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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 Secrets of a Nurse (1973) ( Bisturi, la mafia bianca ) [ NON-USA 7 8 50 Count - EcoQuality 32oz Round Disposable Bowls with Lids Natu Diffused Emerald Necklace, 1/3 CT Round Shaped 2.80 MM Gemstone, Haoch Multi-Size Patio Chair Cushions Square Stool Cushion Thick Rexroth New Aftermarket A10VSO45DFLR/31L-PPC12K02 Hydraulic Pist PinMart Purple Awareness Ribbon with Purple Stone Enamel Lapel P
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Guitar Strap End Lock Practical Portable Guitar Strap Button for 13 Society6 Golden Vintage by Love8 on Floor Pillow - Round - 26" x
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Qty (2) 10mm Steel Claw End Lift Supports 30.1" Extended x 191lb Airplane Pilot Heartbeat Unisex Men's Mens Funny Hoodie Classic Claw-Set Round Rhodolite Pendant with Diamond Halo (5mm Rhodolit FNW 1-1/4 x 7-1/2 in. B7 Stud W/2h Hex Nuts Kitchen Cabinet Knobs - Seamless Blue White Flowers - 1.18 Inch Utyful Women’s Classic Adjustable Straps Taper Jeans Denim Bib O ZPPTAL Portable Barbecue Grill, Mini BBQ Grill, Stainless Steel Finmind 3 x 3m Three Sides Portable Waterproof White Outdoor Gaz KIRUNDO 2021 Winter Women’s Long Sleeves Knit Sweater Turtleneck
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Snhpk Macrame Wall Hanging Curtain Boho Bedroom Decor with Handm 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 9'10"x9'10" Round Broken Erased Design Pure Silk With Textured W New Holland TC21DA, TC24DA Tractor Workshop Repair Service Manua Wingback Chair Slipcover 2-Piece Stretch Wingback Chair Sofa Sli Pack of 16 LED Oval Clearance/Side Marker Light with Chrome Beze TANGADYL 4 Inches Square Shower Drain Bronze Floor Drain Brass S OPLJ Simple and Colorful Wood Grain Kitchen Carpet Door mat Bedr Genshin Impact Backpack Anime Laptop Bag Large Business Work Bac Jewels Obsession Gold Sweet 15 Necklace | 14K White Gold Sweet 1 SGAOGEW Sports Bras for Women Wirefree Padded Yoga Sports Bra Fi Coffee cups, ceramic coffee cups, large coffee cup set, suitable
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Caulk Strip Tape,PVC Caulking Tape,Self Adhesive Sealing Waterpr jinyi2016SHOP Ashtray Cigarette Butt Column Collection Bucket, C ALBATROS Travel Yellow Red Swooper Flag with 16ft Flagpole Kit/G VALITON Beer and Ale Cerveza Lighted Wall Sign 18k Yellow Gold Natural Opal Cultured Pearl Womens Trilogy Rin Bright Red White Blue Stripe Decorative Throw Pillow Cover Zippe Uzaki Nissin Royal Stage TUDUMI Middle-6.35 Kirin-1 Furry Slippers for Women Purple,Flip Flops Ladies,Slope LKDF Crystal Clear Table Cover Protector Waterproof PVC Protecti
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 The Adventures of The Black Stallion: Season 1 by Echo Bridge Ho TouchupXS-for Mercedes-Benz E Class 693 Desert Silver Metallic Q PAINT2FIX Twilight Blue Mica 12K Touch Up Paint for Mazda 323 - Maidao Custom Car Floor Mats Fit for Toyota Camry 2021 xse with A Cluttered Area is A Hazard Please Help Keep This Area Clean Si Printed Blanket Masked Queen TV Blanket Pattern Sherpa Warm Girl KTXX Gaming 32" 1920 x 1080 HD Monitor - 165Hz, 2ms, 1800R, 300c UNCW University of North Carolina at Wilmington Seahawks Seal Te CM-0103 Rotor Clip Equivalent External Retaining Ring, Medium Du Veri SanDisk Ultra 512GB MicroSDXC Works for Videocon Zest 1 by
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Plutus Brands Plutus Lyford Handmade Throw Pillow, 26" x 26", Wh
1 2 3 4 5 IGI Certified Platinum Round-Cut Diamond Halo Pendant (1 cttw, ( Jabetc Wig European and Long Curly Hair Green Gradient Wig Chemi 14kt White Gold Diamond Round Bridal Wedding Ring Band Set 1/2 C ADMLZQQ Electric Multifunction Foot Heater for Feet Hands Knee, LHHYY Hanging Tapestries Tapestry Wall Hanging Hippie Abstract P Marketing Holders 16”W Tray Desk Breakfast Value Pack of 4 Acryl Washers,M20 Bolt,Carbon St,37mm OD,PK580 12 Packs Kitchen Cabinet Knobs,Playing Cards Plum Blossom Vintag Anyone Entering Tanks Must WEAR Body Harness
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 Tropical Style Chair Slip Cover Set of 6, Dining Seat Covers wit Korea Dry Heat Red Clay Ball Shoulder Pad 42cm (16.53") x 30cm (
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Men/Women Sports socks Rastafarian Flag With Judah Lion Reggae M Mothinessto European Candle Holder Restaurant Wedding Decoration
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 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with R Safety Beard Mustache Moustache Nose Ear Facial Hair Scissors Ba
Chapter 13 Neural Nets and Deep Learning PDF EDYellow Wine Glass Fashion Juice Cup Creativity Fashion LICHUXIN Chunky Arm Knit Blanket Hand Throw Soft Vegan Yarn Blan
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 Match Made Amber LED Marker Light - APL-101172 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 3D Mural Wallpaper for Wall Vintage House Custom Photo Wa 7 8 AFFY 0.41 Ct Dancing Natural Diamond Fashion Pendant Necklace in YUMEI Shade Sail Hardware Kit, Stainless Steel Hardware Kit, M6/ Arts Language Tablecloth for Rectangle Table Halloween Red Blood LJXLXY Craft Candlesticks European Candle Holder Romantic Candle RANG'S 30 x 36 Inch LED Mirror Bathroom Mirror for Wall, Wall Mo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Large Outdoor Door Mats Rubber Shoes Scraper for Front Door Entr 13 Solid 14k Rose Gold Emerald and 1/6 Cttw Diamond Clover Charm Pe
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Verified by SanFlash Ultra SanDisk 64GB Works for Samsung SM-G72 DGSPGD Warcraft Hearthstone Lamp Model Retro Nostalgic Model Ani Puccy Privacy Screen Protector Film, Compatible with Elo E222371 Persona 3 Minato Arisato Gekkoukan Cosplay Costume Any Size Enrique Iglesias - Seven - Interscope Records - 0602498614990 5-Pack Replacement for KitchenAid KFIS27CXMS3 Refrigerator Water Qisemi Womens Halloween Sweatshirt Funny Costumes Ghost Graphic SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 3.0GHz 2-Core Sound Horn Floor Decals Look for Pedestrians Yellow Anti-Slip Ve
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Sony MDR-KE30LW/W Bud Style Headphone with Carabiner (Discontinu 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 American Shifter 358168 Shifter Kit (4L60E 10" E Brake Cable Cla Rexroth New Aftermarket A10VO45DFR1/31L-PRA62K68 Hydraulic Pisto Men's Plastic Chàsṫity Lõçk Men's Pẹnịs Lõçk Chàsṫiṫy Carburetor Gasket Rebuild Kit For Polaris 700 Classic 2003-2004 Karabisa Quality Park Kraft Catalog Envelope, 9-1/2" Height, 12-1/2" Widt American Shifter 421474 Shifter Kit (TH400 16" E Brake Cable Cla Quinlux Wigs #30 Colored Kinky Straight HD Transparent Lace 360 American Shifter 402541 Shifter Kit (TH200 8" E Brake Dipstick F Case DV23, DV26 Vibratory Roller Workshop Repair Service Manual
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Jimbei Large-Capacity Lightweight Printing College School Bag La Jewels Obsession Gold Poodle Dog Necklace | 14K White Gold Poodl 14kt White Gold 1/5 CTW Diamond Halo-Style 18" Necklace Alo Yoga Women's Athletic, White, Small Cogihome Peanut Ball,Fitness Exercise Ball for Balance Muscle Te BXYXJ Metal Curtain Type Fitting Room, Movable Dressing Room, Ou Diamond Embroidery Large DIY 5D Diamond Painting Kits for Kids A Cushions Triangle Pillow Double Bed Backrest Big Pillow On The B Shuangklei Men s Pants Side Pockets Pants 2020 Tatical Hip Hop C
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Gymkb Turquoise Greeen Under Sea Ocean Jellyfish Man Zip Hoodies QWERTYUKJ Chunky Knit Blanket Throw Handmade Bulky Yarn Knitting Rexroth New Aftermarket A10VO45DR/31L-VRC62K05 Hydraulic Piston Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp COLORSUM 2 Piece Non Slip Kitchen Mat Set Merry Christmas Santa Custom Wall Decal for Kids Bedroom Pretty Pony Unicorn Faces Fla Innovative WNST-3-FS-M-BLK-124 - Weight Capacity: 36 LBS, Color: FUFU Patio Lounge Chairs Recliner Reclining Zero Gravity Reclini SH-CHEN Towel Shelf Modern high Load-Bearing Towel Rack Bathroom Safariland Duty Gear MK4 Black Hidden Snap OC Pepper Spray Holde
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Custom Wall Mural Wallpaper 3D Flowers Pattern Wall Decor Photo
1 2 3 4 5 Travel Backpack For Women Men Cute Panda Characters Chinese Bear Guard Dog Security Hornet+ Mini Stun Gun Keychain - Stun Gun Fla Affirmation Quote Divorce Gift Canvas - You Are Whole Without So 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal Luma Optics Cisco Compliant SFP-OC3-IR1 Transceiver, Lifetime Wa Table Tennis Trainer, Plastic Training Process Help Beginners El Custom Photo Canvas Wallpaper 3D Peony Flowers Black Living Room Christmas Patterned HTV (19.66" x 12") - Reindeer and Santa Blue ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H
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 A-Tech 16GB Module for Dell Latitude 3480 Laptop Notebook Comp CU CMP 600 kcmil 13/32-1-3/4 T UL CSA (Pack of 1)
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 MYOH Leopard Bar Pull, Split Black and Satin Brass, 160 mm (6.3 Chrysler Genuine 5020840AE Sliding Door
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 Dell PowerEdge R820 8 Bays 2.5 Server - 4X Intel Xeon E5-4650L 8 24" Vivid Sign New Sports Bar Beer Cute Super Bright Wall Decor
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: AB Home 19.5" Black and Gold Contemporary Rectangular Throw Pil (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 QRollator Car Cover Compatible with BMW 3 Series 330e, Elastic a
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).