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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 XiupzI Paddle Shifters Car Shift Paddles DSG Extension For VW Pa 7 8 1.94ct Oval Baguette cut 3 stone Solitaire with Accent Turquoise YLB Women Fashion Bracelet Compatible with Versa 2 / Versa/Versa Kastar 3-Pack CGR-D28 Battery and LCD AC Charger Compatible with Diamond Art Kits,Diamond Painting Flowers andBirds,5d Diamond Pa Jewels Obsession Gold Alaska Necklace | 14K White Gold Alaska Pe
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VO45DRG/31L-VWC61K05 Hydraulic Piston 13 100 Sheets 8.5x11Double Sided Matte Inkjet Printer Photo Photo p
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Pallet Caddy with Wheels, Round Metal Plant Pot Trolley Large Pl Round Shape Created Tanzanite 14k Black Gold Plated 925 Sterling 16 oz Stainless Steel Coffee Tumbler - Clemson Tigers Meltset M Waxing Kit for Painless Hair Removal with 10 Large App Kingston Canvas Go! 512GB SDXC Class 10 SD Memory Card UHS-I 90M Bishilin Yellow Gold Ring 750 Women Men Real Band Ring, Corolla Engine Motor Transmission Mount Set 3pc For 2011-2018 For Must Rareelectrical NEW 9T STARTER COMPATIBLE WITH DODGE CHALLENGER 1 SignMission Designer Series Sign - No Parking Permitted on Cross
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 QTHAIR 12A Grade Brazilian Straight Human Hair Bundles with Clos 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 TANKKWEQ Modern Meter Box Decorative Painting Sculpture Painting Bigfoot Believe Sasquatch Adult Classic Short Pants Men Short Pa XIANYUNDIAN Extension Pole Plus Selfie Stick Tripod Phone Mount KUANGQIANWEI Air Flow Sensor MAF Mass Air Flow Sensor for Chery HPS Red 3-ply Reinforced Silicone Radiator + Heater Coolant Hose Full Duvet Cover with Zipper Closure  Corner Ties, 4 Pcs Beddin Black Tilting Wall Mount Bracket for Mitsubishi LT-52233 LCD inc UJHNM Decor Sculpturesstatue Figurines Cast Iron Boy and Cat Hom Cockringfor Vibrant Men's Exercise 9 Vibrating Modes Exercise Ri Auto-Siphon, Auto Siphon Racking Cane for Beer Wine Bucket Carbo
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 AURELIOR Cartoon Unicorn Handle Pull, Cabinet Handles and Drawer LHY Hose Hanger Cast Iron Heavy Duty Garden Hose Holder - Decora PANYFDD Modern Metal White Hotel Lobby Home Balcony Storage Buck Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2650v3 20-Core 2.30 GH Mellyhan Commercial French Fry Cutter, Potatoes Cutter,With 3 Of Thxbye Laundry Basket with Cover Portable Double Lattice Laundry Genuine OEM 58101-E8A00 PAD KIT-FRONT DISC BRAKE / 58101E8A00 fo (Pack of 15) SORAA 18.5W LED PAR30L GU24 2700K Vivid 25° DIM 930 Chairs stools Rechargeable Intelligent 16 RGB Colour Changing Le
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VSO71DRG/31L-PPA62N00 Hydraulic Pisto WUYUESUN Modren Round Crystal Chandelier Lighting Lustre Cristal SPNEC Electric Foot Grinder for Removing Dead Skin and Calluses 20 Purple/Neo Chrome Capped Extended 60Mm Locking Lug Nuts Wheel mds Pack of 100 Spandex Chair Sashes Bow sash Elastic Chair Band YNFNGXU Synthetic Artificial Turf Lawn 15mm Pile High Special Ho Plant Habitats Around the World Bykas Dirt Bike Spoke Wraps Neon Pink for Yamaha XT350 1985-2000 0 Ralph Lauren Purple Label Mens Cashmere Italy Tie Green Nav Worldwide Lighting CP431CG14 Ceiling-Pendant-fixtures, Small, Go
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DBS UK Desk Lamps Lamp New Chinese Style Plum Bottle Ceramic Tab
1 2 3 4 5 XRSM for S-uzuki Motorcycle ATV Dirt Bike 22MM 28MM Handguard Ha Danner Manufacturing, Inc. 03810 Danner Home Collection Adore Me CHUNSHENN High Pressure Shower Head,Low Water Pressure Boosting Rexroth New Aftermarket A10VO45DFR/31R-PUC11K52 Hydraulic Piston Puccy Privacy Screen Protector Film, compatible with PHILIPS 242 Caltric Drive Chain and Sprockets Kit Compatible with Suzuki GSX 1/2 CT Rhodolite Ring for Women, 1/4 CT HI-SI Diamond Engagement Abaodam Sports Equipment Fitness Equipment Pull Up Bar Tool Stre Sumbee Elevated Cat Food Bowls, Plastic Raised Small Dog Bowl, C
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 14k Yellow Gold 7 station 2mm Diamond I1 H+ 0.25 Carat 24 Inch P CRTTRC Cartoon Animal cat Horse Crocodile Skull Waterproof Linen
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Monroda 3 Piece Luxury Bedding Set- Zipper Closure Corner Ties Davitu Remote Controls - ORIGINAL For 730709-001 693569-001 MSA
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 Pacific Giftware Under The Sea Mermaid with Shell Potpourri JEVCLED T8 T10 T12 4FT LED Bulb High Brightness Fluorescent Lamp
Chapter 13 Neural Nets and Deep Learning PDF xbwy Mural Wall Papers Birch Forest Natural Landscape Photo Wall QWERTYUKJ Chunky Blanket Knit Throw Contemporary Decorative for
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 WXQ-XQ Stools Bath Stool AntiSlip Shower Seat Stool Foldable Wal 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 Addon-Networking SFP Mini-GBIC Transceiver Module, LC Single Mod 7 8 aihanbaihuodian Wigs Cosplay European and Wig Half Hand Hook Hea Replacement For Subaru Brz Year 2013 Front Side Marker Light By Contemporary 8-1/8-inch Key Shape Design Stainless Steel Finish Portable Decor Clip On Side Table Tray for Zero Gravity Sun Loun ADKHF Summer Ice Sleeve Ice Silk Outdoor Cycling Long Finger Ice
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 DINGXUEMEI XUEMEI Phone Replacement Parts Repair and Replacement 13 Women's One Piece Flounce Swimsuit Off Shoulder Swimdress Tropic
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 t clitorals Sucking Toys clitorals Toys for Women Licking and Su YHQKJ Metal Wall Clock,Living Room Bedroom Clocks,Mute Waterproo Nail Burr Pedicure Set, 35000 Rpm Professional Electric Grinder Female Rabbit Toys with 9 Speeds Thrust Tongue Stimulator Toy Su BRLUCKY Home Artisasset Painted Round 4 in1 Plant Stand Shelves 14kt White Gold 1/10 CTW Diamond Heart 18" Necklace Round 3-Stone Gemstone and Diamond Halo Pendant in 18kt White Go LED 18650 Flashlights - Sofirn SD02 XPL 1050Lumens 5Modes IPX8 D Handao-US Car Seat Covers for Skoda Octavia A7 2-seat Full Set A
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Niteangel Tunnel Hamster Hammock for Small Animals, Tunnel Tube 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Retro Absorbent Coasters 6-Piece Set with Holder, Ceramic Coaste Kingston GO! Plus Works for Sony H3123 512GB MicroSDXC Canvas Ca jinyi Desk lamp/Bedside Table lamp Living Room and Bedroom Night American Shifter 389634 Shifter Kit (727 6" E Brake Trim Kit Dip 5/8” X 3/8” (D X H) Rubber Feet W/ Steel Washer for Electronic Zjxxm Custom Wall Wallpaper Abstract Line Geometry Background Wa Railroad Jerk Movie Theater Half Round Front Door Mat, Clapper Board, 18" x 30 DIY 5D Diamond Painting by Number Kit,Full Drill Seaside Beach(8 Garage-Pro Tail Light Assembly Compatible with 2013-2017 Chevrol
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Unknown1 Gold Metal Traditional Storage Basket 20 X 11 10 Yellow LIMEI-ZEN Toothbrush Holder Toothbrush Holder Wall Mount No Dril M6 x 1.00 x 16 Coarse Thread JIS B1111 Machine Screw Phillips Pa ERA Paints Automotive Touch Up Spray Paint Kit for Land Rover Di 1/2 Ct Certified 2mm Tourmaline Alternating Gold Ring, 0.36 Ct D Society6 Come and Be Made New, Let Morning Light Change You. by Haynes Publications, Inc. 68020 Repair Manual Deva Path Yahiko and Paper Ninjutsu Konan Laptop Backpack for Bo LTEFTLFL Hammock Cage Car Copilot Seat Pet Mat Bag Travel Seat D
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 American Shifter 373675 Shifter Kit (700R4 16" E Brake Dipstick LEHMRESIPAGBPR Area Rugs Art Deco Graphic Background Seamless Bl Foo Fighters Women's Bolt Logo Jr Satin Jacket Jacket Red Horror Tattoo Furniture Handles Drawer Handles Hardware Gift for MOVTBA Folding Stool Portable Fishing Chair Tropical Nature Anim zxb-shop Home Floor Lamp Floor Lamp with Side Reading Light,64 I For 1978-1980 Dodge D200, B300 R1 Concepts eLine Front Black Dri JTKDL Desk Pad Large Mouse Pad Game Mouse Pad Computer Office An Astronaut RGB Illumination LED Mousepad Computer Mouse Mat Gamep KAROLA Table Runner and Placemats Set of 4 Nautical Beach Seashe
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
VIPMOTOZ For 1994-2004 Chevy S10 Pickup GMC Sonoma Truck Chrome
1 2 3 4 5 Blue Jellyfish Case for Ipad Pro 12.9 in Case 4th Gen 2020 Table Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitchen Mat Are XIAOHUKK 3D Paper Peeling and Pasting Self-Adhesive Wallpaper No Custom Vinyl Banner Multiple Sizes Rent Me #1 Outdoor Advertisin 14k Polished Fancy Link Adjustable Bracelet Jewelry Gifts for Wo Veri SanDisk Ultra 512GB MicroSDXC Works for Honor Play by SanFl UGG Men's Neumel Chukka Boot C810dn Original Code Color Drum Stand Compatible with OKI C810DN Verified by SanFlash Ultra SanDisk 1TB Works for LG E450 MicroSD
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 ACCL 6Ft Cat6A UTP Ethernet Network Booted Cable Yellow, 10 Pack 10 Pieces/Pack 1/2/5/10mL Glass Transparent/Brown Volumetric Fla
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 As-hni-KKO Fashion Travel Notebook Backpack, 3D Printing Handbag 1.72ct Heart Cut Solitaire with Accent Halo split shank Stunning
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 Lucky Layla Farms, Yogurt Drinkable Blackberry, 8 Fl Oz Piano Pedal Extenders Bench,Adjustable Height Piano Foot Pedal E
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: Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for Lenovo ThinkPad L5 (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 Valentina Designer Tablecloths - Decorative Tablecloths for Wedd
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).