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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 Weber: Clarinet Ctos Nos 1 2 7 8 1.25 CT Vintage Inspired Stud Earrings with Created Aquamarine a YHHX Children's Hot Melt Glue Gun Household Manual Hot Melt Glue 14k White Gold Simulated Blue Sapphire Posh Mommy Simulated Char Clutch Puller Fits 2016 Can-Am Outlander 650 EFI DPS Shldr Scrw, 5/8Dia X3-3/4 Lth 188 SS, PK2-2DMT9
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Coastal Vitamin ADK Super 10 Double Strength 10,000 iu Vitamins 13 LEXINGCHENG 7.05inch Double-Layer Ánál Štráp-oň Ðí'l'dɔ Ðịdo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Genuine OEM Seat Cushion Pad for Audi 8W0898522F FRONT CHROME BUMPER FACE BAR UPPER CAP LOWER VALANCE FILLER BEZE Princess Paradise Baby Girls' Shaggy Pink Kitty Costume Cat Baby Echo Park Paper Company Leaf Pile Paper, Multi Kingston 512GB Micromax Bolt Selfie MicroSDXC Canvas Select Plus Cocktails and Dreams Glass Neon Light Sign Led Signs for Bedroom BOSCH F026400583 CAR AIR Filter S0583 AWSAD Circular Table Cover Garden Furniture Covers Oxford Fabric Gsypo Cushioned Anti Fatigue Kitchen Mat, Rustic Farm Coffee Lig
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Broonel Grey Laptop Messenger Case - Compatible with The BMAX Y1 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 1 Pcs 5 ft Artificial Flower Cream Ivory Rose Garland Silk Arch (Front+Rear Kit)(High-End) 4 Silver Coated Cross-Drilled Disc Br ZIMAwd Car Dashboard Cover,Dustproof mat for car Dashboard,Fit f Camson Quality Compact Holster Camera Case for Canon EOS SLR and BLSAIALT Defending Liberty Travel Laptop Backpack School Bag Hik Custom Car Floor Mats for Lexus GS GS200T GS250 GS300 GS350 GS45 HONGYMY Carpet Patten 3D Pattern Handmade 60% Wool Area Rug, Pas Doilykorea - Premium disposable Rectangular paper doilies 250 sh Verified by SanFlash Ultra SanDisk 64GB Works for Apple A2221 Mi DaFei Car Seat Covers, 5 Seat Full Set Universal Compatible Airb
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Verified by SanFlash Ultra SanDisk 1TB Works for Nokia Lumia 132 American Shifter 344362 6" E Brake Cable Clamp Trim Kit Dipstick xqqr Womens Yoga Pants Tie Dye Paws Bones Colorful Stretch Runni Lavender Office Chair Mat, Fresh Flowers on Stems Rural Country Pendants 6 Light with Satin Nickel Finish Snow White Glass Cande Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad DRKFOP Choose Your Weapon Chess Men's Short Pants Sweat Shorts UNDERWRAPS mens Men's 1960's Black Light Reactive Costume - Psyc Cour-Age The Cow-ardly Dog Camping Stool Portable Lightweight Fo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Hanes Men's Tall Short Sleeve Beefy-T (Pack of 2), 3XLT, 1 Light Kingston Brass CC2705 Vintage Tub Waste and Overflow, 19" x 3-3/ Brute Networks MFM1T02A-SR-BN - 10GBASE-SR 300m MMF 850nm SFP+ T Mob Hits: Doo Wop 8.70mm A Brand ADO-TRS Stub-Length Coolant-Thru 3-Flute Carbide Disney Frozen MagiClip Flip 'N Switch Castle and Elsa Doll Trumpet Duets in Jazz (10) American 4/0 0000 Gauge Wire Ferrule car Audio Amplifier No By V.M 3x5 St. George's Cross 100% Cotton Premium Embroidered Fl YSYP Bathtub Tray, Bathtub Cover Anti-dust Folding Dust Board Ba
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Finland Urho Kekkonen National Park Saariselka 1000 Piece Jigsaw
1 2 3 4 5 GYYARSX Shower Curtain Waterproof Shower Curtain with Hooks, Hea YTDTKJ Cool Unicycle 18"/24" Unicycle Competition Unicycle Sturd Oval Rose Quartz XO Pendant with Diamonds (8x6mm Rose Quartz) XCJ Solar Water Pump Garden 2.5W Solar Water Fountain Flower-Sha Anchor MSJ Men's 50s Male Clothing Rockabilly Style Cotton Mens ppqq Used to Store Toys, Bookshelves, Clothes, Paper an Suitable Halloween Night Witch Girl Sitting On Tree Slim Laptop Sleeves 1 Deluxe Pillows Teal Delight - 20 x 20 in. needlepoint pillow Rexroth New Aftermarket A10VO28DR/31L-PRC62K40 Hydraulic Piston
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 XIEZI Insulated Cooler Bag Picnic Basket Outdoor Camping Picnic Large Picnic Insulated Lunch Bag Grate-ful Dead Jammin' Dancing
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Appoint 12K Strong Wind can Store Automatic Umbrellas Men's rain Hand Mixer Ceramic Egg Tray, Egg Rack, Creative Egg Cup, Breakfa
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 Great African Films Vol. 4 - The Pirogue Khady Sylla by Khady SBU Grey Heavy-Duty Boat Cover for Lund 20 Alaskan DC 1998-600 D
Chapter 13 Neural Nets and Deep Learning PDF BMDHA Monocular Telescope, Monocular 10-300×40 HD Portable Adjus Drawer Type Storage Cabinet Kitchen Storage Multi-Layer Storage
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 3D White Bird 2500 Wall Paper Print Decal Deco Wall Mural Self-A 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 Accuform, MFXG930VP, Plastic Sign:"in Case of Fire Unreel Hose C 7 8 APDTY 154027 Third Brake Light Assembly Go-Parts - for 2009 - 2015 Mitsubishi Lancer Rear Tail Light Lam Veri SanDisk Ultra 64GB MicroSDXC Works for Samsung SM-J330F/DS Vintage Waterproof Gazebo Curtains, Retro Houses in with Small B Anime Figure Action Figure I Want You to Show Me Your Pants Whil
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Polka self-Adhesive PVC Door Decal,Star Dots Geometric Shape Doo 13 Jewels Obsession Gold Bison Necklace | 14K White Gold Bison Pend
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ERA Paints Automotive Touch Up Spray Paint Kit for Mercedes-Benz QIAOLI International Chess Wooden Chess Game Set Chess Pieces Fe Genshin Impact Anime Mouse Pads RGB Gaming Mouse Pad Rubber Mat TruForce Pneumatic Lockout (1 Unit) Genuine Hyundai 85881-2B000-WK Door Step Trim Assembly Kingston GO! Plus Works for Amoi A726W 512GB MicroSDXC Canvas Ca "This Pew Unavailable" Adhesive Durable Vinyl Decal- (Various Si American Shifter 448133 Shifter Kit (4L60 8" E Brake Cable Clamp KNITT WORLD Handmade Macrame Large Curtain Bohemian Boho Decorat
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Lace Front Wigs Human Hair HD Transparent Wig 13X4 150% Denisty 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Travel Backpack For Women Men Japanese Redcrowned Crane Flying M SDHKE Storage Basket,Canvas Fabric Collapsible Organizer Baske Eder Flag Flagpole Winch Stainless Steel Up to 50 Foot Poles yeesport 0.44gal Long Hot Water Bottle Leakproof Heat Hot Water GONGFF Decorative Collectibles Sculptures for Home Bronze Sculpt Guitar Parts Acoustic Guitar Tuning Pegs Chrome Enclosed Machine Mural Wallpaper Beautiful Dreamy Pink Cherry swan Lake Landscape Evan-Fischer Tail Light Assembly Compatible with 2013-2018 Nissa SignMission Designer Series Sign - 60 Minute Parking - No Free O Backpack With Usb Charging Headphone Port, Double Zipper Schoo
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 1 Meters Silicone Tube Food Grade High Transparency Peristaltic 65-8 HEADLINER PILLAR TRIM SET Flouky DIY Painting by Numbers for Adults,Framed Canvas DIY Pain Hydro-logic Hydro-logic Stealth Membrane XUEMEI Sun Umbrella Sun Protection Folding Umbrella Female Sunsh Singar Carpet Handwoven Fluffy Shaggy Carpet Collection with 2 i EMYPCH 3 Piece Duvet Cover Set Queen Size - Red Broiler White He Synvy Tempered Glass Screen Protector, Compatible with ASUS Vivo ZXY-NAN Bathroom Wall-Mounted Towel Bar Bathroom Towel Rack Spac
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ROM Artificial Trees Pot Plants Artificial Cedar Bonsai Trees Fa American Shifter 381201 Shifter Kit (2004R 23" E Brake Trim Kit Levesdecor - Guitar Lighted Vinyl Wall Clock Womenfocus Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitc MAXIAOTONG Ensnovo Unisex Cosplay Zentai Suits Women Men Adult O Vintage Giant Statue Decorative Throw Pillow Cover Polyester Cus COLORSUM 2 Piece Non Slip Kitchen Mat Set Happy Halloween Truck Notice Do Not Enter Test in Progress Sign, 24x30 Inches, 3M EGP ZHIHUI Iпflatable Comfortable Ṣḙxy Sofa Vibrant Fascinated The Night-Mare-Before Christmas Large Capacity Zip Backpack Bag
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Rexroth New Aftermarket A10VSO28DFR1/31R-VKC62K68 Hydraulic Pist
1 2 3 4 5 BABE MAPS Romance Text 2 Pieces No-Slip Area Rugs for Kitchen Of Replacement For Part-924364 Thrust Bearing Ipad Pro 2020 Pro Case with Pencil Holder Tweety Bird Premium Pr CM4-IO-BASE-A + USB HDMI Adapter, Mini Base Board for Raspberry BW Technologies GAXT-H-DL GasAlert Extreme Hydrogen Sulfide (H2S Hair Styling Wigs, Hair Wig, Indian kinky curly hair 1/3/4pcs hu Kane Carpet 12' x 15' Florence Solution Dyed Ivory and Gray Broa Strainers Stainless Steel Wire Skimmer Spoon Strainer Ladle Fine Custom Mural 3D Sea View Beach Landscape Hawaii TV Bedroom Livin
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 Black Full-Motion Tilt/Swivel Wall Mount Bracket for Dell 1908FP TYTZSM TZSJYYH Wooden Music 18 Note Retro Wind-Up Wooden Musical
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Belle Prestige Tutu Child Costume Strop Tool, Portable Smooth Firm Comfortable Strop Belt, Black 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 Dalyn Rugs Dover Rug, 12' Octagon, Coral Women Chic Fashion with Bow Hollow Out Polka Dot Mini Dress Vint
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: 14kt White Gold Round Diamond Bridal Wedding Ring Band Set 2 Ctt (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 INTERESTPRINT Dog Astronaut with Universe Space Auto Seat Covers
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).