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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 CHEMICAL STORAGE 7 8 Carburetor 15004-7060 Riding Mower 19 HP Fit for Kawasaki FH580V Jewel Zone US White Cubic Zirconia Tennis Bracelet Length 6.5 in Cute octopuses and sea creatures Adult Backpack, Unisex Backpack TFD Supplies Wholesale Bulk Earbuds Headphones 250 Pack for iPho Schlage Commercial ND73SPA643E ND Series Grade 1 Cylindrical Loc
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Countertop Paper, Modern Abstract Gray Leaf Texture Pattern Simp 13 Jewels Obsession Gold Rhinosaurus Necklace | 14K White Gold Rhin
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 QZH Blanket Soft and Thick Giant Cable Hand Knit Throw, Big Yarn Airgas Brass Safety Relief Valve with 50-150 psi Relief Setting, XPV Soft Tri-Fold Truck Bed Tonneau Cover Compatible with 2015-2 GGZZLL Children's Alarm Clock, with Night Light, Weekend Mode, C Towel Warmer, Towel Warmer,Electric Towel Rack Wall Mounted Stai Custom 24 oz H2Go Arc - 72 PCS - .99/EA - Promotional Product/ 3M(TM) Vinyl Foam Tape 4508 Black, 2 in x 36 yd, 6 per case LYNHJC 6.5' Soft Rollup Tonneau Cover Truck Bed Compatible with1 kengbi Easy to Install and Comfortable Sofa Cover Sofa Cover ,
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 RAINBOWLINENS Luxury 650 Thread Count Egyptian Cotton Classic Ta 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Clhhsy Waterproof and Removable Restaurant Square Flooring Paint Bonyak Jewelry 18 Inch Rhodium Plated Necklace w/ 6mm Purple Feb Kantee to My Beautiful Granddaughter Never Forget Quilt Bed Set 1.50 CT Statement Moissanite Floral Pendant (D-VSSI Quality),14K Windshield Sunshade, Car Sunshade, Keep Your Vehicle Cool-Lovely 6'1"x9'2" Charcoal Black With Anatolian Design Wool Hand Knotted BDSHL LED Underwater Light Round IP68 Waterproof Safety Low Volt Kingston GO! Plus Works for Dell XPS 13 (9380) 512GB MicroSDXC C MELAG Chair Cushion Seat Set of 4 Padded Cushion Chair Seat Pads Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for ASUS K42Jr-VX047X
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ZDSM Footrests for K-AWASAKI KLX150L KLX150BF Motorcycle Foot Pe Custom Printed with YOUR text. Super Fast Custom Printed Lanyard MÜHLE SHAVE CARE Porcelain Dish incl. Sandalwood Shaving Soap 65 RAN-Sculpture 17.3 Inch Tall Farmhouse Rabbit Sculpture, Cute Bu GENUINE LEXUS IS300 2001-2005 BASE SPORT CLAMP HOOD SUPPORT ROD Replacement for DYMO S0895840 Battery - Fully Compatible with DY Idle Decor Pom Pom Ruffle BedSkirt 100% Egyptian Cotton 800 Thre No Space 55Carat Natural Green Amethyst Sterling Silver Round Shape Gemst
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rectangular PVC Clamshell Boxes With Hangers - 3-3/8" X 3-1/16" Jerlicz - Last Name History and Coat of Arms from Poland Print S iFCOW 2 White MDF Floating Wall Display Shelves Book/DVD Storage JINYIWJ Hairpin 1pc Red Flower Hair Comb Bridesmaid Hair Clip Br Love Cashmere 100% Cashmere Bed Sofa Throw Blanket - Red - Made Airtight Food Storage Container, Space Saving, High Impact Resis Arts Language Bedspread Quilt Twin Size Cool 3D Skiing Snow-Cove SJYHNB 3D Stickers Waterproof Door Stickers Color Bookshelf Door Attack On Titan - Scouting Legion Men Long Pants All Cotton Pant Ikapok 2 Pack Mic Holder for Shure WA371 Wireless Microphone Cli
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DUTUI Real Hair 13X4 Front Lace Headgear, Long Straight Hair Set
1 2 3 4 5 9'x18'1 Hand-Knotted Wool and Silk Tabriz Mahi Wide Gallery Size ZHWEI Doormats Floor Mats for Entry Area Rugs Indoor Décor Entra Retro Liquid Swirl Abstract Pattern in Orange and Pale Blush Pin O.E.M. Faria Chesapeake Black SS 2" Water Pressure Gauge KIT 30P Rocky Mountain High School Girls' Pullover Hoodie, School Spirit ZZYJYALG Traditional Victoria Retro Outdoor Post Pole Light Anti 2 Tier Red Acrylic Mirror Circle Cake Stand 25cm 30cm Overall he 60-80 Cups Plastic Cup Dispenser Thickened for Home for Pollutio Nature Made Vitamin C 500 mg Caplets, 100 Count, for Immune Supp
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 Ṣẹx Ṣụcking Ṃạstẹrbrators á¹¢tróking á¹¢ilicọne Photo Wallpaper Modern 3D Wallpaper Wall Mural Home Decor Egypti
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 430214 Shifter Kit (TH200 23" E Brake Cable Cla MMBBOD Linear Shower Drain with Hair Strainer, Brushed SUS304 Re
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 Animation - Hitsugi No Chaika Vol.5 [Japan DVD] KABA-10250 Tzbawt Toddler Little Baby Kids Boys Girls Cartoons Anti-Kick No
Chapter 13 Neural Nets and Deep Learning PDF SignMission Designer Series Sign - Reserved for Police Cars | Bl ZHENWEI Womens Lightweight Hooded Waterproof Active Outdoor Rain
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 Large Hanging Planters for Outdoor Indoor Plants 10 Inch Metal H 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 Clajdhgabd Sailor Moon Backpack High-Capacity Book Bags Laptop C 7 8 MIOAHD Car Dashboard Cover Dash Mat Sun Shade Mat Carpet,fit for American Shifter 516899 Shifter Kit (AOD 16" E Brake Cable Clamp Bnoukyue Golf Carpet Big Feet Carpet Indoor Putting Carpet Hitti Reclining Patio Chairs Outdoor Camp Chair Compact Portable Moon Bath Bathroom Rugs and Cozy Soft Plush Chenille Machine Washable
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Sobneqce for Citroen Berlingo Armrest Box Peugeot Partner 2014 C 13 ARTSHOWING Kitchen Comfort Mat Set of 2, Halloween Non-Slip Back
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Make America Emo Again Women's Sweatpants Relaxed-Fit Jogger wit Indoor Room Rug, Literally Dying Uphome Flannel Microfiber Mat - GUOCAO Coffee Table Solid Wood Round Table Mini Creative Storage For Her Body Lotion - Narciso Rodriguez For Her - 200ml/6.7oz Girls Sisters Ja-Mes Cha-Rles Tshirts Short Sleeve Casual Tee Cl Handmade Giant Soft Thick Chunky Knitted Blanket Cozy Bed Throw LSNLNN Wall Decoration Solid Wood Shelf Living Room Corner Shelf Fashion personality exaggerated temperament multi-layer lace mes Ochoos MSM Europe Linear Bearings 10pcs/lot LME5UU LME8UU LME10U
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 BINGBING Wbin Store CRANKSHAFT Pulley Fit for VW Fit for Volkswa 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 FKDENET Sunscreen Nets,Camouflage Net,Camo Netting with Mesh for erddcbb Plush Thicken Chair Pad pad Seat Cushion Tufted Outdoor Noël à Paris DVD Zwj Bathroom Shelf Corner Frame Cosmetics Shelf with Thick Temp Odd Squad Girls Ms. O Costume VINGVO Stroller Auxiliary Pedal, Stroller Ride on Board, Increas FHK Towel Rail Bathroom Towel Rail Toilet Hanging Rail Toilet To 8 MM Freshwater Pearl Ring, 1.5 MM Blue Sapphire Eternity Band R LAAGFC Jog 50cc 72cc 90cc 19mm Carburetor with Electric Choke fo EuroLux Home Hand-Embroidered Throw Pillow 2139;x2139; Flowers P
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Pump Kirsten Murph 5.5" Silicone Reusable Realistic Shaft Extend Natural Stone Black Line Rhodochrosite Veins Charm Round Loose B DC Cure Casual Low Top Skate Shoes Sneakers Black 11 D (M) Classic Puzzle 2000 Pieces for adultsSnow sceneWooden Animals Sh LMF35UU 35mm x 52mm x 70mm Round Flange CNC Router Bushing Linea QWERTYUKJ Chunky Knit Blanket Merino Wool Hand Made Throw Boho B CGSignLab 2471317_bnrm |"Please Keep Off Grass -Classic Brown" W Cosplay Costume for Game Identity V Prisoner Horror Uniform Suit Lifyn2 Lantern 20pcs/Set 6-12'' White Chinese Paper Lantern Ball
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Xidmold Napkin Rings Set of 4, Sliver Christmas Bells Napkin Hol 100 Amp Fast-Acting Class T Power Fuse (300V) meikadianzishangwu No-Shedding Non-Slip Machine Washable Retro F Fox Valley Traders 2-in-1 Children's Step Stool and Chair, Emoji KD Tools KDT81676 19mm Long Pattern Combination Non-Ratcheting M Rexroth New Aftermarket A10VSO45DFR/31R-PPA11K02 Hydraulic Pisto Tactical Flashlight USB Rechargeable Zoomable with Red Emergency PAINTSCRATCH Touch Up Paint Tricoat Bottle Car Scratch Repair Ki Sofa Cover,Sofa Slipcovers for Living Room, with Soft Jacquard F Brocade Compatible 33210-100 1000BASE-SX SFP Transceiver | 1G SX
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Huskite Personalized Photo Dear Dad Thanks for All The Belly Rub
1 2 3 4 5 Rexroth New Aftermarket A10VO45DFLR/31L-PSA61K40 Hydraulic Pisto Wooden Piggy Bank Piggy Bank Children's Train Metal Piggy Bank C L1YAFYA Nordic Wood Floor Lamp Fashion and Simple Floor Lamp E27 Spearmint Green Manatee Laundry Basket-50l Easy Carrylaundry Ham Ocean Decor 3D Double-Sided AdhesiveWallpaper Sunken Ship on Sur Drumstick Accessories ABS and Organic Silicone Materials Non-Sli Diamond2Deal 10K White 7 mm Flat Edge Wedding Band Ring for Wome DIY 5D Diamond Painting Kits for Adults/Kids by Numbers Abstract ChromaLeaf Canare 4S11 11AWG Professional Professional Speaker C
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 afternoon delight / starland 45 rpm single Danger Venomous Snakes Spanish Sign, 24x30 Inches, 3M EGP Reflec
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Pumpkin Graphic Sweatshirt For Women If You Like Me Letter Print Valentines Day Sale Heart (18" X 24") Yard Sign, Quantity Discou
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 Medium Dredge,16 oz,5 In,Pk12 Green Black French Bulldog Dog Cute Funny PU Leather Printed Pat
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: Society6 Vintage Black Cat Halloween Toss in Pumpkin Spice by Ye (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 RKRCXH Car Trunk Floor Mat Fit for Suzuki Grand Vitara 2004-2013
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).