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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 Lucky Box(Contains 1 Products) Mystery Electronic Blind Box,Rand 7 8 Succulent Plant _ Indoor Succulent Pack 8 Succulent _ by Buch4La Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc RBC Bearings IR7194C Needle Roller Bearing Inner Ring - 0.8125 i FGIK Funny Drunk Garden Dwarf,Creative Drunk Dwarf Decoration,Dw KKSI Natural Agate Geode Cluster Hedgehog Figurine Hand Carved Q
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Pwshymi 1/10 RC Drift Car USB Rechargeable 2.4 GHz Remote Contro 13 SignMission Designer Series Sign - Reserved Parking for Internal
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 kgjsdf Wigs European and American Hairstyle of Fiberglass Wig Fe Pbldb 3D Banana Leaves Plant Leaf Print Wallpaper Mural for Bedr 4 Piece Shower Curtain Sets Halloween Paved Candy and Ghost Incl AEKDITU Youth Anime Athletic Hoodies,Boys Girls 3D Print Green K JHJUH Simple Modern Fashion Table Runner Circle Embroidery Table Sink Faucet Bathroom Tap Tap Waterfall Glass Faucet With Long Ne SMLZV Stick Vacuum Cleaner Cordless,Multifunctional Handheld Lig MOMO MOD.78 350mm (13.78 Inches) Suede Steering Wheel w/Brushed Replacement For Ibm 02k6649 Battery By Technical Precision
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VSO45DFR/31R-PPA11N00 Hydraulic Pisto 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 14k Yellow Gold 4mm Fancy Disc Adjustable Necklace 18 Inch Jewel Pan Pacific Playa SSCYHT Electric Heated Neck Guard Soft Support Cervical Collar U Set of 3 Silver and Black Oval Storage Containers with Handles 2 1 CT Green Onyx and Diamond Floral Cluster Pendant Necklace,14K IBM-68-CE Goebel CLSD End Blind Rivet, 3/16 Inch (.187 Inch) (.3 Compatible with Chevy Silverado 3500 GMC Sierra 3500 Fuel Pump M Epoxy Top - 10-18 Roadglide Gas Tank Dash Insert - W Skull Pile Super PDR Full Set Car Seat Covers, Universal Leather Luxury Car Sole Design Rosie Collection Modern Deep Hand Tufted Round Uphol
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 GemAbyss Beads Gemstone 1 Strand Natural 16 inch Full Stand Supe Fibre Metal P2ARW Roughneck Hard Hat - Ratchet Suspension - Red Lawlor Faux Mongolian Fur Throw, Cleaning Method: Spot Clean, Ov 14k White Gold V-End Prong Pear Diamond Solitaire Pendant (1/4-1 HOLIDAY STUFF White Garland Pre-lit with Multi-Color/Color Chang 14K Madi K Diamond Stud Earrings [3 Bushes] 18 Red Blooms 16"-19" Artificial Silk Flower Home Dec Green- Men Large Capacity Lunch Bag Insulated Reusable Bento Box Essential Elvis Presley
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Gloves, Green, 2XL, 10-3/4in.L, PR 20' X 30' White Fire Retardant Heavy Duty Canopy Shade Poly Tarp PYCXYI Duvet Cover Set Queen Size Yellow Fruit Print Pattern 3 P In Stereo Fascia Massage Instrument, Deep Tissue Massager 14.6 x 10.6 x 3c bisney New Sexy Hentai Anime Figurine 1/7 Black Silk Hip Girl PV Rexroth New Aftermarket A10VSO45DFR1/31L-PRA61K52 Hydraulic Pist Jeco ODPS007 Orchies 3-Tiered Round Metal Plant Stand OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Rexroth New Aftermarket A10VSO45DRG/31L-PKA61K52 Hydraulic Pisto
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Ochoos 5pcs/10pcs ABEC-7 S689-2RS S689 2OS CB LD 9x17x5mm Stainl
1 2 3 4 5 ADSE 304 Stainless Steel Shampoo Corner Shelf Bathroom Shelf Org Rexroth New Aftermarket A10VSO71DFLR/31L-PSC42K05 Hydraulic Pist HRiu00@ Lounge Pants for Mens, Leisure Music Notes. Cotton Long LHHYY Wall Stickers Elephant Tree Animal Wild Animal Smashed Wal Personalized Dragonfly Quilt to Son Daughter Kids Best Decorativ Sickspeed 20 Purple/Neo Chrome Capped Aluminum Extended 60Mm Lug After Party 3in KNOCK-OUT PUNCH (Pack of 1) American Shifter 441762 Shifter Kit (6" 4L60E E Brake Cable Clev
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 Chongyang Square Retro Fashionable Floor Drain Shower Floor Drai OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 MTM Hydro 4000 Psi 1/4 Female Inlet 210 Degree Turbo Nozzle 4.0 Kids' Backpacks, Elephant Rabbit On A Bench Large Capacity Diape
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 Elegant Kitchen Rug Mats 2 Pieces Soft Kitchen Mat Fatigue-proof Replacement Part for TV 8 PCS LED Backlight Strip for LG37LN541V
Chapter 13 Neural Nets and Deep Learning PDF BD-18364 DIY Beads DIY 4mm Rondelle Facetted Rainbow Orange Cuts YIXIN2013SHOP Laundry Hamper Large Portable Dirty Clothes Storag
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 20 Pack - Cosmas 5317ORB-EM Oil Rubbed Bronze Cabinet Hardware R 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 Wall Decal Best Aunt Ever, Perfect for Kids Bedroom and Kids B 7 8 rianiq07 12.5" x 18" Merry Christmas and Snowman Outdoor Garden Gimax 28mm od 20mm 22mm id PTFE Pipe F4 Tubing Teflon Straight P Women's Lace Floral Bralette Sexy Triangle Crop Top Bralettes St Brady 47029, B853 5.75X3 Green/White 2-Side, (3 Packs of 100 pcs Garage-Pro Tail Light Assembly Compatible with 2017-2018 Hyundai
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Pwshymi Solar Power Outdoor Camera IR-CUT Full Color 5W 4G for O 13 ZYLE-Tablecloth Tablecloth Chair Cover Tablecloth Fabric Europea
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Replacement Value Fuel Pump Module Assembly Licking Sucking Toy Toys for Women Sucking 7 of Vibration Modes- Puccy Privacy Screen Protector Film, Compatible with Acer G276HL Princess Shape Solitaire Gemstone Center and Diamond Halo Charm American Shifter 371898 Shifter Kit (4L60 16" E Brake Cable Clev SDFFD Anime Naruto Akatsuki Logo Men's Women's Denim Jacket Hood Davitu Remote Controls - Remote Control For Philips HTS3264D HTS KUAIE Clear Office Floor Mat 1.5/2.0/3.0MM Hard Floor Mats Scuff Trump 2024 Take America Back 3 Piece Bedding Set Comforter Quilt
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Rainbow V2 CBD ICEE (18" X 24") Yard Sign, Quantity Discounts, M 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 3 Piece Bedding Set Square Plaid with Red and Green Comforter Se the teapot company Round Hand-Woven Desktop Storage Basket, Mult 10kt Yellow Gold Womens Round Diamond Flower Stackable Band Ring Luxury Maple, Walnut, Mahogany End Grain Luxury Wood, Coffee Coa HAOXIANG 12-Piece Kitchen Utensil Set, High Temperature Non-Stic BYOLPMKK-Jiajia Accessories 2X Front Engine Cover Bonnet Hood Sh Morocco North Africa Suitcase Polish Glass Christmas Tree Orname Chipex | Premium Touch-Up Automotive Paint Kit Compatible with L Niagara Cutter N61647 Carbide Square Nose End Mill, Inch, TiCN F Dell PowerEdge R640 8 x 2.5 Hot Plug 2X Silver 4110 Eight Core 2
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Kase 100mm Bright Star Focus Focusing Tool Filter 100 Dallas Cowboys NFL Teen-Boys Santiago Youth Fleece Hoody Highlight Ombre Wave 13x4 Lace Front Human Hair Wigs HD Transpar NMC N501AB, Sign"No Smoking Including E-Ciga." (Pack of 20 pcs) Conecto - Connection Cable - Network Cable - Ethernet Cable Blac Aokarry 18K Gold Necklace for Women Square Expandable Retention Jackets, Legal/Letter, Kraft Brown, 100/Box UXZDX Suit Dress Female Yujie Light Familiar Style Design Niche QDGERWGY Fashion Pendant Necklace for Women Silver 925 Jewelry O
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Edelmann 80198 Power Steering Pressure Hose Home Elastic Kitchen Dining Chair Cover Elastic Plain Modern Wed CHENTAOMAYAN Valve Brass 1/8" 1/4" 3/8" 1/2" Female Thread Full 8X-SPEED Custom Car Floor Mats Fit for Mercedes Benz C Class AMG YBSM for CBR250R CBR 250R 2011 2012 2013 2014 2015 2016 2017 201 Chihen Christmas Tree Skirt Xmas Party Decor Snow Plush Christma Muscle Quality - Premium Natural Nitric Oxide 3150MG - Nitric Ox Konoha Wigs Tawny Long Curly Hair Wig Ladies Handmade Lace European and Mens Casual Hoodies C.-F.-Martin-Logo-1933- Fashion Sweatshirt L
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Wan Ding Car Sun Blinds to Keep Cool Uv Protective Film-Chinoi
1 2 3 4 5 16-17 HONDA PIONEER1K-5: Sedona Spike Lug Nut Set (Black / 12x1. Koeckritz Rugs Square 10'X10' Canpana Olive Ultra Soft | Ultra S Soup spoons Hand-made Ceramics Long Handle Spoons,perfect for Fa Yaki Kinky Straight 4 Bundles With 4x4 Free Part Lace Closure 10 Children/Girls' Cheerleader Cheerleading Uniform Costume Blue/Wh SVDS Quilt Cover Creative Cartoon Machine Bedding Duvet Cover Qu 13.8"x3.9" Vivid Sign New Insane Beer Cute Super Bright Wall Dec Verified by SanFlash Ultra SanDisk 64GB Works for LG G4s MicroSD Vacuum Cleaner Office Keyboard Cleaner Portable USB Charging Han
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 Accuform MADM985XL, 10" x 14" Aluma-Lite Sign with Legend:"No Ad USB Wired 7.1 Surround Sound Gaming Headset, Super Bass with Mic
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 JzyhNzd for Peugeot 301, for Citroen C Elysee 2012 2018, Car Das American Shifter 386136 Shifter Kit (4L60E 23 Swan E Brake Cable
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 4-Piece Gardening Tool Set Carbonized Steel Hand Tool Starter Ki YellowMaps Ruskin FL topo map, 1:24000 Scale, 7.5 X 7.5 Minute,
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: Subhuti Bible Verse Christian Bible Verse Luke Flannel Throw Bla (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 Cosplay Costume for Anime Danganronpa Harukawa Maki Anime High S
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).