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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 Logitech G560 LIGHTSYNC PC Gaming Speakers with Game Driven RGB 7 8 LU-CA Backpack School Bags Insulated Cold Lunch Bag Lunch Box St 14.3" Laptop Backpack For women,College,School Dayparks,Abstra 2 Live Plants Orchịd Mạclẹllạnạrạ Yẹllow Stạr ‘G 1500-H-L1-S9-N4X-M BW 1500H - B/W Level Relay Veri SanDisk Ultra 512GB MicroSDXC Works for HTC 8XT by SanFlash
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 TTKK TENGKEJPN High-Waist A-line Skirt Women's Striped Stitching 13 Noctua NH-L9x65 SE-AM4, Premium Low-Profile CPU Cooler with 92mm
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Handsome Pills Multivitamin to Support Hair, Skin and Nails Rosie 25 Cent Kisses Shar Pei Dog Blanket - Multicolor Fluffy Wa Solitaire Necklace and Earrings, Bezel Set Jewelry, Minimal Jewe Rexroth New Aftermarket A10VSO45DFR1/31L-PPC12K04 Hydraulic Pist Bulletin Boards Tiles AoYanQi Hexagon Felt Cork Board Wall Stick Portable Cordless Electric Hot Melt Glue Pen Gluer Type-C Rechar WXYNT Bamboo Root Carving Bowl Fruit Plate Living Room Household coir doormats for outdoor non slip Environmentally Friendly Non- YHKJ 12V 100-1000Ah LiFePO4 ​Battery Water Proof 1500 Cycles R
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Dazzlingrock Collection 0.51 Carat (ctw) Princess Diamond Bridal 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 3pcs Foldable Underwear Drawer Organizer Closet Dividers for Soc Anima Mundi Air Dam Deflector Lower Valance Apron Front Compatible with Chev The Best of Van Morrison for Scania Torpedo Tractor for Mussche Peter 69021X 1/50 DIECAST Nomads Loom Modern Beni Sublime Creature Clouds Office Swivel Chair Mat Multi-Purpose Ch Musique de Chambre Land Before Time (Tv) Amazing Adventures 1.25" Plossl Telescope Eyepiece Set,4/10/25mm Eyepiece + 2X Barl
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 YUMEIGE Cosmetic Storage Box Kitchen Sealed Tank, Plastic Moistu Leo Unisex-Child Ballet Russe Dance Shoe Anime Kimono Mechanical Puppet Girl Car Seat Covers,Universal Co Fresh Garlic Cloves-Organic Splendid Living Bouquets Secret Gard Flags Jamaica With Texture Laptop Backpack,School Laptop Backpac 10Pcs 60"x102" Polyester Tablecloth Red White Checker Ideal Co DESTRB Bird Feeder Feeder Outdoor Balcony Garden Feeder Pigeon P ACCL 150Ft Cat6 UTP Ethernet Network Non Booted Cable Yellow, 2 25 PCS - 5/8-11x3-1/2" Grade 8 Round Head Square Neck Full Threa
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LYA Wine Opener, Household Screwdriver Wine Opener Aluminum Foil (Pack of 20) Bulbrite 777077 SM16-07-10D-830-03 SORAA 7.5W LED M Wallpaper Hand Painted Peony Flower Wallpaper 3D Living Room TV Airgas Brass Flow Control Valve with CGA-580 Inlet and 1/4" FNPT Pbldb Custom 3D Wallpaper Nostalgic Classic Retro Wallpaper Make Exact FIT for GROEN Z096897 Signal Light 5/16" Green 28V - Repla AYTOYY Orange Goblin Fashion PU Leather Rivet Shoulder Bag Multi 8GB (4GBx2) Team High Performance Memory RAM Upgrade For HP - Co ProSphere University of North Florida Men's Performance T-Shirt Blue Floral Vegetable Dye Ziegler Area Rug Hand-Knotted Wool Car
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Yilong Carpet 8x10ft Large Hand Woven Carpet Vintage Silk Irania
1 2 3 4 5 DGJL 2021 Women's Sandals Summer Bohemian Flat Casual Ankle T-St Huskite Female The Original Iron-Man Ceramic Coffee Mug - Water Replacement For Harley Davidson Xl1200n Sportster Nightster 1690 Goodman 3 TON 15.5 SEER Air Conditioner bundle (GSX160361 CAPF48 FAAGFC Carburetor FITS for YZ80 YZ 80 1980-2001 Motorcycle New C Quo Vadis Club EXECUTIF Sept Weekly Academic Diary 16 x 16 cm Ro USA Sealing Polyethylene Tubing - 5/16" ID x 1/2" OD x 50 ft. Lo Accuform MELC153XT, 7" x 17" Dura-Plastic Sign:"Danger High Volt Barrelhouse Boogie
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 Kitchen Mat and Rugs Set of 2, Black and White Checker Vintage B Amymami Beer Bar New 18inx14in Sports Team GBP Logo Neon Sign (M
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 US Motor Works USEP8923M Professional Series OE Replacement Fuel Case for Ipad Pro 12.9 Menton Mediaeval Town On French Riviera P
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 Family Inflatable Pool Paddling Kids Pool Family Pool Indoor O American Shifter 463470 Shifter Kit (700R4 12" E Brake Cable Tri
Chapter 13 Neural Nets and Deep Learning PDF A-Tech 16GB Memory RAM for Dell Inspiron 14 5400 2-in-1 - DDR4 3 Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad
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 Clara Pucci 1.35 ct Round Cut Solitaire Accent Stunning Genuine 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 ZLGE Statue Ornaments Sculptures Simulation Animal Small Yellow 7 8 RIF Store Double Wall Insulated Stemless Wine Tumbler, 2 Pack, B 100% New Auto parts Car Accessories Fuel Pump Module Assy For 05 Front Bumper Chrome Valance Brace Arm Bracket W/O Hole 8pc 36" Vivid Sign New I'm Pickle Rick Beer Cute Super Bright Wall D School backpacks for boys and girls, dog animals, multiple compa
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 meikadianzishangwu No-Shedding Non-Slip Machine Washable Autumn 13 HOTLIGHT Motorcycle Cover Compatible with Motorcycle Cover Trium
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Twinzee Electric Meat Grinder and Sausage Stuffer for Ground Mea Car Cover Compatible with Chevrolet Silverado Universal Fully Wa IOCXSO Duvet Cover Twin Size 68" x 90" - 3 Piece Oil Painting bo New Home Calgary Distressed 8'9 x 13' Area Rug in Grey, NEW47688 MaQiYa Womens Cold Shoulder Oversized Sweaters Batwing Long Slee Zwj Command Shelf Strip Corner Storage Holder Shelves Bathroom W Sofa Table, Wood 28 x 22 x 24 (Brown) HARD EDGE DESIGN Unisex Living In Oklahoma with South Dakota Roo Amosfun Stand Tier 3 Cake Cupcake Afternoon Tea Dessert Display
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Unique 1/4 CT Gemstone Engagement Ring, Round Shape Moissanite R 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 CLYZ Bookcases White Finish 5 Shelf Bookcase Wooden Bookshelf Ad 14K White Cabochon White Opal Cross 16-18" Necklace Perfect Fit Group REPC960316 - Sebring / Stratus Catalytic Conve 14k White Gold S 0.13 Dwt I1 Gh 17 Inch Polished Diamond Necklac 999 Fur Misch Ist Es Rock'n'roll Nautical Seabed World Backdrop Vintage Vessel Sailing in Stormy Golden Gate F-2202 Acoustic Guitar Tuners - 6 Individual (3+3) - Ombre Honey Blonde Lace Wigs 13x4 Lace Front Wig Human Hair High Ses Plus Grands Succes
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 SMLZV Boss Chair, Office Chair Ergonomic High Back Home Office C US Motor Works USEP2356M Professional Series OE Replacement Fuel Ballroom Dancing Strict Tempo 20PCS 5 Number 25-70cm Detachable Resin Zipper Opening Lock Plas RADIATOR UPPER HOSE For COROLLA 1.6 16V 1657222130 Epinki PT950 Platinum Women Love Heart Necklace Elegant Necklace Genuine Chromered inscription 2H0853675EGQF Welcome Home for Holidays Maine Coon Cats Blanket - Multicolor F American Shifter 491371 Shifter Kit (6" 700R4 E Brake Cable Trim
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LAOJUNLU A 30-Meter Long Scroll Zhang Zeduan'S Qingming River To Beautiful Gift 3D Night Light for Kids,Abstract Art Circle for B Meguiar's Ultimate Paste Wax (11 OZ) TBA Large Wall Clock Budweiser Beer American Lager Man Cave Wall Chongyang Stainless Steel Brushed Bathroom Floor Drain Shower St ekidsbridal Sequin V-Back Junior Flower Girl Dress Formal Baptis Gorgeri 2pcs Car Seat Cover, Mesh Cloth + 2MM Sponge Full Set Hi Replacement For Subaru Legacy Year 2004 Rear Side Marker Light B LBWNB 32mm Flexible Hose Extender Extension Tube Soft Pipe for V Hawk HPS Front and Rear Brake Pads Compatible for 2002-2002 CHEV
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Little Dog Backpack Lightweight Laptop Backpack Multifunction Tr
1 2 3 4 5 14k White Gold V-End Prong Pear-Cut Diamond Solitaire Pendant (3 Heated Waist Belt, Back Support Back Brace Cordless Heating Deco Ansyny 3D Photo Wallpaper Modern Art Black White Horse Tv Backgr Partomotive For 00-01 Camry CE/LE/XLE 2.2L 3.0L Front Hood Hin You've Never Seen Everything Blackbird | Susan Sarandon, Kate Winslet | NON-USA Format | Regi Decal Stickers Multiple Sizes Sausage Yellow Food Bar Restaurant 3 Piece Comforter Cover Set California King, Puerto Rico Flag Tr Jackie Daytona- Regular Human Bartender 3-Piece Comforter Beddin
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 Fashion Open Toe Floral Flat Sandals with Toe Correction Functio Duck Boom Hunting Children's boy long sleeves Long Sleeve T-Shir
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 COARBOR 1 Pc Privacy Fence Screen Mesh for Balcony Porch Veranda VF053336 - PKU Express 15 Tropical 25g Sachet
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 Carburetor Gasket Rebuild Kit For Ski-Doo Renegade X 800R PTEK 2 Woodland Foxes Lampshade Light shade
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: Platinum 4-Prong Basket Asscher-Cut Diamond Solitaire Pendant (1 (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 VISLINDU Sweatshirt for Women Teen Girls Cat Printed Hoodies Fro
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).