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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 NEW! Performance Carburetor Replace Kit For 11-0420 Harley Big T 7 8 Soft Travel Blanket Pillow 50x60inch Flannel Throw Blankets for PN CSWB-1-12-178-9 CUCMP 1AWG 90DEG 9/16-1-7/8 T UL CSA (Pack of MuswannaA Durable Contour Rug Toilet Lid Cover Rug Set for Sho HTTMT A02- Motorcycle Saftey Crash Bars Protection Compatible wi Mural Wall Mural Photo 3D Modern Natural White Horse-350x250CM
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Clhhsy Waterproof and Removable European Style 3D Embossed Flowe 13 Royal Consumer 29461L Alpha 8100ML Cash Register
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ARTSHOWING Kitchen Comfort Mat Set of 2, Farm Non-Slip Backing W TGGFA Motorcycle Stabilizer Steering Damper Bracket Mount Kit fo WJDY Anti-Glare Anti Blue Light Screen Protector Film Anti-Colli Metropolis Wave Pull (10 Pack) - Hickory Hardware 5" Length Mode Livronic Small Round Charcoal Grill, Japanese Ceramic Clay Table 6 MM London Blue Topaz Cushion Cut Solitaire Stud Earrings (AAA JW PEI Gabbi Bag Chic Pouch Bag Vegan Leather Vintage Hobo Handb Jnseff Colorful Yoga Mat Handshake of Business Partners Washable glow LED Night Light,USB Charging Timing Cute Cat Remote Control
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Cyloten Auto Car Seat Covers Red Mushrooms Funny Front Seat Prot 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Lathe Metal Slide, Small Body great Performance Metal Slide, Mul Lucky Link Raised Pet Bowls Feeder, Bamboo Dining Table Oblique HJUIK Chess Game Set Wooden Chess Game 3 in 1 Backgammon Checker MYF Outdoor Climbing RopeSafety Rope Multicolor Rock Climbing Ro TOYOTA Genuine 76801-47060-C0 Door Garnish Sub Assembly Carburetor for Yamaha WR426F WR450F Motorcycle Carb 2001-2011 Cisco UCS C220 M4 8 Bay SFF 1U Server, 2X E5-2690 V4 2.6GHz 14 C Cable Shielded Ethernet RJ45 Network Cable Flat Ethernet Patch C NMC N503RB, Sign"No Smoking Including E-Cig." (Pack of 50 pcs) CTXmuar 3D Wall Stickers Decals Blue Beach Animal Turtle Backgro
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Girl at Sunset Quilt - to My Loving Mom from Daughter Quilt - I Jackson Browne Backpack Unisex Laptop Bag School Casual Bookbag Love Nature Sweet Home Stores Collection Custom Fruit Pineapple Laundry Baskets Removable Heavy Duty Laundry Sorter Duke with Wh HGVVNM Modern Digital Alarm Clock Led Display Snooze Electric Al COCO RAVE Women's Standard Bikini Bottom Swimsuit with Side Smoc 1180 Pieces Jewelry Making Charms Antique Silver Tone for Neckla Weekend Shuffle Step Bumper Face Bar Rear Compatible with Nissan Titan XD 2016
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 MáŝtÅ­rbáters for Men Dêêp Thrõát Pocket â±£ússy Mén Sléévé Mãs FKMYS Tripod Camera Tripod Stand Portable Mount Telescopic Tripo HD Lace Wigs Human Hair Ombre Colored 13X6 Deep Lace Front Human Naruto Uchiha Itachi Hoodie Denim Jacket Akatsuki Anime Sweatshi GSJJ Kitchen Rug Set 2 pcs European Style Washable Nonslip Absor Sickspeed 20 Polished/Green Cap Aluminum Extended 60Mm Locking L ML S HJDY Men's Shirt Other Prints Geometric Print Short Sleeve Outdoor Statue Garden Statue Figurine Garden Ornaments Outdoor G 1938 - 1943 - 1944 Senallie: Sonatas for Solo Violin and Basso Continuo, Book 1
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Compression High Socks-Old Wooden Pier On Sea Dramatic Sky Heavy
1 2 3 4 5 American Shifter 399594 Shifter Kit (4L60 8" E Brake Cable Clevi Sky and Stone Print Adult Beach Towels,Beach Towel - Double Side Roper Gear Part G5-267 Round Kitchen Table Placemats for Dining Table Truck Car Coca Co Personalized Classroom Area Rug with Name Custom Non-Slip Carpet Tiny Chai Symbol Charm - 925 Sterling Silver Life Jewish Hebrew Thumb Screw, Knurl, 10-32x3/4 L, Pk5-7133SSD=.750SL (Pack of 2) Niagara Cutter N61737 Carbide Corner Radius End Mill, Inch, Unco 20 Sẹẹds Rạrẹ Pịnk Bluẹbẹrry Fruịt Trẹẹ Sẹ
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 Fall Is For Family Friends Football Fashionable Computer School ŠÄ“xy DóllŠfórfull Lifē Šizē Big Butt Ṣẹx Dọḷḷ fọr
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Sorry No Hablo Fucktardo Sarcastic Joke Prank Fun Gag Birthday A Garden Bench,Outdoor Benches, Terrace Park Garden Bench Outdoor
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 Lower Control Arms pr dropped CAR-DK8796-1 NoMoreFamous Car Seat Covers of Cover Headrest Protection Cover,
Chapter 13 Neural Nets and Deep Learning PDF Awttmua Custom Photo Wallpaper 3D Stereo Pink Cloud Fantasy Chil Lnteresting, Exciting and StressRelieving Lucky Boxes, Lucky Box
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 SignMission Designer Series Sign - Handicapped Parking - Special 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 Half Round Doormat Floral Vintage Large F 2-Pack Door Floor Mat 7 8 Fleming Ladder Bookcase, Commercial Warranty: No, Shelf Material Front Driver Side Fender Liner Compatible with 07-13 Acura MDX Case for Ipad Pro 12.9 Vector Illustration Abstract Geometric Se Decoration Ornaments for Living Room Praying Girl Figurine Vinta XPS Replacement Battery for JVC GY-HM200, GY-HM600, GY-HM600E PN
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 to EXIT Sign - Brown/White (3 Units) 13 Virus Testing Right (18" X 24") Yard Sign, Quantity Discounts, M
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 XDD with Exquisite Packaging Cover Blanket, Classical Home Soft ZMLZ Swingarm Spools Motorcycle 8MM Stand Screws Swingarm Spools AJ WALLPAPER 3D Grain Pattern 8185 Floor Wallpaper Murals Wall P Rexroth New Aftermarket A10VSO45DFLR/31R-PKC11K68 Hydraulic Pist 5 Pieces Dining Set, Kitchen Table and Chairs with 4 Bar Stools, (12 Pieces) Drawer Knobs Drawer Knob Pull Handle Crystal Glass C Bear Pride Flag Unisxe Water Resistant Backpack Business Backpac (Front Kit)(High-End) 2 Cross-Drilled Disc Brake Rotors + 4 Cera Scarlet Quince UNK016lg Lady with Unicorn: Sense of Sight Counte
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 ARTIEMASTER Let's Eat Taco Burger Bread Fried Chicken Blanket Fl 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Clhhsy Waterproof and Removable Wall Mural Green Tree White Pige Free WiFi (18" X 24") Yard Sign, Quantity Discounts, Multi-Packs ColorRite 0848 Light Gray Metallic K Touch-Up Paint Quart for Ya Turbo TA5126 Turbocharger 454003-0008 500373230 for Iveco Truck 2.25ct Round Cut Halo Pave Solitaire Halo Accent Natural London XIAOLUTIANM Napkin Rings 12Pcs Napkin Ring Turtle Leaf Green Lea CM-0109 Rotor Clip Equivalent External Retaining Ring, Medium Du SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr TOL Cabinet Handle Drawer Knobs Cabinet Handle Knobs for Dresser HUIJK Brown Cow Print Warm Cozy Coral Fleece Throw Blanket Anima
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 TMB Motorsports Universal Rear Trunk Tent Awning for Most SUVs 8pcs Vintage Retro Ceramic Door Knob Wardrobe Cabinet Drawer Pul Floating Shelves Spice Racks with Tableware Holders Aluminum Wal 9 X 12-24 Western Sulphite SFI Open Side Booklet Digi-Clear Vert Riobel RT09LPN 4-piece bidet faucet with integrated vacuum break woyaochudan Rice Storage Container 10KG, Airtight Moistureproof OMIDM Table Clock Fireplace Clock Solid Wood Table Clock Table C Prime Leader Duvet Cover Set Queen Size, Beautiful Snow Mountain Head Case Designs Officially Licensed Desiree Feldmann Botanical
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 315 Pack Beer Bottle Caps Oxygen Absorbing Crowns, Ideal for Hom Promos With Imprint Personalized Circle Window Perf Shade 100 pe ALISALQ 1000 Pieces Wooden Puzzle Decompression Artifact DIY Toy ERA Paints Automotive Touch Up Spray Paint Kit for Saturn SL2 19 ABALACOCO Boys' Casual Coat School Sport Hoodie Fleece Lined Jac Soft and Comfortable Tank Top Womens Tank Tops Casual Kiss Print SSMDYLYM Thick Non Slip Sofa Slipcover Decorative Jacquard Print XiaoG 30A Solar Controller, 12V / 24V Dual USB, PWM Street Light CNCEST 50W Crafts Pyrography Machine Wood Burning Pen Machine 11 YellowMaps Piihonua HI topo map, 1:24000 Scale, 7.5 X 7.5 Minute
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
CHUHUI Men's Swimming Trunks Anime Shorts with Pockets Boys Colo
1 2 3 4 5 Jewels Obsession 14K Yellow Gold Stamped"14K Gold" Bar Saying Pe Fly High SHZBCDN Women Acrylic Shoulder Bag Strap Acrylic Chain Color Chi LXX Adult Sleeping Bags Outdoor Camping Trip Single 4 Seasons Th Solar Fountain Pump, 5W Round Shape Solar Powered Fountain, DC W 8GB (1X8GB) Memory Ram Compatible with Gigabyte MCH37AM, X470 AO LCNING Wig Wigs Orange Ginger Glueless 13X4 Lace Front Human Hai Def-Tones Band Adren-Aline Cat Men's Shorts Pants Casual Comfort Indimization Alarm Clock Sunflower Digital Clock with USB Socket
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 MustMat Non Slip Kitchen Rugs and Mats Cute Leaf Shape Area Rugs Wallpaper Murales 3D Wallpaper Vintage Purple Blue Flower Butter
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Lunarable Maritime Portable Fabric Wardrobe, Numerous Nautical T Nambe Holiday Santa's Sleigh Ornament
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 DEYYA Outdoor Picnic Blanket with Waterproof Backing Washable Fo Erosebridal Kids Lion Fitted Sheet Cute Animal Printed Sheet Set
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: 1Pcs 10W Gun Wireless for Home Repairs DIY Arts Crafts With 10/2 (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 BESPORTBLE Campfire Cooking Stand BBQ Grill Campfire Cooking Equ
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).