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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 Wooden pepper grinder-adjustable fineness, suitable for home kit 7 8 10kt Yellow Gold Princess Diamond Bridal Wedding Ring Band Set 1 OFFTEK 8GB Replacement RAM Memory for Sony Vaio SVT1312X1E (DDR3 L-faster 24V 250W Electric Bike DC Motor Electric Scooter Motor Towel Rack for Bathroom Bathroom Space Aluminum Moveable Rotatab YMMIND Egg Cup Holders- Set of 5 Rainbow Serving Cups
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Car Flag Pole Diplomat-Bayonet-Gold 13 Top Split Queen Fitted Sheet for Adjustable beds, 1 PC Half Spli
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 GaYouny Guitar Custom Body Real Tree Life Inlays Cutaway KOA Woo Guitar Bag Champagne High Heels Guitar Case 0.4In Thick Sponge P Black Friday Sale (18" X 24") Yard Sign, Quantity Discounts, Mul GOSHOWIN Bamboo L Shape Storage Shelves Storage Cabinet Storage YYBD Pilates Ball/Yoga Ball,(55cm/65cm/75cm), Resistance Bands,T Electric Blanket,Jade Beauty Salon Massage Mattress,Dual Tempera YellowMaps Simmons Peak AZ topo map, 1:24000 Scale, 7.5 X 7.5 Mi Angus Steer White Rosette Ribbon Award, Angus Cattle Trophy Ribb JJWC Display Screen Stand Riser Monitor Stand Monitor Metal Alum
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 American Shifter 435834 Shifter Kit (700R4 23 Swan E Brake Trim 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 The Knuckler Three Finger Mug Screws, self-Tapping Screws, washers, Bolts, Nuts Slotted Flat H 2UNDR Mens 2 Pack Swing Shift 6" Boxer Brief 2.94ct Round Cut Pave Solitaire with Accent VVS1 Ideal Natural C Nacho Bag DUBENS LED 3D Colour Love Home Decor Light Box, Wedding, Birthda SEDSED Forest Compatible with iPad 2020/2021 Pro (11in /12.9 in) Rexroth New Aftermarket A10VSO45DFR1/31R-VSC11K05 Hydraulic Pist WHEEJE Bathroom Shelf Wall-Mounted Towel Rack/Towel Stands, Made American Shifter 342942 Shifter Kit (6" E Brake Cable Clamp Trim
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Manual Spinal Massager, Manual Chiropractic Spine Adjusting Corr Daesar Polyester Curtain 42 x 96 Inch Window Treatment Blackout Polymat Quality 3ft X 48" Wide Black Speaker Box Carpet Sub Box 1.0 ct Brilliant Heart Cut Solitaire Canary Yellow Simulated Dia Replacement For Chevrolet/Chevy Camaro V6 3.6l 720cca Side Marke Synvy Privacy Screen Protector, Compatible with Udea Edge 27FM3 3 Pcs Camera CR Wide Angle + 12.5X Macro +CPL Lens Filter Kit Se Go-Parts - PAIR/SET - for 2006 - 2016 Chevrolet Impala Limited R FDFGGR Bookshelf Bookshelf Wooden Bookcase Simple Desktop Booksh
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 14k Yellow Gold Dangle Pendant Charm Necklace Fancy Fine Jewelry J-FEIFEI ÀdÅ«lt Tσys 14 Pcs/Set Speciál BûndlÈ©d Bịńdịng Se Anatomy Model, Human Puzzle Model - Medical Anay Body Organs Edu Charlotte Home Furnishings Inc. 'Jessica Grey’ Decorative Belgia Inflatable Stool Ottoman Pouf Footrest Aerial View of Umbrellas Hawaii Dusk Travel Daypack Student Rucksack Laptop Backpack Ligh Israeli Necklace Coin Pendant gold filled Chain Artisan Vintage JYHZ Sculpture Decorations, Frog Garden Statue Decorations, Art XIEZI Insulated Cooler Bag Picnic Basket Outdoor Camping Picnic Ambesonne Dogs Rectangle Pouf, Hand Drawn Faces of Funny Dogs in
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Lady's Choice Peanut Butter (628MART) (Chocolate Milk Stripes 53
1 2 3 4 5 SDZFJT Hair Replacement Wig, Highlight Lace Front Wig Compatible TIANMING Baby Boys Girls Warm Fleece Hooded Jacket with Cute Bea Castano Adjustable Standing Desk Converter, Sit Down and Stand u LWSJP Table Cover Square Polyester Jacquard Fabric Printed Flowe Frequency Vibranting USB Rechargeable Multi-Speed Adullt Toy Toy Andis Straight Shears, Professional Dog and Cat Grooming Linear Motion Rail Ball Screw High Precision Aluminum Alloy 0808 Zoe home 104 Keys Mechanical Keyboard Retro Gaming Keyboard RGB Mznm Customized 3D Murals Wallpaper European Retro World Map Woo
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 BBAhandware Folding Table Portable Large Camping Table Ultra Lig frenma Wigs Front Lace Chemical Fiber Realistic Wig Pink Chemica
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Nunes - Last Name History and Coat of Arms from Portugal Print S Aphrodite Super High Waisted Jeans for Women - Womens Fashionabl
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 TEAYASON Bookcase Environmentally Friendly Wood Bookshelf Retro Round Rug for Dining Room Bedroom The Bell Still Rings for Me, N
Chapter 13 Neural Nets and Deep Learning PDF HSJ Large Picnic/Camping Bag for 4 Person with Insulated Cooler SignMission Designer Series Sign - No Parking in Driveway | Red
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 LAZNG Wigs Gray-Black Gradient, White European Wig for Women and 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 XIAOQIU Kerosene Lamp Oil Lamp Burning Lantern Retro Kerosene La 7 8 HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2680 V4 14-Core Gem Stone King 1.20 Ct Round 6mm Peach Morganite 18K Rose Gold P Reyn Spooner Men's Classic Fit Shirt XRSM 7/8'' 22mm Motorcycle Handle Bar Brush Bar Hand Guards Pit Display Arm with Height Adjustable Arm Stand, Maximum Load Capac
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 CHUFZSD Agademia Highly Accurate Smart Fitness Scale Weight Digi 13 Selected Shorts #13: The Best Flemish Short Films Forty Six / He
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 iConcepts 0.45x High Definition Wide Angle Conversion Lens for P Custom 3D Mural Wallpaper Hand Painted European Style Forest Hut Calicomfy Hand Made Anti Slip Navy Persian Serapi Design Rug for WMWHALE Quantum Touch Lamps, DIY Color Combination Touch Intelli You're Right Joe Tex Kejing Silent Decorative Clinic Silent Wall Clock, Easy to Read Ceramic Condiment Jar Set of 3 Spice Storage Containers with Cer Adult Digital Painting kit Children's DIY Painting Family Decora ANZZI Eve 8-Bar Wall Mounted Towel Warmer with Top Shelf in Oil
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 zxb-shop Bedside Table Creative Fashion Bedside Table Net Red Be 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Ochoos 20pcs/50pcs ABEC-5 173110-2RS 173110 RS 17x31x10 mm deep Water cup ceramic cup, frosted ceramic coffee mug, mug, gift cup 14k Hat Charm, 14 kt Yellow Gold TZSMYSJ Umbrella Stand, Sieve Bucket/Screen Bucket Iron Frame/fo Lyy Home Bathroom Safety Handicap Grab Bar, Grab Bar- Stainless FAFZ Stair Railing Handrail -Complete Kit, Stair Industrial Wrou Rocky Men's 8" Sport Pro 1000G Insulated Waterproof Outdoor Boot Yindina Truck Hood Mirror Replacement Compatible for 2008-2019 F 8'x9'10" Abstract Design Wool Silk Dense Weave Handknotted Ori Queenker 3 Pieces Bath Rug Set Toilet Seat Cover Farmhouse Sunfl
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Wallmonkeys GEN-11619-60 WM350005 Cute Cartoon Snail with Stars FC-103475 50Pcs/lot Natural Stone Round Charm 16mm cabochon no H 6 LED 6" Amber Rectangular Rectangle CLEARANCE Side Marker Truck NNA Hummingbird Feeders for Outdoors Bird Flower Feeders with 4 Ciel Collectables 1013672D Fan Tail Peacock Trinket Box, 6.75" x OFFTEK 512MB Replacement RAM Memory for Sony Vaio VGN-T70B (PC27 DALLL Patio Umbrella Cover 210D Oxford Fabric Waterproof Garden 11.60mm A Brand ADO-TRS Stub-Length Coolant-Thru 3-Flute Carbide Calicomfy Hand Made Beige Color Hand khotted fine Agra Area Rug
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Womenfocus Kitchen Mat Set Anti-WearNon-Slip Floor Rug Set 2 Pi QUINLUX WIGS Body Wave 13x4 Lace Front Wigs Human Hair Pre Pluck Bohemia Vintage Area Rug Large Carpet Traditional Cotton Rugs fo High-Quanlity Full Lace Wigs 22" brazilian Hair 100% Remy Human Replacement For Moto Guzzi California 1100 Cc Year 2014 Parking Dainty 1.01 Carat Solitaire SGL Certified Garnet Pendant, Single ACCL 50Ft Cat5E UTP Ethernet Network Booted Cable Yellow, 10 Pac Roxy Juniors Epic Boardshort LXDZXY Hangers,Modern Minimalist Floor-Standing Coat Rack Creati Garden Cushion Soft Memory Foam Square Cotton Square Cushions fo
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Flowing CHENZHEN Fit for Hyundai Tucson 2015-2019 Inner Side Doo
1 2 3 4 5 American Shifter 493138 Shifter Kit (6" PG E Brake Trim Kit Dips Removable Wall Sticker/Wall Mural - Harry Potter Castle Hogwarts BUQDA Gas Spring Lift Supports Prop Rod Arm Shock Front Hood,for Stupell Industries Glass or Bottle of Wine Rustic Quote Alcohol Christmas Irish Santa with Gift and Tibetan Mastiff Dog Double-S Clara Pucci 2.72ct Round Marquise Cut Solitaire 3 stone Accent G CAIFENG Tempered Glass Film Screen Protector 0.4mm 9H Surface Ha Cccxzxhuzxyl Laundry Basket, Plastic Laundry Basket for Househol ZSH Car air Cushion, Inflatable Car Air Mattress Camping Inflati
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 OEM Dahua Security IP Camera SD49425XB-HNR PTZ,1/2.8",4MP@30fps, Nileco Throw Blanket for Sofa Reversible Soft for All Seasons fo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Capel Litaker-Kazak Deep Red 8' x 10' Rectangle Machine Tufted R Premium Solar Outdoor Post Lights,Bright LED Lights for Lawn F
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 Last Stand of the Great Bear 2 Pack Black Remanufactured B220Z00 Imaging Unit Replacement for
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: Coaster Home Furnishings Mapes Tufted Upholstered Queen Bed Grey (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 Wall Decal Blessed Mama, Wall Decoration for Garden Living Room
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).