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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 ArtnIndia G Ðịdlo for Womẹn Realịstịc 8.86 Ịnch Realá» 7 8 Hisoka Backpack With Usb Laptop Computer School Backpack Travel Water Pitcher Glass Cold Water Jug with Anti-scalding Handle Hou Cream Streets Mariyam Art Handicraft Antiqued Brass Poem Compass ''Robert Fros CGSignLab 2464739_5absw_24x6_None |"Annual Sale -Stripes Gray" P
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 TE Connectivity Part Number 1375965-4 13 QUXING Motorcycle Hand Grip Sturdy Motorcycle Grip Handlebar Han
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 2.0GHz 6-Core YINGTAO22-SHOP Wall Clocks Wall Clock New Chinese Style Pure Cop Artificial and Dried Flower 50pcs Artificial Pine Tree Branches Cousin Crew Shirts for Kids, Matching Family Vacation Shirts, Re Goodbest New Front Left Door Upper Trim Panel for Chevrolet Silv (Front+Rear Kit)(High-End) 4 Black Coated Cross-Drilled Disc Bra Ruf Teddybaer Eins-Vier SHTY Universal Wall Sticker Mural Decoration Wall 18 Styles Larg FVGKYS Mural Children's Room Kindergarten Sky Colorful Balloons
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Head Case Designs Officially Licensed HBO Game of Thrones Stark 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 GZHENH-Garden Fence Screen Resistant Flower Pool Edge Plant Prot Walker 47717 Resonator Assembly Stainless Steel Abstinence Belt Men Chaŝtity Device BDSM Pênis Outdoor Patio Porch Swing Chair, Courtyard Garden Leisure Bench Xtrasaver TV Base Stand Legs OEM Replacement for Vizio E43-E2, C decorative wall crosses, Be still and know that I am God, small, North East Harbor Outdoor Patio Square Ottoman/Side Table Furnit Jewels Obsession Silver 3D Pegasus Necklace | Rhodium-plated 925 Large Area Rugs Floral Pattern of Tropical Leaves Modern Floor C (300 pcs) M6-1.0 X 16mm, Low Head Hex Socket Cap Screws, Metric,
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 HP Proliant DL360 Gen9 4B LFF E5-2640 V3 Eight Core 2.6Ghz 48GB 2-Tier Side End Table with Storage Shelf and Drawer, Narrow Nigh HLDETH Vintage Men's Shirt Summer Linen Solid Long Sleeve Male B 1000 Pieces-Royal Portrush Wooden Jigsaw Puzzle DIY Children Edu Stepper Motor, Small in Size High Accuracy Easy to Install Extru Character Stripes Printing Women'S Lunch Bag,Portable Fashion Me WHQ 26 Inch MTB Wheelset, Double Wall Aluminum 6 Nails Disc Brak Special Window Sale Sign Posters Retail Business Store Signs (P7 LJJSMG Wooden Chess Set,Foldable Games Chess,Wooden Chess Board
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Readymade Art Of Tea Ambesonne Abstract Pet Bed, Tartan Plaid Pattern Geometric Strip Burgundy I Tip Hair Extensions 16 Inch Fusion Hair Extensions Hu DIAOD Nordic Christmas Party Tablecloth Striped Cotton Linen Sti Simulation Parrot Bird Sculpture Wall Hanging Ornament Handmade Snow Cones Windless Flag (Mount and Poles are Not Included) (10) Large Cable Knitted Premium Washable Soft Merino Wool Bedroom Ho Brooklyn College Girls' Zipper Hoodie, School Spirit Sweatshirt FSJIANGYUE Candle Holders for Living Room Unfinished Candlestick Kogon Halloween Decorations,Halloween Fake Hand, 4-Piece Set Z
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Diamond2Deal Leslie's Sterling Silver Rhodium-Plated Polished Ne
1 2 3 4 5 High Stretch All-Inclusive Solid Color Sofa Cover Universal Furn Rexroth New Aftermarket A10VO45DR/31R-PWC12N00 Hydraulic Piston Indian Men's Silk Kurta Embroidered Casual Shirt Pajama Kurta Backpack Bags Black and White Dash Bag with Lunch Bag Pencil Cas FVGKYS Wall Decals Art 3D Custom Poster Mural Animal Panda Wallp Deejay LED Flight DJ Coffin Case Engineered to Hold Two CDJ2000 SAFETY FIRST BE CAREFUL Huqalh Cute Yoga Towel Cute Colorful Flip Flops Printed Yoga Mat Manoch Bathroom Cabinet Wall Mounted Toilet Furniture Wood Plast
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 14k Yellow Gold Solid Textured Cross Religious Pendant Charm Nec Men/Women Sports socks Decorative 2 Piece Bedding Set 1 Pillow S
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Table Cover Protector XJJUN Waterproof PVC Protector Thicken Gla NYKK BBQ Clip Vintage Multifunction Zinc Alloy Kitchen Baking Br
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 Lunarable Summer Reading Pillow Cover, Vibrant Layout of Polygon American Shifter 496917 Shifter Kit (4L60E 8" E Brake Cable Clam
Chapter 13 Neural Nets and Deep Learning PDF American Shifter 401583 Shifter Kit (TH350 8" E Brake Cable Trim eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K
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 PrintaStick 1,7oz | 3D Printing Adhesive for PLA, PET-G and More 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 Anti Blue Light Screen Protector for 32-75 Inch TV Filter Out Bl 7 8 LVCOS Wadanohara and The Great Blue Sea Memoca Cosplay Costume FIBVGFXD Chess Set for Adults , Refined Wooden Folding Large C SHENYF Wigs Wigs HD Lace Frontal Wig 13X6 Lace Front Human Hair VAICO New Radiator Hose compatible with VW AUDI SEAT Beetle Eos 16Pcs Crystal Furniture Handle Handle Handle Kitchen Cabinet Dra
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Bloem Rolling Plant Stand Caddie Saucer Round 16" Terra Cotta (T 13 Candle Holder,Single Head Candle Holder European-Style,Alloy Mod
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 G-III Sports Boston Bikini Swimsuit, Women's Elastic Swimming Su TYR VZNOB6A19923 Venzo Genesis Open Back Steel Blue 23 Manual Locking Wheel Hub Pair Set Compatible with 00-05 Ford Sup Garden Arbor Pergola Arch for Climbing Plants, Garden Arch 7.8ft TousiAttar Sleeping Beauty Turquoise Necklace- Solid 14k or 18k 2000 Wooden Puzzles God Wooden Jigsaw Puzzles Brain Challenge Be Astronaut Desktop Storage Decoration Boys Room Wall Light Luxury XingKunBMshop Tower Hanger Space Aluminum,Single Pole Towel Rack Rexroth® New Aftermarket A10VO28DRG/31L-PSC11K02 Hydraulic Pisto
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 A10VO71DFLR/31L-PWC91K68 Hydraulic Pisto 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 MSCHEN Garden Ornaments Statue Home Decoration Garden Craft Simu Founding of A Republic DVD (Region 3) (NTSC) 2000 Piece Puzzles Adults -Horse- 2000 Piece Jigsaw Puzzles for Watercolor - Boat 3 - Microfiber Cleaning Cloth (Lens Cleaning C Coasters for Drinks, Absorbent Drink Coasters Set Cool Bar Cup C SPNEC TWS Wirless Earphone Bluetooth Headset Music Headphone Min Do Not Climb Ladder Access Restricted to Maintenance Staff Only Dell PowerEdge R740 8 x 2.5 Hot Plug Silver 4110 Eight Core 2.1G Elastic Sofa Covers for Living Room All-Inclusive Sofa Cover Str BUNCC European Blue Flower Pot Succulent Plant Ceramic Extra Lar
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 American Shifter 425184 Shifter Kit (45RFE 23" E Brake Cable Cla Genuine OEM Automotive Touch Up Spray Paint (Primer/Basecoat/Cle Cosplay Costume Black Clover Yuno Game Novelty Cosplay Costumes Case for Ipad Pro 12.9 Colored Pattern Doughnuts Sweets Protecti BUERYUZ Applicable Ipad Pro Protective Case The Last Airbender D FRD165Q4 IIMAK 6.5" x 984' DC-200 (Wax/Resin) Thermal Transfer R 14k White Gold Diamond Cross Pendant Necklace (3/4 cttw) L-WSWS Magnifiers 3.5X Handheld Compact Glass Pocket Swivel Fold Mermaid Girls Placemat Leather Table Mats Set of 6 Easy to Clean
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 CAMP-ZERO 40 | 42.26 Quart Premium Cooler with 4 Molded-in Cup H Society6 Black Rose Gold Star Pattern by Rose Gold on Water Bo Prinbara Women's Long Sleeve Mock Neck Sweater Loose Fitting Kni Ships Wall Sticker Steamship Decal Cruise Ship Home Decor Ocean TOE Cabinet Handle Knob Pack of 5 Gold Copper Handles Kitchen Dr Accuform MFSD409VA, 10" x 14" Aluminum Sign:"Telephone", Pack of QIAOQIAO Mountain Clean Sky Decorative Throw Pillow for Bed Couc LED AAA Flashlight - Ochoos IYP365 Ochoos 219C XP-G3 R5 AAA Po That Ain't Nothing But Ri 3dRose Colorful Outline of Word Peace Trivet with Ceramic Tile,
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
12 Retro Glass Bottles with Carrying Strap Set, 17 oz. - Customi
1 2 3 4 5 POMNGYUIL Car Steering Wheel Cover Steering Wheel Automotive Int Liland Global - Fuel Tank American Shifter 431275 Shifter Kit (727 23 Swan E Brake Cable T HARD EDGE DESIGN Girl's Youth American Grown with Sarkees Roots Monarch 1152 Coding Gun 2-Line 20 Characters Couristan Chalet Tile Ivory Area Rug, 9'4" x 13'4" L-SHISM Home Wind Turbine 1000w 1500w 2000w Wind Power Turbine G Bailando Con Sonsublime Bernese Portable Underwear Storage Box,Multi-Functional Travel S
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 8 MM Cushion Cut Lab Created Pink Sapphire Ring, 4X6 MM Pear Sha (40 pcs) 3/4"-10 X 9", Carriage Bolts, Round Head, Square Neck,
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Black Metal Patio Dining Table with Umbrella Hole Rectangular Ou Transmission Service (18" x 24") Yard Sign, Quantity Discounts,
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 Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for HP Pavilion dv6-21 17127531769 Radiator Coolant Hose For BMW E84 E88 E90 E91
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: Boy's Printed Short-Sleeve Button-Down Shirts (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 American Shifter 366477 Shifter Kit (700R412" E Brake Cable Clam
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).