scale, 15 X 15 Minute, His RUJIXU Kitchen Scales Digital Kitchen Scales, Electronic Stainle YLCS Sun hat Sunhat Unisex Print Double-Side-Wearreversible Buck One Count Genuine OEM Kawasaki - 15003-2153 - Carburetor-Assy. Demon Slayer Rengoku Kyoujurou Anime Ipad Pro 12.9 Case 2020 Ipa Men's Classic Slip-on Canvas Shoe Fashion Sneaker Casual Walking Driving School Now Open (18" x 24") Yard Sign, Quantity Discount Wall Murals,3D Cartoon Cute Mushroom Rainbow Mural Wallpaper C
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Ultra-Slim Black Fixed/Flat Low-Profile Wall Mount Bracket for S AOUZE 5-Piece Patio Furniture Set, Outdoor Sofa Patio Furniture, New Fire Power Starter Motor - 2009-2014 Polaris RZR S 800 UTV American Shifter 416311 Shifter Kit (12" E Brake Cable Dipstick Rexroth New Aftermarket A10VO45DFR/31R-PRA62K68 Hydraulic Piston ZWJABYY Solar Flame Lights Outdoor Waterproof Flickering Flames Pill Box PP 26.5 * 18.5 * 22cm Household medicine box Medicine S FGJH Outdoor Portable Camping Fishing Chair Folding Chair Lift F Weleer Pistol Grip Air Gun, 18" Extension
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Marketing Holders Rotating Eyewear Counter Display Stand Spinnin
1 2 3 4 5 HP Pavilion DV6-2017AX Laptop LCD Screen Replacement 15.6" WXGA UOTY Lemon Squeezer Manual Home Lemon Squeezer Manual Citrus Jui Puzzles for Adults 2000 Piece Landscape Jigsaw Puzzles for Adult 3D Wallpaper Japanese Food Sushi Restaurant Catering Tooling Wal Painting Teacup Cupcake Placemat Leather Table Mats Set of 6 Eas Clhhsy Waterproof and Removable Custom Photo Wallpaper Scenic La JHJUH Table Runner Chinese Style Cotton and Linen Nordic Tassels PiggiesC 4 Bag Rolling Laundry Sorter Cart Hamper Organizer Comp JAAIFC Universal Motorcycle PP Hand Guard Handguard Shield Windp
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 ALLPRO Compatible with Fuel Pump 98 5.9 Limited Laredo Limited T Coasters for Drinks Set of 8, White Magnolia Rustic Blue Wooden
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Custom Mural Wallpaper Hd Waterfall Wood Bridge Nature Landscape Suave Antiperspirant Deodorant Powder 2.6 oz (Pack of 12)
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 OFFTEK 16GB Replacement RAM Memory for Toshiba Tecra C50-E-0C5 ( Men's Zipper Jacket Camo Solid Midum Long Cardigan Winter Windpr
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: American Shifter 471949 Shifter Kit (16" E Brake Cable Clevis Tr (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 Blouses for Women Fashion Summer Short Sleeve V Neck Floral Prin
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).