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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 1/2-13 x 3" Carriage Bolt - Square Neck - Grade 8 - Full - UNC - 7 8 SCITOO Front Bumper Fits For 2013-2018 for Dodge for Ram 1500 Wi Deer Fox Owl Mushroom Elastic Steering Wheel Cover, Breathable N Women Men Straw Western Cowboy Hat With Fashion alloy cow head d 5/8 Cttw Womens Princess White Natural Diamond Bridal Wedding En AINIYF Umbrella Stand/Simple Umbrella Barrel/Decoration Storage
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 BABE MAPS Children's Day Area Rugs, Extra Soft and Comfortable F 13 Top Carpenter Double Layer Reverse Inverted Umbrellas Alpaca Cac
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Rae Dunn SANTA'S HELPER Coffee Mug - allside red with hat lid - WJG 4/6pcs Gold Silvery Leaves Placemats Kitchen PVC Mats For Di PinMart USA and South Korea Crossed Friendship Flag Enamel Lapel BD-14973 DIY Beads 15.5"Strands AA-Grade Natural Am Ethyst Facet LA Pop Art Men's Word Art Crewneck Sweatshirt - Atlanta Neighbor XINWAN.Women's bag 2021 new handbag middle-aged women's bag big Golden South Sea Cultured Pearl Halo V-Bale Pendant (9mm Golden LWSJP Table Cover Cartoon Animal cat Horse Crocodile Skull Water XKDIJIUJB Tiger Face Double-Sided Leather Placemats Set of 6 Hea
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 WXYI Small Floor-Standing Pots Stand, Modern Metal Plant Shelves 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Natural Nutra L Lysine HCl, Promotes Healthy Bone, Helps Built C GWDJ Umbrella Stand, Black Home Umbrella Stand Rack, Iron Umbrel Lutema Economy Bulb for Mitsubishi LVP-SL2U Projector (Lamp with 2.66 ct Emerald Cut Double Halo Solitaire with Accent Designer G 3 Plạnts Lạdy Mạrgạrẹt Pạssịon Flowẹr 4" Pot Lá» DTZN Mr and Mrs Coffee Mugs- Unique Gift for Bride and Groom- Gi MYOH Dori Bar Pull, Split Black and Satin Brass with Satin Brass I Love Figure Skating Black Remote Control Holders Organizer Box DREAM PAIRS Women's Faux Fur Slippers Loafers Flats Shoes American Shifter 478247 Shifter Kit (2004R23" E Brake Cable Trim
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Danger Flammable Materials Sign, No Smoking Or Open Flames Sign, WIKIDOO G8 LED Bulbs, Dimmable G8 LED Light Bulbs 5W(Equivalent Platinum Bezel-Set Round Diamond Solitaire Pendant (1/5-1 cttw, MYOH Jazz Appliance Pull with Back Plate, Split Black and Chrome Table Lamps Lamp Snowman LED Colorful Gradients Atmosphere Stere Tablet Case Great for Huawei MatePad 10.4 Calf Pattern Double Fo Unknown1 Coasters Nice Normal Family Set of 4 Sandstone OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Kataoka Byobu Shop Japanese Foldable Screen Byobu by Hokusai 15"
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 18k Yellow Gold Natural Diamond Pink Tourmaline Womens Vintage American Shifter 370777 Shifter Kit (FMX 16" Trim Kit Dipstick F 3D Bedding Set Printed,Printed Duvet Cover Set Beautiful Decorat CS-YZC Screen Electronic Weight Scale Body Composition Analysis Puccy Privacy Screen Protector Film, Compatible with Dell C424AQ NYKK Bathroom Toilet Brush Holder Toilet Brush Set Handle Suctio Sun Records Pop Legends Jungle Animal Nursery Decals | Baby Room Wall Prints | Kids Wall Lighthouse T-Shirt X-Large Alposh 1.5 Carat F Color Six Prongs Solitaire Brilliant Shape Ex
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
3D Wall Mural Wallpaper Wisteria Flower Green Leaf Bird Wallpape
1 2 3 4 5 32"x19.7" Vivid Sign New Live More Worry Less Beer Cute Super Br Double Motor Men Pleasure Massager Men Toy Massager Plug Massage New Women Summer Cute Print Long Dress Straps Sexy V Neck Sleeve WXQ-XQ Hand Shower Led Shower Head Light Small Nozzle Color Chan WOSHISHEN Custom Name Backpack Women Large Girls Laptop Bag 15.6 XQAQX Storage Rack,Storage Shelf,Wall Mounted Storage Rack Shelf Gun Range Safety Rules Sign, 24x30 Inches, 3M EGP Reflective .08 BULBS R7S LED 118MM Dimmable Flood Lights - 50W 118mm Double End Yuxahiugstx Computer Webcam 1080P HD, Autofocus Conference Live
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 Outdoor Picnic Blanket with Waterproof Backing Washable Foldable Luoshan Earphone, 3.5mm Wired Gaming Headset with in-Ear Detacha
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 DD Store Palak Notes: Organic Blood Builder with Palak Notes Pro INTERESTPRINT Vintage Skull Motorcycle Car Seat Cover Front Seat
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 Plant Cane TPU Case for New iPad/iPad Air/iPad Pro Generation Au 2842/1 YL005, 28 AWG Hook-Up Wire, Alpha Wire
Chapter 13 Neural Nets and Deep Learning PDF New Metal Aluminum Alloy Black B4K License Plate Frame Insert Ha Door Stickers 35.4"78.7" Embossed Flowers Decal for Boys Childre
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 Backpack Bags Field Gold Dots Bag with Lunch Bag Pencil Case Pou 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 Portable Clothes Closet Rolling Door Wardrobe, with Two Drawer B 7 8 Custom Any Size Wall Mural Wallpapers Modern Fashion Bear Pass T 12 Packs Kitchen Cabinet Knobs,Funny Magic Cat Unicorn Mermaid,P ARTSHOWING Animals Rectangular Area Rug 2'7'' x 5', Large Indoor 8'x9'9" Hand Knotted Light Gray Pliable Wool Angora Oushak Orien HMZXZ Large Cooler Lunch Bag Tropical Flowers Zebras Art 24-Can
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Pbldb 3D Snow Mountain Sky Wallpaper Decal Dercor Home Kids Nurs 13 Multifunctional Classification Desk Organizer, Desk Pen Pencil H
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Meets Pamela Llem Hird Spoonflower Fabric - Mother Dragons Colourful Scales Rainbow Dra Case for Ipad Pro 12.9 Illuminated Colorful Ramadan Lantern Agai FAMILYDECOR Placemats for Kitchen Dining Table, Set of 6 Place M Jiahezi Mens Womens Water Sports Shoes Quick-Dry Lightweight Bar UXZDX CUJUX Foldable USB Cooling Fan CPU Cooler Mini Notebook Co YBSM for K-AWASAKI KX65 00-20 KX80 98-00 KX85 KX100 Motorcycle B Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2603 V3 6-C Certified 14k Gold St. Jude Nugget Medal Pendant
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Polaris 800 Ranger Crew Front Sport Brake Rotors and Brake Pads 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 MZP Knit Chunky Throw Blanket Hand-Made Super Soft Warm Cozy Lux KOBJC Blue Pointed 18650 3 7v 3000mah Lithium Rechargeable Batte American Shifter 522135 Shifter Kit (45RFE 23" E Brake Cable Cla Sweat Suits for Women Set Casual Stripe Zipper Swearshirt Long W GRBD Home Decoration/Decoration Accessories 2pcs Couples Lover H Sturdy Wooden Table Chess Chinese Chess Games Folding Magnetic C 2018 Topps Tier One Relics #T1R-JT Justin Turner Game Worn Dodge Motivational Floor Mats, Sketchy Mountains Hand Writing Style Le TTSHOP Ash Tray,Metal Ashtray,7.5x10cm 2.9x3.9In,Ashtray Red/Gre 4/27 Ombre Color Body Wave 13X6 Lace Front Human Hair Wig HD Tra
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 CEAeis Car Front Windshield Wiper Blades,for Renault Megane MK 2 AQSND Climbing Safety Rope, 10mm, Breaking Load 2100kg, Rock Cli 925 Sterling Silver 3mm 7 Inch Bead Bracelet Jewelry Gifts for W Womenfocus Outdoor Table Runner and 6 Placemats, Kitchen Heat-Pr Retro Picnic Blanket,Outdoor Blanket,Camping Blanket,Car Blanket Corolado Spare Parts, Gxv160 Stop Switch Spring Assembly for Hon Harley-Davidson Mens Stainless Steel Black Outline BS Round Ban American Shifter 519027 Shifter Kit (700R4 16" E Brake Cable Dip TIKTIK Womens Pajama Set Long Sleeve Sleepwear Scoop Neck Pjs Se
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Calça - Last Name History and Coat of Arms from Portugal Print S Golden Store US - Corgi Life Shirt for Men Hawaiian Shirt Hard Bendable Sever-Temperature Black Opaque Plastic Tubing for Double Layer Inverted Umbrellas Reverse Folding Umbrella Elephan Replacement For Yamaha Yw50f Zuma 850 Cc Year 2013 Parking Light InkSurf Compatible Drum Replacement for HP CB385A, Works with: C ECYC Wedding Decoration Table Skirt 5 Layer Tulle Table Skirt Ba Hoya 55mm Sepia A Lens Filter UNV42165 - Color : Light Brown - Universal Catalog Envelope - Bo Calvin Klein Women's Hi Rise Straight Leg Jean
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Johnson Wales University Girls' Zipper Hoodie, School Spirit S
1 2 3 4 5 Rexroth New Aftermarket A10VO45DR/31L-PKC61K68 Hydraulic Piston US Warehouse BRLUCKY Fender Liner Front Passenger Right Side RH Hynix Original 32GB (2x16GB) Laptop Memory Upgrade Compatible fo Vintage Distressed Puerto Rico Flag Man'S Ultimate Cotton Hooded Kitchen Cabinet Knobs - Letters and Animals - 1.18 Inch Round Dr American Shifter 450328 Shifter Kit (TH350 8" E Brake Cable Trim How to Design Eye-Catching Brochures, Newsletters, Ads, Reports, 9-3 1/4 x 1 x .035 x 2/3H Band Saw Blade M42 Bi-metal 1 Pcs Samsung M393A4K40EB3-CWE Memory 32GB DDR4-3200 2Rx4 LP ECC RDIMM
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 ZKS-KS Dirty Clothes Bucket Storage Bin Family Indoor Storage Se Pomegranate 3D Printing Cover Twin Bedding Set Soft and Breathab
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Halloween FX Elizabeth Child Deluxe Costume (10-12) Argon Tableware Marble Wine Bottle Cooler Sleeve | Solid Stone B
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 14" Pressure Seal Horizontal Preprinted W-2 Forms (1000) Team Golf NCAA Adult-Unisex Tin Gift Set with Switchfix Divot To
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: Laundry Baskets Removable Removable Household Roller Car with Ro (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 Personalized Pomeranian Beautiful Quilt King Queen Twin Throw Si
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).