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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 Dalyn Rugs Dover DV8 Rug, 12' Round, Viola 7 8 The Decor That is Adored Ancient Egyptian Sitting Sekhmet Goddes 2-1/2" Metal Loose Leaf Rings - 100pk 12 Packs Kitchen Cabinet Knobs,Morning Light in Beautiful Jungle Get Er Done Universal Car Armrest Cover Soft Auto Center Console Red Gallery Blue Border LED Neon Sign 10 x 24 - inches, Black Sq
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Men's Retro Shirt Long-Sleeved Shirt Fashion Lapel Simplicity Ca 13 Royal Selangor Carriage Clock, One Size, Pewter
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Gree MULTI30CDUCT306-30,000 BTU Multi21+ Tri-Zone Concealed Duct GoolRC QF002 RC Airplane, 2.4Ghz 2 Channel RC Plane Ready to Fly 1.95ct Round Cut Solitaire Rope Twisted Knot Natural Orange Citr Vintage Floral Traditional Over-Dyed Distressed Tebriz Oriental WQXD Briefcase 16 Inch Laptop Backpack Convertible Multifunction "Flags Signs" 2x3 Embroidered Sewn Mississippi 300D Nylon Flag LEIDADA for Toyota Lexus ES350 RX350, Separate Letters Digitals 1967 Topps # 59 Gilles Marotte Chicago Blackhawks (Hockey Card) OFFTEK 1GB Replacement RAM Memory for Sony Vaio PCG-7A1M (PC2700
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Cecorative Tissue Box Tissue Box Holder Tissue Dispenser Box Tha 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Jiaxiin Re: Life in A Different World from Zero Rem Anime Quilt PTR ADC CNC Aluminum Alloy Housing Protective Case with UV Filte LuxMart Polyester 12x18 Wholesale Lot 12 Air Force Wings Car Veh dailymall 30 Pieces Two-in-One Multi-Use Waxing Applicator Stick Accuform MFSD974VS, 10" x 14" Adhesive Vinyl Sign:"First Aid Roo 50Pcs. WHOLESALE Tibetan Antique Bronze NICE ELEPHANT BABY Cha 3-layer Wall-mounted Dish Rack, Multifunctional 304 Stainless St duoyush Outer Space Solar System Leather Placemats 6pcs Sets,Was Fine Color Jewels Art Deco Dainty All Natural Amethyst Heart Sha ZHANGWJ Chinese Fabric Cotton Fabric Craft Patchwork Quilting fo
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 AC-S-5215 DEUTZ Service Manual Round Blue and White Diamond Halo Pendant (0.49 cttw Enhanced Bl Flesdo Personalized Autism Son Love Needs No Words - Gift for Au Bundle - 9 Items: System 3 ST-4 Black 14" Wheels 30" Desert Seri CGSignLab 2575205_bnrm |"Holiday Decor Gold Dancers" Wind-Resist AMI: UKT311+HE2311, 2" HEAVY WIDE ADAPTER TAKE-UP, FACTORY NEW! YellowMaps Agathla Peak 1 SE AZ topo map, 1:24000 Scale, 7.5 X 7 Ega Master SLOGGING RING WRENCH THIN WALL 70 MM Naturalizer Women's Morrison Fashion Sneaker
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Malky European Sheitel Multidirectional Human Wig Brown Highligh ZYF Wine Rack Whiskey Decanter Cartoon Carafe, Carafe Wine Red W ENEVOTX Car Windshield Cover Ball Yarn for Knitting Handcraft Ca Golden Age Vintage Push-Back Wire, 50 Feet, Black SXFYMWY Bladeless Fans Air Cooler Leafless Fan with Light USB Mi Bezel-Set Trillion Morganite Pendant with Milgrain (6mm Morganit 12 × 16 in Luck in The House Picture Black Frame for Wall or Tab Electric Piggy Bank Rabbit Piggy Bank Plastic Piggy Bank Change Sickspeed 4 Pc Red/Neo Chrome Capped Aluminum Extended Locking L Armenian Coat of Arms Lunch Bags Two Compartments Insulated Picn
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Ceramic Stone Coasters Absorbent Coasters with Cork Base - 8 Pcs
1 2 3 4 5 Attention CASQUES DE Protection OBLIGATOIRES (French) TEHAUX Small Animal- Natural Wooden Hamster House Cage Small Ani Kitchen Knife Stand Plastic Spoon Chopsticks Storage Box with Dr Boring Bar Holder, Lathe Tool Holder, Resistant 5PCS Quality Ste in Case of Emergency Call 911 Sign, 24x30 Inches, 3M EGP Reflect Replacement For Mercedes Benz 500 Year 2006 Rear Side Marker Lig PANYFDD Marble Creative Umbrella Stand Home Iron Art Umbrella Um Detroit Axle - Front Sway Bar Ends Replacement for Acura MDX ZDX Direct Fit catalytic converter
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 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Personalized Another School Year Survivor The Longest School Eve
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 LKDF Clear Vinyl Rectangle Tablecloth Protector Waterproof, Crys 2.66ct Princess Cut Pave Solitaire Accent Natural Yellow Citrine
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 Compamia Queen Polycarbonate Patio Side Table in Transparent Cle Figurine Akatsuki Flying Section Statue Standing GK Anime Figure
Chapter 13 Neural Nets and Deep Learning PDF LZYANG Towel Rack Bathroom Towel Rack, Stainless Steel Rack with Wall Murals Wallpaper Natural Scenery of Forest Flowers Outside
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 Valerie Par Hill Hand Painted Glass Egg-Shaped 5 Pc Ornament Set 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 Hejdenpol - Last Name History and Coat of Arms from Poland Print 7 8 Lightweight Electric Return Device, 27x17.5cm ABS Plastic Puttin AUTOKOLA Home 2 Display Ledge Shelf Floating Shelves Wall Mounte Monitor Stand Single Arm Monitor Stand 27"-49" Heavy Monitor Sta Date A Live Tohka Yatogami Backpack Anime Printed College Bag La Valse Des Fleurs
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Antique Geometric Qashqai Oriental Area Rug Wool Hand-Knotted Ca 13 XQRYUB Car Exterior Parts Door Handle Decoration Strip,Fit for H
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 MOMO Race 320mm (12.6 Inches) Leather Steering Wheel w/Brushed A Compatible with 2001-2006 Chevy Silverado HD Crew Truck Kicker B R3747 Trans Flag Polygon Case Cover for MacBook Pro 13? - A1706, New Galaxy 3D Universe Space Stars 8 Mens Athletic Sweatpants, F Tunic Tops to Wear with Leggings Trendy Long Tops for Women Roun WMMING Floating Wall Shelves Bracket for Book Solid Wood Storage Clor AOEY Statue Collectible Figurines Decorative Objects for Home Ce University at Buffalo Bulls NCAA College I Love Crewneck Sweatsh
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Do4U Patio Furniture Set Outdoor 3-Piece Sectional Lounge Chaise 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Plutus Brands Plutus Clubhouse Orbit Luxury Throw Pillow, 12" x American Shifter 461576 Shifter Kit (AOD 12" E Brake Trim Kit Di Family Decorating The Christmas Tree Charm or Keepsake Sterling YJFENG Rainproof Transparent Tarpaulin, Greenhouse PVC Sheet Cov White Marble Coffee Table Top Pauashell Inlay Stone Kitchen Livi 1.1 ct Brilliant Emerald Cut Solitaire Stunning Flawless Brown M Wallpaper Murales 3D Wallpaper Embossed Horse Golden Lines Wallp Solo Rugs Ikat Rampur One of a Kind Hand Knotted Area Rug, Hazel Wine Rose Lily 19" Bush Artificial Silk Flower Wedding Home Craf Jewels Obsession Gold 3-D Camera Necklace | 14K White Gold 3D Ca
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Willow Basket Tray Set, small 4" x 22" dia | large 5" x 24" dia Genuine Hyundai 89160-1R100-N2R Seat Cushion Cover, Rear Womens Goth Knee High Boots Chunky High Heel Punk Motorcycle Pla Yingban Industrial Grade Weights Bag Leg Weights for Pop up Cano Electronic Scale Digital Scale Weight Scale Small Level Scale Pr Shatterproof Money Bank Piggy Bank Creative Resin Piggy Bank Chi Cold Nose Creations Large 30in High Boots Hat Silhouette Sturdy Custom 20.9 oz h2go Concord - 144 PCS - .99/EA - Promotional Happy Dog Print Quick Dry Towel, Quick Dry Towels for Bathroom,
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Fire Science Nutrition Torched: Natural Pre Workout – Powerful P M4 x 0.7 x 40mm - Socket Head Cap Screw - 304 Stainless Steel - American Shifter 402960 Shifter Kit (PG 8" E Brake Cable Clamp C Sterling Silver Rhodium-Plated Scalloped Edge Hoop Earrings QE11 Service Manual for FO-S-600 700 700 Tractor, Compatible with For PBfit All-Natural Peanut Butter Powder, Powdered Peanut Spread f MOOER PC-Z Shape Z Pedal Connector Patch Connector (3-Pack) GXGX Clear Tablecloths Transparent Rectangular Table Pads PVC Ta CAOMING 1/4 inch Thread PU Leather Camera Half Case Base for Can Golden Store US - Blue Ocean Coral Sharks Hawaiian Shirt
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Bodhi Sunflowers Comforter Set Queen Size for Boys,Girls,Kids 3D
1 2 3 4 5 OFFTEK 16GB Replacement RAM Memory for Microstar (MSI) GE72 Apac Born To Drink Forced To Work Backpacks With Usb Charging Port Po Garden Furniture Cover Durable Tarpaulin Cold Protection Snow Pr ZAQI Doormat for Mud, Commercial Garage Entry Way Door Mat with Rexroth New Aftermarket A10VSO71DFLR/31R-VKC62K15 Hydraulic Pist afters DIY 5D Diamond Painting by Number Kits,Large Size Full Drill Cry Heart Shape Prong Emerald Cut D/VVS1 Diamond Fancy Party Wear So YG-1 EM639 Carbide Corner Radius End Mill, Uncoated (Bright) Fin
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 Water cup ceramic cup, frosted ceramic coffee mug, mug, gift cup Verified by SanFlash Ultra SanDisk 64GB Works for Yezz Andy A5QP
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Halloween Costume Contest (18" X 24") Yard Sign, Quantity Discou California Unisex Restroom Accessible Wall Sign - Black/White (2
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 OSG Helical, Thread Mill, NPT, Carbide - 4200000211 nwejron Door Padlock, Safe USB Rechargeable Waterproof Fingerpri
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: Dual-Use Foldable Broom Silicone Floor Glass Mops Wiper Mopping (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 Clara Pucci 2.6 ct Pear Baguette cut 3 stone Solitaire Accent St
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).