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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 Hunter_x_Hunter Backpack School Bags Insulated Cold Lunch Bag Lu 7 8 SLATIOM Interactive Cats Toy Ball Smart Electric Automatic Rolli Coferset Colorful Rose Flower,Forever Foil Rose in Glass Dome wi American Shifter 527140 Shifter Kit (2004R 23" E Brake BLK Push PHO LMP-H210 Genuine Original Replacement Bulb / Lamp with Housi Personalized Horse Quilt King Queen Twin Throw Size Birthday Qui
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Diamond Painting by Number Kits(Pig Violin 80x220cm/32x88inch) F 13 HIRSCHMANN SFP M-SFP-Lx/LC EEC
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ALLYARD Custom Car Floor Mats for Mercedes-Benz S Class 320 350 Society6 Rhythmic Gymnastics Print Sports Print Watercolor Print Snorkeling Diving Bag, Diving Shoulders Bag, 68x 32x14cm Diving 20th Century Rocks: 50's Rock 'N Roll - Whole Lot of Shakin' Oval Tsavorite Solitaire Pendant with Trio Diamond (6x4mm Tsavor iiniim 10 Pairs Silicone Eyeglass Nose Pads Anti-Slip Nose Pads Unknown1 Cream Sherpa Extra Large Throw Pillow 24 X Tan Solid Co Garage-Pro Front Bumper Compatible with 2016-2018 GMC Sierra 150 Migaven 6 in 1 Sling Puck Game Puzzle Block Chess Toys Table Des
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 TU-SM8HUPX55ZT, RIVETNUT, TU-SM8HUPX55ZT (3.00-5.50mm GR) Full-H 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 VinMea Car Seat Covers Set of 2 Auto Accessories Protectors Car BABE MAPS Farm Fruits Tablecloths, Oil-Proof Spill Proof Table C ProSphere University of Central Arkansas Men's Performance T-Shi Prime Leader Round Shaggy Soft Rugs for Bedroom, Life is Sweet W Jewels Obsession Gold Cross Necklace | 14K White Gold Jerusalem 1 Yard Fabric 100% Cotton Cute Kittens and Floral Pattern 44" - 2'7"x12' Sari Silk with Wool Mamluk Design Hand Knotted Wide Run Home Bar Decor Wall Paper 3D Vintage Wine Cellar Oil Painting Wa Blueangle Colorful Solar Sytem Towel Wrap with Dry Hair Cap He Zildjian 13" K Custom Dark HiHat - Pair
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 WWE Fight Owens Fight Illustration Pullover Hoodie Bonyak Jewelry Solid Sterling Silver 1/2 CTW Diamond 3-Station 1 American Shifter 526195 Shifter Kit (700R4 23" E Brake Cable Cle ScottDecor Wanderlust Decor Collection Fish Tank Background Famo YARWO Carrying Case Compatible with Cricut Joy, Tote Bag with De XUEHUA Automatic Pet Slow Feeder Treat Ball Cat Dog Toy Increase Signature Hardware 927531-36-F Carmen 36" Linear Shower Drain wi 2.89ct Round Cut Pave Solitaire Accent Canary Yellow Simulated D Electric Bikes for Adults, 250W Folding Mountain Ebike with 8AH
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Teerwere Round Light Reflector Diffuser Kit 5 in 1 Round Collaps Chair mat for Hardwood Floor,Office mats Protector for Rolling C LCSA Outdoor Porch Swing Chair 2-Person Seat Hanging Bench Metal 2 Tiers Flower Metal Holder Plant Pot Stand Shelf Display Garden 6X8 MM Octagon Cut Created Morganite Solitaire Stud Earring,14K The Fine Art of Self Car Steering Wheel Cover Big Cow Fur 15" Universal Protection Co Rpvati New Massage Chair,Zero Gravity,8D Electric Full Body Recl Ochoos K/KT Series Radial Needle Roller and cage Assembly Needle Artificial Ivy Fence Screening Artificial Hedges Panels Roll, Tr
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
1 13/16-12 Special Pitch Round Die, 3" Outside Diameter - High S
1 2 3 4 5 One Direction - The Invasion Baguette Gemstone Ring, Half Eternity Band Ring, Anniversary Rin QTBH Flight Cage Creative Bamboo Handmade Birdcage One Grid Two Native American REAL LEAF Art, Etched by Hand, Home Wall Decor, "Flags Signs" 12x18 12"x18" Lot of 12 (Dozen) 3rd Flag r-1-155 Black Full-Motion Tilt/Swivel Wall Mount Bracket for Dell 2707WY European Style Simple 2-Tier Metal Plant Flower Pot Stand Rack I Amal Beads Electric Vibrating Massager Waterproof Wand Massager YIBANG-DZSW Diorama Figures Race Medal 1/64 Figures People Waite
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 Daesar Window Curtains 2 Panels, Curtains Modern Living Room Cac American Shifter 525029 Shifter Kit (4L60E 23" E Brake Cable Tri
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 379427 Shifter Kit (4L80E 23" E Brake Trim Kit Supply Spot offers"10 Pack" Compatible MLT-D203E Toners, Extra H
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 LEMOKIKI 1/2/4Pcs Angry Big Mouth Monster Statue on Car, Scary M Honda Genuine 81131-SZA-A01ZC Seat Cushion Trim Cover, Right, Fr
Chapter 13 Neural Nets and Deep Learning PDF Diamond Bridal Two Rings Set Solid 14k Yellow Gold Ladies Large QWERTYUKJ Chunky Knit Blanket Handmade Bulky Knitting Yarn Comfy
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 Adisaer 18K Gold Bracelets for Women, Semicircular Bracelets Ros 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 Chelsea's Morning Embers Shaving Soap 7 8 Personalized Engagement Ring for Her Custom Diamond Simulated Bi Nose Pads, 3 (Three) Pairs of Premium Grade Ultra Soft Silicone Replacement Value Fuel Pump Module Assembly Sun Loungers Cushions Zero Gravity Chairs Cushion Abstract Ocean GCZZYMX Rame Woven Wall Hanging,Gradient Tassel Tapestry,Boho Ch
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 0.55 ct Brilliant Round Cut Solitaire Flawless Genuine Simulated 13 CGSignLab 2465603_5absw |"Open 24 Hours -Stripes White" Premium
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ASOMI Creative Cartoon Contact Lens case Fashionable and Simple Asta Aris Solid Teak Indoor Outdoor Shower/Bath/Spa Corner Stool Tnbr51@ 100% Cotton Activewear for Men, Men's Comfortable Giraff Geometric Contemporary Nepalese Area Rug Wool Hand-Knotted Carpe DIY 5D Diamond Painting Adults Child Cross Stitch Kit Farm Cow ( Dream Catcher Metal wall art, metal wall sculpture, metal wall d HP C6964A Photo Imaging Gloss Paper, 7.2 mil, 42" x 100' roll Chuyao Cube Bed for Head Reduce Shoulder and Pain Memory Foam fo 5/32 in Outside Dia,100 Ft. Standard Polyurethane Tubing, 3/32 i
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 YellowMaps Clarkridge AR topo map, 1:24000 Scale, 7.5 X 7.5 Minu Amys Soup Thai Coconut 14.1 OZ(Pack of 72) Jammas 1 2 5 10 20pcs Original 10W CREE XML T6 XML L2 Cool White Japanese Masterpieces for the Koto hujio Aoligei Balance Board Kids, Wooden Balance Board, Sensory Ribbon Knit Throw, Overall: 24'' W x 96'' L, Material: Polyester Sickspeed 24 Black/Blue Spiked Aluminum Extended 60Mm Lug Nuts W Replacement For Part-2621-357 Decal,side Panel-upr Lh- - 6000 - Ergode Thrive Mesh Office Chair - Blue Diamond Painting Kits for Adults,Full Drill DIY 5D Diamond Art C
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 DIY 5D Diamond Painting Kits Large Red Flower 32x88inch/80x220cm YXYH Chunky Knit Blanket Super Soft Chunky Knit Throw Blanket fo BESPORTBLE Tassel Wooden Bead Wall Hanging Stand Wall Hanging Or HSY SHOP Mini Chainsaw, 4-Inch Portable Electric Pruning Saw Cha Olivefox Round Area Rugs Halloween Haunted House Ghosts and Pump JPMSB Elastic Sofa Cover for Living Room,Modern Sectional Corner Custom Star Map in Tree, Constellation Art, Stars Aligned, Night Royal Jewelz Oval Lab-Created Blue Sapphire Flower Ring in 10K W Salmon Caviar 35 oz - Ikura American Keta Sushi Grade
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 YWZHIQIAN Vizsla Puppy Dog Men's Track Pants Workout 1/2 Shorts Fuel Pump and Level Sensor Compatible with 97 DeVille Eldorado S Williams College Girls' Pullover Hoodie, School Spirit Sweatshir WILLDAN Set of 6-16oz Swing Top Glass Bottles - Flip Top Brewing QYXY 1pcs Front Left Side Axle Shaft for 66-3467 Shower Curtain Sets with Non-Slip Rugs,Toilet Lid Cover and Bath Hestan KWCR24 24 Inch Wide 72 Bottle Capacity Built-In Right Hin Rechargeable Battery Inr18650 25R 1865 2500Mah 3.6V 18650 Batter Insulated Lunch Bag for Women/Men Bicycle Flower Leakproof Reusa JzyhNzd for Honda Accord 2013-2017, 9th Generation Car Styling C
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
O My! Goat Milk Shaving Soap Stick 2.25oz - Ocean Blue | Goat Mi
1 2 3 4 5 JDJFDKSFH Nordic Solid Wood Hook Creative Wall Hanging Door Entr 3.42ct Brilliant Oval Cut Solitaire with Accent Halo Red Ideal V Personalized Owl Quilt, Kiss Me I'm Irish Birthday Boys Kids Bes Windshield Sun Shade Universal Fit Car Sunshade-Keep Your Vehicl BMW Rear Third Brake Stop Light Center (Clear White) Genuine Ori Honoka Sonze Dirt Repellent Tablecloth,Washable Table Cover for Kitchen American Shifter 416344 Shifter Kit (12" E Brake Cable Clamp Tri XiaoCha Blue Ocean Animals Dolphin 3D Self-Adhesive Wall Sticker
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 Aluo RC30-0196 11.55V53.6Wh Laptop Battery for Razer Blade Steal Rexroth New Aftermarket A10VO28DRG/31R-VRA11K52 Hydraulic Piston
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Red Label Abrasives 3 X 132 Inch 180 Grit Flexible Aluminum Oxid 4 PCS Bedding Set Christmas Merry Santa and Elk on Red Lattice C
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 Levesdecor - Owl Vinyl Wall Clock Injectors ZENITHIKE 8 pcs 4 Holes Engine Fuel Injector Set for f
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: Classic Cross Pendant with Diamond Accents (1mm Diamond) (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 Society6 Green Leaves by Magic Dreams on Water Bottle - 12 oz 35
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).