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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 Teel Karwa Chauth 7 Pieces Decorative All Pooja Thali Set (Red) 7 8 Rexroth New Aftermarket A10VO71DRG/31R-VRC92N00 Hydraulic Piston Karastan Empress Kirman Black Rug 724 (8'8" x 10'6") LHNGOD Soft Microfiber Trendy Bohemian Round Colorful Mandala Pa Ambesonne Spaceship Portable Fabric Wardrobe, Nursery Pattern Im Handmade Genuine Real Leather Half Camera Case Bag Cover for FUJ
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Seat Cover for Cars Durable Navigation Seat Cover for Universal 13 Solar Ground Light, 16 LED Solar Hexagonal Lights Waterproof Gro
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2660 V4 14-Core Lupovin Intelligent control Sweeping robot smart home rechargeab American Shifter 461562 Shifter Kit (AOD 12" E Brake Cable Clamp Men's Casual Blazer Formal Business Suit Wedding Jackets, Plus S WDMXNZ Bedding Sets 3D Printed White Snow Quilt Set for Childr Elusive Wildlife Kill Light XLR 250 Scanning Light, NO LED Body Shirou Emiya Laptop Backpack aldult teenager Water Resistant Tra Saint-Saens: Introduction Rondo Capriccioso California Palm Trees Summer Sunset Beach Case for iPad 8th Gene
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Serving Breakfast Soon (18" X 24") Yard Sign, Quantity Discounts 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 AURELIOR Caribou Christmas Reindeer Deer Elk Handle Pull, Cabine US Jewels And Gems Ladies 14K Yellow Gold Small 3D Baseball Ball CHAJIJIAO Ultra Slim Case Shockwave Three-in-one Protective Shel Kids Savings Jar for Coins Piggy Bank Cute Piggy Bank Desirable Nike Baby's Bodysuit, Hat and Booties 3 Piece Set DaPlug Steel Hot Dog Marshmallow Roasters - Novelty Women Men Tropical Removable Vinyl Door Wall Mural,Seaside Summer Vacation CASURI Holiday Greeting Card Poster Hurtling Christmas Blanket, Tensabarrier - 890B-33-100-100-STD-NO-P5X-C - beige post, 2" wid Mouse Pads Anime The Boy and The Beast Gaming Computer RGB Large
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Medicine box Aluminum Alloy Household medicine box Medicine outp TYKYDD Gold Rim Ceramics Dinnerware Set Art and Plates Porcelain Funny Game Over 7th Grade Graduation 2019 Unisex Pullover Hoodie QDY Wooden Board Games Chess Set for Adults Chess Set Lightweigh Animation - Rokka No Yusha 3 [Japan DVD] PCBG-52803 Carpet Living Room Round Bedside Blanket Coffee Table Bedroom Ho National Door Company Z000353L Fiberglass Smooth Primed, Left Ha Inori Yuzuriha Large-Capacity Lightweight Printing College Schoo Hanging Swing Garden Armchair Cushion Home Office Armchair Pillo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Women Fifikoj Wall Murals 3D Wallpaper Murals Tv Backdrop Wall Paper f Sikaye Piggy Banks Best Gift for Kids Children Electronic Code L 1.55ct Round Cut Halo Pave Solitaire Split Shank Accent Natural DIY 5D Diamond Painting by Number Kits, Hand of God Diamond Embr YOOSA Pop Up Tent Beach Tent Anti UV Compact Tent, Outdoor Autom Pasargad Carpets Freehand Collection Hand-Knotted Wool Area Rug Genuine Hyundai 89100-4D110-KS6 Cushion Assembly, Right High Flow Air Filter Fits 2006-2009 Honda TRX680FGA FourTrax Rin SYUTZSING African Roots Cool African Woman Flannel Fleece Throw
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
LONSANT Washed Duvet Cover Set,Vintage Pineapple Fruits with Lea
1 2 3 4 5 Corolado Spare Parts, Clutch Sprocket Cover Assembly/Chain Brake Lrady Women Ruffle High Low Asymmetrical Bodycon Peplum Tops Blo Rembrandt Charms Martini Glass Charm, 10K Yellow Gold NJ209MY Nachi Cylindrical Roller Bearing Bronze Cage Japan 45x85 LIMEI-ZEN Adjustable 5 Function Rainfall Water Saving Shower Hea zusme Firestone Walker Brewing Co. Colorful LED Neon Sign Man Ca RG Costumes Women's Diva The Pink Unicorn Cow Print Pattern Case for Ipad 2020 Pro 2rd Generation with Pen Copco Hydra Reusable Tritan Water Bottle with Spill Resistant Li
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 Oxford Cloth Leaf Bag, Tear Resistant Leaves Waste Bag, Waterpro Jewels Obsession Gold Flower Necklace | 14K White Gold Plumeria
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 496518 Shifter Kit (4L60 8" E Brake Cable Clamp XJJZS Black Leather Cigar Case 2 Cigar Sets + Stainless Steel Ci
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 1.85ct Brilliant Emerald Cut Solitaire with accent Aquamarine Bl AYTOYY Cole Swindell Fashion PU Leather Rivet Shoulder Bag Multi
Chapter 13 Neural Nets and Deep Learning PDF RBS Creative Cartoon cat Mug, Home Office Mug, Coffee Cup with l Fur Accents Exotic Pieced Fur - Dark Reddish Brown Fox - Wolf -
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 Window Curtains Drapes Panels River and Trees Under Red Sunset G 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 XXzhang HD Spotting Scope Monocular with Phone Tripod for for Bi 7 8 Genuine OEM 25468-26002 HOSE"A" ASSY-WATER / 2546826002 for sele MPOQZI Car Dashboard Cover Dash Mat,Fit for Toyota Noah Voxy 201 Puccy Privacy Screen Protector Film, Compatible with Dell SE3218 senya Windproof Double Layer Folding Inverted Umbrella, Seamless funwill 8 in 1 Body Massage Shaping Machine Facial Skin Lifting
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 3D Stone 3429 Floor Wallpaper Murals Wall Print Decal AJ WALLPAP 13 American Shifter 487417 Shifter Kit (45RFE 6" E Brake Cable Dips
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Placemat 4/6pcs Woven Placemat Round Non Slip Insulation Coaster 14-6 3/4 x 1 x .035 x 10/14N Band Saw Blade M42 Bi-metal 1 Pcs Parts Drop Drum (OPC) for 013R00676 / 013R00674, Compatible with Accuform MFSD549XP, 14" x 10" Accu-Shield Sign:"Report All Accid ZSMPY Inflatable Cushion Outdoor Tent Sleeping Mat Moisture Pad XUESDJMN King Duvet Cover with 2 Pillowcase 3D Color Animal Tige KLLKR Kids Carpet playmat Rug for Boys Square Road Rug Great for Hail Mary Gifts Pax Vobis Angel Woodcut Rustic Pillow Oulaer Hair Honey Blonde Human Hair Wavy Wigs Transparent Lace F
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Horror Skull Wearable Hooded Blanket Soft Cozy Throw Blanket Cap 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Volvio Linda 0.03 Carat Natural Diamond Pendant Necklace 10K White Gold Round HLWJXS Bathroom Towel Rack Wall Mounted Stainless Steel Towel Sh AVIS Armes À FEU INTERDITES SUR CETTE PROPRIÉTÉ (French) Athlete Mesh Tank Better Bodies Noori Rug Fine Vintage Wesson Grey-Blue/Black Rug, 8'2 x 11'2 Machine Motorcycle Brake Levers, for C-B-R 600 F2 F3 F4 F4i 1991 Society6 Minimalist Mud Cloth Black by Dayone on Wall Hanging Ta ZAVAREA Golf Practice Net, Golf Hitting Nets for Indoor Outdoor, YLSS Outdoor Shading Net 95% Shading Rate Sunblock Shade Netting
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 PN CSWB-750-38-118-4 CUCMP 750k 45DEG 13/32-1-1/8 TUL CSA (Pack 14kt White Gold Round Diamond 3-Piece Bridal Wedding Ring Band S SONGSONG Xhong Store Car Organizer Waterproof Portable Car Stora 100 Pack Satin Nickel Leaf 1-1/4" (32mm) Diameter Kitchen Cabine 5D DIY Diamond Painting Kits Full Drill Money Tree 100x200cm/40x XZGDEN Hair Replacement Wig, Wig 4x4 Lace Front Loop Hair Brazil AI A-186654M1 Upper Radiator Hose AI A-827930M1 AI A-827930M1 COLORSUM 2 Piece Anti Fatigue Kitchen Mat Set Watercolor Gradien soup spoon Irregular Shaped Hand-pulled Irregular Soup Spoon Han
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 QIANXIMY Socks 5 Pairs/Lot Socks Cute Cartoons Soft Cotton Socks MOMO Tuner Black 350mm (13.78 Inches) Leather Steering Wheel w/B Area Rug Set 2 Pieces Non-Slip Doormat Kitchen Mats, Valentine's Desi Karigar Mini D-Base Red Glass Hookah - 12 inch ZZL Toothbrush for Kids Toothbrushes Kids Electric Toothbrush Re Drillco Nitro Series 350N 7/16" X 4 1/2" Black and Gold Oxide HS Chunky Giant Knit Throw Handmade Bulky Knitting Yarn Blanket Dec Pbldb Custom Any Size Mural Wallpaper 3D Stereo Cave Stone Wall MAPM Premium HR-V 16-16 TAIL LAMP LH, Outer, Assembly Society6 Black Daps On White by Art by Simplicity of Life on Wat
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
WERTYU Casino Poker Chip Heavyweight 14-Gram Clay Composite – Pa
1 2 3 4 5 haieshop Underwear Storage Boxes Cosmetics Storage Box Multifunc 5D Diamond Painting Kits Full Drill for Adults Kids UK Flowers C DVD "Karin, Daughter of Ingmar" (1920) Victor Sjöström, Swedish ZHEYANG Binoculars for Adults 10x25 Compact HD Binoculars for Ad Prong-Set Diamond Star Pendant (1.3mm Diamond) Bloodwork Placebo Effect - 2 Seperate DVDs - Action Adventur Men Genuine Cowhide Leather Square Toe Western Cowboy Boots ZOANEN Car Side Window Sunshades 4pcs,Pastel Colored Cupcakes an ZCXBHD Hand Knitted Blanket Chunky Throw Blanket Soft Pet Bed Ch
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 ELECTROMATIC 5100532 10 ADC, Discontinued by Manufacturer, Ammet YUBIN PVC Water Resistant Tablecloth Transparent Table mat Soft
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Personalized When You Believe Heaven Love Golden Retriever Quilt AAAbrasives 4x2x5/8, 60 A/O, Unmounted Flap Wheel Cl 10 Pcs/Pack
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 SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr Us Casual Backpack,Outdoor Hiking Daypacks Laptop School Bags fo
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: 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal (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 Drillco Nitro Series 350N 31/64" X 4 7/8" Black and Gold Oxide H
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).