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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 HRiu00@ Lounge Pants for Mens, Leisure Nurses Police Wife Thin B 7 8 Figurines Decor Art Sculpture Ferris Wheel Metal Ornament Figuri Replacement For Rayovac Industrial 2-led Flashligh Rayi2led1aa F Ntn NU2305ET2 Cylindrical Roller Bearing 1.35ct Emerald Round Cut Pave Solitaire with Accent VVS1 Ideal N 3 Pieces Bath Rugs and Mats Thanksgiving Dwarf Pumpkin Sunflower
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Ridgid 55230 Bushing, 87 13 Diamond Engagement Ring + Wedding Band Bridal Set 1/3ct 10k Whit
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Animal Wall Stickers - Jungle Animal Wall Decals - Removable and Best Astrophysicist Love Space Science Astronomy Astronomer Astr FIBVGFXD Terracotta Warriors Chess Retro Small Chess Set , Dyn Oval Sapphire Solitaire Pendant with Trio Diamond in Platinum (8 MISSBIE Sweden Flag Men's 3D Print Athletic Fit Full Zip Sweatsh Leonardo Dicaprio Movie Star Face Masks Adult With Filter Pocket Party King Zombie Candy Girl Women's Costume S Boppin N Screamin Synvy Privacy Screen Protector, Compatible with IRIS OHYAMA PMT-
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Verified by SanFlash Ultra SanDisk 64GB Works for Samsung SM-T92 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 CODE 3 USA LTI TDA SUBURRAN with Chief Car Battalion 5 1/64 DI 3D Leaves 3335 Floor Wallpaper Murals Wall Print Decal AJ WALLPA Scots Style Protection Cooling Arm Sleeves Upf50 Uv Sun Arm Slee Kodiak Cutting Tools KCT156462 USA Made Solid Carbide Threadmill QMGBXG Food Storage Containers 304 Stainless Steel Small Wine Pa Shreem85 Maternity Dress Maternity Twist Front Solid Bodycon Dre WHZG Towel Bar Towel Rack Towel Rack Towel Rack Railway Hotel Co BAHCO Power Tool Accessory Blades Armrest Box for Nissan Sentra Sylphy Curved Center Curved Interi YINYUAN Two-Compartment Laundry Hamper , with Handle Storage W
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Globe Scientific 136036-S01 Transfer Pipet, Pediatric, Sterile, ZHJBD Smoking Set/Cigar Accessories Travel Cigar Box, Leather Ci Solitaire Halo Ring, 8 MM Lab Created Yellow Sapphire Ring, D-VS Horse Case for Ipad Pro 12.9 in Case 4th Gen 2020 Tablet Viewing BRLUCKY Home S Style Patio Chaise Lounge Embossing Vines Chaise CWC Holsters Fits SIG P365 With TLR6 Light RMR Cut IWB - Inside JYSMFF Cute Pudding Shiba Inu Plush Animal Stuffed Soft Animal D LOSAYM Ornaments Statues Sculptures Outdoor Garden Courtyard Vil American Shifter 378593 Shifter Kit (4L60 23" E Brake Trim Kit D
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 MAYASAF 191399 191400 Front Brake Caliper Passenger Driver Sid Portable Mat Thicked Sandproof Waterproof Camping Blanket Machin CGSignLab 2463250_5gfxa_48x32_None |"Please No Food or Drinks -M Vince Camuto Women's Latenla Anklet Ballet Flat 11'10"x14'9" Oversized Wool-Silk Fine Jacquard Gray Handloomed M SHUUY Silicone Cooking Utensils Kitchen Utensil Set Non-Stick Sp High School D×d Kuroka Backpack Men'S And Women'S Outdoor Travel Ablita 210D Oxford Cloth Curved Sofa Cover Waterproof Outdoor So Genuine Honda 67410-SCV-A02ZZ Door Hinge Clara Pucci 2.52 ct Princess Cut Solitaire Accent split shank St
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
NTN CYLINDRICAL ROLLER BRG (MU1309CV)
1 2 3 4 5 NIdezuiai Mural Wallpaper Customize 4D Wall Decoration,Oil Paint LERDPANTHY Plantar Fasciitis Insoles Carbon Arch Supports Orthot Pasargad Aubusson Hand-Woven New Zealand Wool Area Rug- 8'11" X Bestcustom Don't Knock My Door Funny Classic Metal Signs Gift fo 3/16"-8-32 x 1/8" Coarse Thread Socket Shoulder Screw Stainless Circuit Breaker Kit Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4603 v YXYH Chunky Knit Throw Blanket - Large Cable Handmade Warm Knitt Ochoos 100pcs/lot M440 4 x 40mm 4mm Stainless Steel Elastic Spli
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 Platinum Series Piston Kit (966cc) - 0.75mm Oversize to 88.75mm Purse style shoulder bag fashion messenger bag women's handbag
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 shanxihuangfu Juice Cup Portable Multifunction Mini juicer Manua Venhoy Wigs Europe and America Exquisite Rose Net Wig Female Gra
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 Vervaco Foxgloves Cushion Cross Stitch Kit ZAGG InvisibleShield GlassFusion+ with D3O - Hybrid Glass with D
Chapter 13 Neural Nets and Deep Learning PDF Replacement For Chevrolet/Chevy Camaro V8 6.2l 720cca Side Marke KAMIZE Halloween Fashion Leather Rivet Shoulder Bag Handbag Purs
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 Cup Coffee Mug, Gift for Women Men Boys Girls 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 Lovejoy 68514439547 Stainless Steel 100 Round Hub, 2" Bore, 3.88 7 8 AYTOYY The Avett Brothers Pattern Fashion Pu Leather Rivet Shoul Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc Reạlistic Ðidḷo With Sucá¹­ion Cup - Ðịdḷo For Men Gạy Design with Vinyl JER 2208 3 Hot New Decals I love my cat Wall A Universal ONE Tyvek Catalog Envelope, 13" Height, 10" Width - pk
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 TH XHome Aquarium Décor Backgrounds Retro Rose Black and White 13 Jiulong Skull Men's Sweatpants Funny Joggers Pants Sports Trouse
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Beautiful Rose Sucker Sex Tooys for Woman Suction G-Spot Vi-bra Rexroth New Aftermarket A10VSO28DFR1/31R-PWA11K68 Hydraulic Pist 1/4-20 x 3 Slotted Round Machine Screw Zinc Plated (100) 1/2-2 Carat 14K Rose Gold GIA Certified Radiant Cut Diamond Pend nuLOOM Suzanne Natural Textured Wool Area Rug, 8' x 10', Grey LIMEI-ZEN CSJ Type C to Hdmi HDTV Av Tv Cable for Galaxy S10 Not GUOCAO Coffee Table American Country Sofa Corner Round Table Liv BESPORTBLE Farmhouse Beads 57in Wood Bead Garland with Tassels R Rare Hindu 28g HeatSeal Smellproof Mylar Bags Resealable Stand-u
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Kodiak Cutting Tools KCT172148 USA Made Split Round Adjustable T 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Telemecanique XY2CE Cable Pull Switch, LFT-Side Anchor Pt, Std. XingKunBMshop Hanging Wooden Bird Table Heavy Duty Feeder Statio Heliopan 55mm Long Metal Lens Hood (72055H) 2 Lịvẹ Plạnts Rẹạl 2" Succulẹnt Lịvẹ Plạn Rạ 7060 Napa Gold Oil Filter Master Pack Of 12 5/16-18X1 3/4 Carriage Bolt Grade 5 Fully Threaded Zinc (Pack Qt Platinum 4-Prong Basket Round-cut Pink Sapphire Gemstone Solitai JMFHCD LED Grow Light Indoor Plants, Full Spectrum Plant Growing BABE MAPS Halloween Duvet Cover Set, 4 Pcs Breathable and Lightw Groovin 60's
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 2 Pcs Blue Turquoise Heart 18MM 24K Gold Plated Over 925 Sterlin JUNJIAGAO-Kitchen Wigs Front Lace Chemical Fiber Realistic Wig P Daisies-16 Backpack for Girls and Boys College Laptop Shoulder B Davitu Remote Controls - Remote Control For TEAC RC-1302 Palson LXYYY Garden Support Arch Frame Garden Arbor Pergola Arch, Weddi Belidome Black Horse Lawn Chairs for Camping Beach Fishing Seat Bonies Skin Coat Health Large (5 Bones/ 11.15 oz) Wall Decal Road Trip Crew, Nursery Classroom Kitchen Bedroom Liv 5D DIY Diamond Painting Adults Child by Number Kits Lotus Bird L
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Vionic Women's Sublime Leona Mule Slipper - Ladies Comfortable H Ferrecci Men's Savannah Collection Tan Slim Fit 3 Piece Suit Jac HUIZHANG Led headlamp Led Headlight Waterproof Head Lamp Zoom Ad LuxMart Advertising Flag - Durable Polyester Solid Color 1015Y Y Cmbsya Small Animal Playpens Pets Cage Portable Cat Duck Chicken Trump Won Microfiber Quick Dry Beach Towel Super Absorbent Overs 9 Pc Dining room set-Dining Table and 8 Dining Chairs IBM 32 GB DDR3 1866 (PC3 14900) RAM 46W0761 New Package of 100 (pcs) 3/4"-10 x 2-1/2" Carriage Bolts Grade 5 Indoor Doormat, Front Back Door Mat 20" x 31.5" - Flower Branche
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Shoulder Bags Fashion Classic women shoulder messenger bag large
1 2 3 4 5 GAiNViEW Austin Dillon 3 Car Seat Covers - Auto Seat Cover Car P American Shifter 450213 Shifter Kit (TH350 8" Trim Kit Dipstick Zachary Prell Middler Plaid Button Front Shirt ZXDFG Golf Net,3 M(118.1") Golf Practice Driving Hit Net Portabl 25 Pack - Cosmas 3304-96ORB Oil Rubbed Bronze Contemporary Cabin Mardi-Gras Watercolor 1 Front Seat Cover Auto Seats Protectors P DXLG Blanket, Thickening Knitted Blanket 100% Cotton Chunky Warm Fulvit for for Samsung Galaxy Tab A 10.1(2019) T510 Tablet PC Un MKCUXC CJY 1Pc Antique Wall Hook Zinc Alloy Wall Hanger Hat Coat
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 Custom 3D Mural Wallpaper for Wall Holiday Beach Seascape Plam T Bicycle Decor Aquarium Background Sticker Vintage Bicycle Leans
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 "No Parking -Modern Block" Premium Acrylic Sign| 16"x16" Kingston GO! Plus Works for Motorola XT1548 512GB MicroSDXC Canv
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 Shade Sail Hardware Kit 6' for Rectangular Square Triangular Sun The Scenery is On The Bear Microfibre Pool Beach Travel Towels Q
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: Comedy/Tragedy Charm, Charms for Bracelets and Necklaces (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 DVD "Alexander the Great" (1917) director Mauritz Stiller, Class
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).