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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 American Shifter 424612 Shifter Kit (904 23" E Brake Trim Kit Di 7 8 LYRR 8in 360° Swivel Wall Mounted Makeup Mirror Double-Sided Bat Replacement For Honda Pilot Year 2003 Parking Light By Technical Bundle - 9 Items: System 3 ST-5 Black 14" Wheels 28" Liberty Tir MERSHAO Automatic Bean to Cup Coffee Machine, Espresso and Cappu LTtie Sofa Slipcover Blue Cool Wolf Moon Chair Sofa Covers Washa
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with N 13 WODENINEK Faux Rabbit Fur Area Rug,for Living Room Stain-Resista
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Totetastic Personalized Garden Blooming with Love Vertical Flowe Tavik Women's Chloe Moderate Bottom - Print - Fresh Seeds - Dames Rocket Hesperis Matronalis - 100,000 Bulk Se Carpe Diem Hardware 28752851-9 in The Garden Rose Leaf Knob wi KD Kanopy PS25B Party Shade Steel Frame Indoor/Outdoor Portable Wwenli Electric Fan, Summer Fashion Simple Electric Fan, USB Fan ZHDDM Folding Picnic Table, Height Adjustable,Portable and Light DIY 5D Diamond Painting by Number Kits, Plum Blossom Magpie Diam MLHlover Cartoon Dolphin Tropical Fish 16 inch Laptop Shoulder B
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 LXDZXY Towel Shelfs,Towel Rails Chrome 3-Tier Bath Towel Rack wi 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 SignMission Designer Series Sign - Pavement Stencil Please Walk University of Illinois Fighting Illini Orange and Blue Block I L Manitu Home Women's Slippers Mule Patio Paradise 19'' Sempreverde Geeen Ball Boxwood 1 Piece Faux Stay Bokuno Yuutsu Centric 141.39525 Semi Loaded Caliper Jewels Obsession Gold Turtles Necklace | 14K White Gold Turtles CAB-T3E3-RF-BNC-F-35 Saint Bernard w/Rough Coat Sports Car Doogie Collectable Figurin Disco Fox, Vol. 1
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 XStyles18 Unisex Wilhelm II Hawaiian Shirts, Hawaiian Shirts, Ha 4 Piece Shower Curtain Sets Halloween Party Zombies Chase Baby S Velvet Accent Club Chair Reclining with Ottoman Footrest, Uphols BULBS 4X R7S 50W 118mm LED Cold White 6000K 500W Double Ended Co BD-24811 DIY Beads 15.5"/Strand Large Size Silvers Titanium Raw ArneCase Bathroom Shower Curtain Sets Waterproof Shower Curtain Ochoos 100pcs Bearing HK3516 HK354216 Drawn Cup Type Needle Roll Fun World Costumes Women's Brilliant Butterfly Adult Costume SMLZV Boss Chair, Office Chair Mid-Back Black Mesh Chair Swivel
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Framed Islamic Wall Art EID OR Housewarming Gift Ayat Ul Kursi,A Sunset at Minot's Ledge Light Framed Print (8x10 Giclee Poster, MS UNPAINTED FRP Front Body Kit Bumper with LED DRL Kit for Hyu Clara Pucci 3.6 ct Asscher Baguette cut 3 stone Solitaire Accent Charles Leonard Pocket Style Dry Erase Markers, Bullet Tip, Asso WYJ Giant Knit Blanket Knitted Throw Blanket for Sofa,Handmade K Today's Character Resin Desktop Decoration, Cute Angel Statue De Golden Store US - I Love Pugs - Hawaiian Shirts, Hawaiian Shirts Portable Heating Foot Warmer for Women and Men Cute Animal Print Left Tail Light Assembly fits Mercedes-Benz CL500 CL55 AMG CL65
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Bellaterra Home 9905-M-NL Rectangular frame mirror-solid fir-nat
1 2 3 4 5 Diamond2Deal Leslie's Sterling Silver Rhodium-Plated Tassel Neck DHHZRKJ Outdoor Duck Sculpture, Burden and Back Basket Duck Stat East-West Bezel-Set Emerald-Cut Rose Quartz Pendant (9x7mm Rose WZCUICAN 6Pcs Multi Colour Ceramic Drawer Knobs and Pulls Cerami HMBB 11PCS Silicone Cooking Utensils Set Heat Resistant Cooking Allied Brass PG-24CG Pacific Grove Collection Recessed Groovy Ac 3D Silk Wallpaper Lavender Field Blue Sky and White Clouds Scene Hand Guards Dirt Bike Handguards Universal Motorcycle Hand Guard CL-0337 Rotor Clip Equivalent External Retaining Ring, Light Dut
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 Unicorn My Summer Bikini Body Wasnt Ready But My Fall Sweater Bo Back Support Fine Back Brace Posture Corrector Spinal Support fo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Home Decor Desktop Storage Rack Moon Shape Ornaments Storage Rac (50) 1/4"-20x4" Carriage Bolts (GRADE 5) - Zinc
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 Safe Water-Filled Hot Water Bottle Durable Hot Water Bag Reusabl AIKENING Unisex Steering Wheel Cover Hand Drawn Illustration Bea
Chapter 13 Neural Nets and Deep Learning PDF RAINBOWLINENS Luxury 650 Thread Count Egyptian Cotton Classic Ta (4”x5”) Matte White Shipping / Sticker Label, Laser/Inkjet Print
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 Condiment bottles Glass Oil Bottle Large Leakage Oil Bottle Hous 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 Vintage Style Aquamarine Pendant with Diamond Halo (8x6mm Aquama 7 8 Boar Bristle Beard Mustache Brush - Beard Brush for Men Perfec HES 18103727 310 3 1 Folger Adam Electric Strikes, Grade 1, Latc American Shifter 447193 Shifter Kit (FMX 8" E Brake Cable Trim K QIANGU Patio Chaise Lounger Cushion Indoor Outdoor Chaise Lounge Synthetic Hair Wig Human Hair Wig Lace Front Human Hair Wig Clos
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Catherine Malandrino Women\'s Slip-On Loafer, Gold, 8.5 B(M) US' 13 SignMission Designer Series Sign - Welcome Valet Parking | Black
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 GR-Furniture Total Pushup with Non-Slip, Multi-Functional for Ro MUSEDAY 4 Pieces Duvet Cover Bedding SetHappy Valentine's Day Ca Europe Wall Paper Venice Scenery Photo Wallpaper Mural Living Ro YZPTD European Square Outdoor Waterproof Aluminum Pillar Light A Brady People ID 5705-3575, Nickel-Plated Steel U Thumb-Grip Clip (1500pcs) 3/8"-16x3/4",(FT) Square Head Set Screw, Flat Point, C Desk Lamps Lamp Shade Cloth Blue Red Blue Prints and Gold Tassel TE Connectivity Part Number 103961-4 Wuyuana Carpet Eco-Friendly Carpet Living Room Carpet Large Rugs
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 New Gladiolus Water Fairy FAE by The Lagoon Statue Figurine Fair 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 MagiDeal 1pc Buffer Bluetooth 5.0 6J5 Tube Preamplifier with Tre May Birthstone - 3.24 CT Emerald Earrings/Necklaces/Jewelry Set Wallpaper Sticker Wallpaper 3D Mural Minimalistic Dandelion Flyi Womens Cute Sweatshirts Skateboarding Frog Casual Patchwork Long WEIDA Cute Puppy Piggy Bank/Children's Toy Piggy Bank/Boys and G Honeydew Intimates Women's Star Seeker Lounge Set 1-3 Carat 14K White Gold GIA Certified Round Cut Diamond Earring Home of  Shar Pei Dogs Playing Poker Shower Curtain Bath Mat C HLLNME Non Woven Weed Barrier Fabric Landscape, Heavy Non-Woven Sempre Sempre
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Dead Kennedys Ipad 2020 Pro Pen Slot Protective Cover, Automatic XDCGG Steering Wheel Cover Panda Lying On Crescent Moon Sketch M Abstract Portrait Of a Roaring Colorful Leopard Insulated Cooler Ladies Fancy Dress Enlightening The World USA New York Statue of JIE KE Post Lights Patio Fence Pillar Light Outdoor IP54 Waterpr SignMission Designer Series Sign - Reserved Parking Sign Private 14k Yellow Gold Polished Engravable Holds 2 photos Sentiment on Magnolia Brush 2924 Concrete Finishers Brushes Women Sexy Toyes Electric 7 Modes Thrust Powerful Retractable Vi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 MU1319X Linkbelt New Cylindrical Roller Bearing Italian Oregano from Pantelleria, Sicily - Jar, 90g / 3.17oz Doin the Voom Voom Diamond Chevron Pendant in 14k White Gold (1/3 cttw) New 3 Replacement Belt Set for Sansui SD-7000 SD 7000 Main, Coun Unskrl Hookah Set, Hookah Shisha Set, Creative Design Smoke Shis American Shifter 431029 Shifter Kit (PG 23" E Brake Cable Clevis For Kia Sedona 2002 2003 Complete Fuel Pump Assembly - BuyAutoPa DIYAH 4D Black Carbon Fiber Vinyl Wrap Sticker Air Release Bubbl Digital kit for Adult Digital Beginners with Brush and Acrylic P
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Intel Core i9-9900 Desktop Processor 8 Cores up to 5.0GHz LGA115
1 2 3 4 5 Standard Abrasives 877021, Unitized Mounted Point, W163, 1/4 x 1 Diamond Painting Kits Large 5D Diamond Art Full Kits Crystal Rhi DSQK Figurines Showpiece Animal Decorations Home Study Living Ro Head Case Designs Officially Licensed Emoji Branches Birds Leath SUNDAY HOME 2 Tier Monitor Stand Riser with Organizer Drawer, De Shaved ICE (18" x 24") Yard Sign, Quantity Discounts, Multi-Pack Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4640 v Women's Leather Sandals Comfort Slippers Ladies Slip-on Platform Minimalist 1.50 Carat Emerald Cut Morganite And Diamond Moissani
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 Walker Reid Mens Cotton Nightshirt Navy Red Striped Classic Ni Oxeely Brazilian Long Silky Straight Lace Front Wig with Baby Ha
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 One 163-3361 12 Volt Starter Motor Gp Fits CAT 257B 1633361 DNP W110 General Purpose Wax Black Thermal Barcode Ribbons (3.15
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 New Pack of 1000 Pcs 10-24 x 3/8" inch Slotted Oval Head Machine Set of 3, 12V 7.2Ah F2 Sealed Lead Acid Replacement Battery 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: PIEPLE Rectangle Durable Tablecloth Cover Wrinkle Shrink Proof T (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 TFXDBZ Microfiber Beach Towels Color Dragonfly Print 78.74x39.37
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).