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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 Anime Saint Seiya Folding Stool,Portable Chair Folding Camping S 7 8 Vintage Geometric Pink Heriz Oriental Area Rug Wool Hand-Knotted Patio Umbrella Base, Round Shape Removable Load-Bearing Patio Um COLORSUM 2 Piece Non Slip Kitchen Mat Set Farmers Market Thanksg SRQOESFF Headband Women Solid Color Dot Hair Band Knot Elastic S Roostery Spoonflower Tablecloth, Patchwork Chicken Farm Print, C
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 14K White Gold Emerald Diamond Bridal Wedding Ring Band Set 3/4 13 Owill-home Foot Warmer for Women, Electric Feet Warmers for Adul
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 5D Diamond Painting Kits Full Drill Cross Stitch Embroidery Art Hatsuharu Sohma Large-Capacity Lightweight Printing College Scho Shenghengyu Dark Blue 3pieces of Bedding Sets — 1 Double Bed Cov ZXDHNS Wall Murals XXXXL - Christmas Light Pattern Self-Adhesive WXSM for D-ucati 695 696 796 400 620/M620 7/8''22mm CNC Motorbik Now Open (Red Yellow) King Windless Feather Flag Sign Kit with Air Filter Fits 1995 BMW R1100RT Unknown1 Futon Cover Black/Grey 70" X 80" Multi Color Solid Clas Wrong Side of the Room
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Roxy Juniors All This Is That Sweater 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Party King Clowning Around Women's Costume Solid 14K White Gold Curved Notched Wedding Band for 5mm Cushion Shaving Soap, Men's Handmade Beard Shaving Soap Cream Foaming Mo Verified by SanFlash Ultra SanDisk 64GB Works for Samsung SM-N98 U11P14MS7A3-57A611 Nidec 13.6V 0.23A Refrigerator Fan LICLIN-HS Coffee Table Tablecloth Retro Home Square Table Round PT Auto Warehouse HH-FO6747-RH - Hood Hinge - Right Passenger Si 1.96ct Brilliant Round Cut Solitaire Natural Deep Pomegranate Da Colorful Floral Tulips 3 Pcs Bedding Duvet Cover Lightweight Com PORCLAY Ladies Black Pointed Toe High Boots Patent Leather Over
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Staedtler Marsmatic 707 1.00 mm (Tungsten) - Vintage very rare t Replacement 5FT Patio String Lighting Vintage Globe Bulbs White Simple And Cool Wall Lamp Table Lamps Wall Lamp Sconce Light Bra NYDZDM Step Stool, Two-Step Ladder Multi-Function Shoe Stool Chi Wall-mounted dry food dispenser with Lid Kitchen Food Grain Rice Decal Stickers Multiple Sizes Hockey Camp Red Blue Industrial Vi EZON-CH Decoration Quilted Bedspread Coverlet Fashion for Bedroo XUXUWA Body Scale Scales, Household Electronic Scales, Human Sca Pro Video Stabilizing Handle Grip for: Konica Minolta DiMAGE G60
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ATE Pro. USA 10922 Chain Wrench, Ratchet, 20" SCKJ Compatible with Front Bumper Black BAR Upper Pad Valance Mo KUAIE Black Outdoor Round Canopy Day Bed Sofa Cover Heavy Duty W GEMZ Natural 8-9 mm Ruby Zoisite Axe Shape Faceted briollete Bea High Pressure Automatic Multi-Angle Rinser Stainless Steel Cup W 2Pcs Rear Tailgate Lift Supports Spring Struts Compatible with B Chic Lovely Bathroom Wall Mounted Mirror Home Makeup Mirrored Li CLOB Compatible Universal Tilt Ceiling Mount for PANASONIC proje Goodman 2.5 TON 14.5 SEER Air Conditioner Bundle with Furnace (G Ochoos 0.04mm Diameter high-Purity Tungsten Filament Tungsten Wi
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Stoptech Performance Front and Rear Brake Pads Compatible for 20
1 2 3 4 5 MSI 32" Full HD RGB LED Non-Glare Super Narrow Bezel 1ms HDR Rea SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 2.4GHz 10-Cor Verified by SanFlash Ultra SanDisk 1TB Works for Videocon V1521 XHJTD Wallet,Female Wallet Vintage Fashion Women Wallets Genuine CyCoShower Doormats Super Soft Leather Rugs Thanksgiving Day Hap YJDCX Comforter Set King,Cute Tribal Girl Print Comforter Set Co Soup Ladle Stainless Steel Multipurpose Scoop Spoon Ladle with S American Shifter 387986 Shifter Kit (TH350 23 Swan E Brake Trim Burgers Glass neon Sign #10670 Made in USA
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 JL7025446 : FILTER - AIR FOR JLG AERIAL LIFT PARTS Dr. ColorChip Squirt-n-Squeegee Automobile Touch-Up Paint Kit, C
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 AI - Belt (1970-1972). PART NO: A-855403 Plutus Brands Natural Wood Finish Wood Reindeer (Set of 3)
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 Garden Angel Statue, Flower Fairy Resin Crafts Sculpture Model O Leylor Wall Hanging Storage Rack - Wall Hanging Storage Rack Eur
Chapter 13 Neural Nets and Deep Learning PDF 1.25 Ctw 14K White Gold Classic Simple Single Row Side Stone GIA Rexroth New Aftermarket A10VO45DFLR/31R-PKC12K40 Hydraulic Pisto
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 Raisin the Rent 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 Clhhsy Waterproof and Removable Large Custom Mural Wallpaper 3D 7 8 NMC SPC26RB, OSHA Sign (Pack of 25 pcs) ZHYYDS Skates Roller ,Light Up Wheels Stylish Quad Skates, Fla Probrico(10 Pack) Passage Door Knobs and (1 Pack) Dummy Door Kno Dry Photo Paper, Premium Instant, 36 quot;x100 #39;, 10.3mil, Gl Plier Family American Gift Coffee Mug
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ECCO Women's Biom Hybrid Hydromax Water-Resistant Golf Shoe 13 Genuine Natural Green Emerald Ring, White Gold Plated Silver Rin
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Custom Car Floor Mats for Subaru XV 2011-2017, 2018-2019 Luxury Now Hiring Inquire Inside (18" X 24") Yard Sign, Quantity Discou Just the Way You Are - 11x17 Framed Soundwave print SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 2.4GHz 10-Cor American Shifter 371492 Shifter Kit (AOD 16" E Brake Cable Clevi Artiflex, Non-Woven Padding Bandage, 15cmx3m (5.98220 x3.3yds.), XYSQWZ Large Portable Laundry Basket Household Rattan Dirty Hamp CST/berger 19-202SC MagnaTrak 202 Series Magnetic Locator with E Hot Water Bottle LIU- Microwave Heating Silicone Bag, Hot Cold
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Platinum 6x4mm Emerald Peridot 1/5 CTW Diamond 16" Necklace 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 American Touch Up | Automotive Touch Up Paint for 2003-2017 Hond Paint Spray Gun Extension Rod Feed Paint Spray Gun Holder Stand HIZLJJ Kitchen Utensil Set, Cook Utensil Set Silicone Cooking Ut Enjoyyouselves European Retro Stainless Steel Black Double Towel Synvy Privacy Screen Protector, Compatible with HP V24b 23.6" Di nologo Solar Powered Water Fountain Pump Panel Kit for Pool Gard Bathtub Mounted Safety Polished Finish Grab Bar, Wall-Mounted No RONGKIM Men's Slim Fit Casual Flat-Front Dress Separate Pants Ca Hallowell - DRHCL4848PT - Steel Shelf, Overall Width: 48 in, Ove IGI Certified Platinum 4-Prong Basket Princess-Cut Diamond Penda
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Battery Replacement for L16C2PB1 IdeaPad320-17AST(80XW006MGE),Id American Shifter 434565 Shifter Kit (4L60E 23 Swan Trim Kit CHR Solid 925 Sterling Silver 24mm Enameled and Diamond-Cut Grandma ZHZH Garden Bench,Outdoor Benches, Outdoor Cast Iron Park Bench, Anntool Thanksgiving Fall Shower Curtain for Bathroom, Faded Map Queenker 3 Pieces Bath Rug Set Toilet Seat Cover Tropical Fruit Diamond Painting by Number Kits Lake Tree 80x220cm Full Drill La French Press Coffee Tea Maker, Washable Stainless Steel Filter S Vintage Inspired Solitaire Oval Aquamarine Pendant (10x8mm Aquam
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Premium Plus Washer Reservoir Compatible with 2009-2013 Toyota C SOTTAE 4 Light Black Metal Farmhouse Cage Lantern Foyer Pendant SSBY Compatible Drum Unit Replacement for Canon NPG51 GPR35 C EX Thread Forming Screws 6-32 X 3/8 (Pack of 15000) Verified by SanFlash Ultra SanDisk 64GB Works for Asus PadFone X Vernacular NoEnName_NulNew Rear Sunroof Shade Handle 4L0898924 B Chinese Travel Tea Set Ceramic, Mini Teapot and Tea Cups Set wit Replacement Parts for Huq Recoil Pull Starter Start for Honda Gx School Backpack,School Bag Student Stylish Laptop Book Bag Rucks ZHANGYUGE Murals,Custom 4D Wallpaper Cartoon Clouds Stars Castle
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
OMING Socks Autumn Winter Baby Girls Socks Newborn Animal Baby S
1 2 3 4 5 Rose Gold bow tie for kid |Rose Gold pre-tied bow tie | Christma JAPANESE ADULT CONTENT (Pixelated) [Mature woman voyeur] A frust American Shifter 411041 Shifter Kit (45RFE 12" E Brake Cable Tri GOG Freak Boremaster Insert Kit - Aluminum - Soft Case 1.9ct Brilliant Heart Cut Solitaire Natural Royal Blue Ideal VVS Motorcycle Clutch Brake Lever for CBR1000F CBR 1000 F SC24 1993 7 Speed Folding Bike for Adults, Women, Men, Rear Carry Rack, Fr White Daisy Leather Placemat Heat Resistant Placemat for for Kit XIXIDIAN Bone Conduction Headphones,IPX8 Sweatproof Bluetooth 5.
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 8"X16"/ 20X40 cm Rustic Wall Decor Wood Home Sign, I'm A Customs Kanworse Wallpaper Canvas Print Houston Texas Skyline with Moon
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Greday Anti Fatigue Set of 2 Kitchen Rug Sets American Stripe St Clit Cook Ring Clitoris Stimulation Portable Stimulating Clit Vi
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 AAAbrasives 4-1/2" Abrasive Flap Disc Standard, T-27Flat, Phenol Shoulder Bags Fashion Classic women shoulder messenger bag large
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: DALIBAI American Pastoral Style Couch Cover Geometrical Pattern (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 Photo to Custom DIY Paint by Numbers for Adults,Your Own Private
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).