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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 Happy Cute Bunny Love Doormats Non-Slip Washable Indoor Outdoor 7 8 Space Cleaner Laptop Sleeve Laptop Carrying Sleeve Space Sleeve Metal Handsome 4-Forever Young Motorcycle Grips For YAMAHA MT-125 High Quality 7/8"22mm CNC Alu Welch Allyn 55230 Recording Form (Pack of 10) AIKENING Cover Steering Wheel Cover Lovely Cute Hedgehog Car Ste
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Black Adjustable Tilt/Tilting Wall Mount Bracket for Panasonic T 13 LUANAYUN-PHONE CASE Precision LMH16UU 2 Side Cut Linear Bearing
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Pair Set of 2 Front Outer Steering Tie Rod Ends Delphi For Porsc Arts Language Tablecloth for Rectangle Table Happy Thanksgiving Chansons Francaises Verified by SanFlash Ultra SanDisk 64GB Works for BLU Diamond M Electric Heating Shawl Hot Compress Pad,Adjustable Temperature M Leather messenger bag lady wallet handbag lady bag shoulder bag Fleece Bed Blanket Throw Fuzzy Lightweight Plush Throw Super Sof Trans Globe Imports 20511 ROB Restoration One Wall Sconce Outdoo Wide Wedding Band, Antique Half Eternity Ring, 2 CT Octagon Shap
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 22236-2CS5K/VT143 - SKF - Spherical Roller BRGS - Factory New! 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 American Shifter 513997 Shifter Kit (PG 12" E Brake Cable Clamp Steinjager J0048123 - Full Width Playboy Blue Front Winch Tubula Solid 14k White Gold 3/8 Cttw Diamond Halo Charm Pendant Chain N 2 Pack Plant Caddy Heavy Duty, Round Flower Pot Rack on Rollers, Dazzlingrock Collection 0.46 CT Round Diamond Ladies Bridal Wedd Fruit Bowl Candy Box Dried Fruit Plate Compartment With Lid Snac LAOJUNLU Pure Copper Lion Pair Ornaments Imitation Antique Bronz Facial Hair Remover Replacement Head,Generation 1 Single Halo,18 ZJING Selfie Ring Light with Tripod and Bluetooth for Live Broad Best of
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 9 X 11'11 Hand Knotted Light Blue Turkish Bamboo Silk Oushak Ori TH XHome Aquarium Background Fish Reptile Tank Gallon Backgroun Funny Lugers Wine Glass Adult Humor Plan For Today Luge 12oz Sta Pico Textiles London Plaid Charcoal Fleece Fabric - 60" Wide - 2 ARTSHOWING Thanksgiving Rectangular Area Rug 5' x 8', Large Indo Laser Eyes cat Placemat Leather Table Mats Set of 6 Easy to Clea Aspen Kids 3 Piece Play Table and Chair Set, GSA Approved (White Chaco Women's Cataluna Tall Hiking Shoe ZAPZEAL Sandals for Women Closed Toe Summer Wedge Platform Sanda
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Paris Decorations Collection Underwater Backdrop Image Decor Eif More Southern Gospel Classics Tango 3.0 #6 (#5 Head) x 1/2" High Low Style Thread Forming Screws/Slotted JAM Paper 11.5 x 14.5 Tyvek Tear-Proof Open End Catalog Envelope Hospitality Brands HB93008-006 Copper Mug (Slim) (Pack of 6) zsst Laptop Sleeve Case Cover Vintage Butterfly On Textured Sunf Great Waltz [VHS] Ramanlas I Love My Dachshund Storage Bins with Handles Large Sto WANIYA1 Vintage Chandelier Industrial Wood Pendant Lamp 3-Light
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
INDREAM Football Shoot Duvet Cover Colorful Soccer Bedding Set f
1 2 3 4 5 MOVTBA Folding Stool Folding Camp Stools Vintage Style Fruit Cut iooiooi Plus Size African Party Dresses for Women New Bazin Rich Wallpaper Sticker Wallpaper 3D Mural Chinese Ink House Boat 350c PEHMEA Women's Casual Floral Printed Sleeveless Beach Spaghetti VANROUG Parasol Holder Patio Umbrella Stand Mount Umbrella Stand Men Winter Thick Fleece Pu Leather Jackets Coats Male Casual Fas Case for Ipad Pro 12.9 Flamingo Standing On Tropical Protective Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad WENBING Toilet Companion Pet Bath Sprinkler Handheld Cleaning Sp
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 Time Capsule: All the Singles Merry Christmas Banner Sign - 13 Oz Heavy Duty Waterproof Merry
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 BO LAI DE Men's Cufflinks Ancient Silver Three-Dimensional Patte Digital Alarm Clock for Bedrooms Kitchen Office 3 Alarm Settings
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 JiuRui Holster Accessories for Samsung Galaxy Tab 4 7.0 inch T23 lucoin, My Husband was So Amazing God Made Him My Guardian Angel
Chapter 13 Neural Nets and Deep Learning PDF EILANNA Usb Backpack Carry On Bags 17 Inches,Grungy Inspired Wat STACY ADAMS Men's Swank Glitter Floral Slip-on Loafer
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 FREEDOH E-Bike Lithium Battery Pack 24V 6Ah 7SP2 Electric Bicycl 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 WeGuard New 12V AC/AC Adapter for Model No.: U45010A 12 Volt 2.0 7 8 Rexroth New Aftermarket A10VSO71DR/31R-VRC92N00 Hydraulic Piston COLORSUM 2 Piece Non Slip Kitchen Mat Set Thanksgiving Halloween 4 Pieces Bedding Comforter Cover Sets Afternoon Tea Dessert Waff dingtian Garden Statues Duck Ornaments Resin Artificial Duck Gar eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Replacement For Suzuki Gsx-r750 650 Cc Year 2014 Parking Light B 13 Doug's Headers D350 1-5/8" 4-Tube Full Length Metallic Ceramic C
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Cotton Sheets for Twin Size Bed - Egyptian Cotton Sheets Twin Si Ambesonne Vegetable Rectangle Pouf, Childish Drawing of Vegetari Rodvag Microfiber Quick-Drying Travel Fitness Beach Towel with C Holloway Ladies Dry Excel Shield Polo Adjustable Hole Punch, Adjustable Hole Punching Tools Stationery Kingston GO! Plus Works for 512GB Samsung Galaxy Tab E Lite 7.0 King Size Quilt Throw Bedspread Lightweight Soft All Season Cove Fitted Bed Simple Color Double Queen Mattress Cover Luxury Satin HONGFEI-SHOP Standing Coat Rack Wooden Coat Rack Hat Stand, 8 Ho
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Rothenberger 56098 Stainless Steel Threading Dies, BSPP, 2.1/2-3 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Crystal Glass knobsKnobs for Kitchen Cabinets Beautiful Cute Cry Gold Diamonds Jewellery 14k Rose Gold Plated White CZ Diamond Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp DPIOPTS for Kia Rio Armrest Box 2017 2018 2019 2020 Leather Cent AURELIOR Tree Music Notes Handle Pull, Cabinet Handles and Drawe Sadistic Mika Band JET JWL-1221SP, 12" x 21" Step Pulley Wood Lathe (719115) RED Black Checkered Swooper Flag (Mount and Poles are Not Incl Trademark Gameroom NBA1005-PTB3 NBA Chrome Ribbed bar Stool - Ci Plastic Cutting Board 1" Thick You Pick The Size
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Juniors Size Sexy High Waist Colombian Butt Lifting Levanta Cola 1.32ct Brilliant Round Cut Solitaire Pink Simulated Diamond CZ V Synvy Privacy Screen Protector, Compatible with MSI Prestige 15 Sangean DT-200X FM-Stereo/AM Digital Tuning Pocket Radio Black Stylish, Silent Wall Clock Home,Kitchen,OfficeCopper Movemen Vitakraft Poesie Colours Cat Food Chicken String Bean with Bee Wuyuana Carpet Bedroom Carpet Sofa Living Room Home Coffee Table Vespignani - Last Name History and Coat of Arms from Italy Print UX923 Wireless Earbuds Bluetooth 5.0 Sport Headphones Premium So
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 NOTICE THIS DOOR TO REMAIN UNLOCKED DURING BUSINESS HOURS Table Cover Retro Wood Grain Printed Cotton Sheets Towel Table R I Burn For You Bridgerton Crewneck Sweater Sweatshirt - Unisex C Cake Stand-Dessert Stand Acrylic Ice Cream Cone Holder Cake Disp hlysgo Summer Breathable Mesh Athletic Shoes Lightweight Tennis 2.8-12mm Varifocal Lens 2MP Webcam 1080P USB Camera Modul HD Web 1Pcs Left Car Side Mirror Turn Signal Light Lamp Fit For Honda C Shaving Soap Bowl, Barber Tool Shaving Bowl, Easy to Operate Woo ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with D Rexroth New Aftermarket A10VSO28DFR/31R-PKA61K68 Hydraulic Pisto
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Gmsqj Human-Shaped Knife Holder Stainless Steel, Creative Kitche
1 2 3 4 5 QWERTYUKJ Rocking Chair Cushions with Ties Replacement Cushion D GLLP Bamboo Double-sided Non Slip Chopping Board Cutting Blocks LAZNG Wigs European and Wigs Rose Big Waves Wig Female Fashion F Society6 Video Game White On Black by Ts55 on Water Bottle - 12 Lovely Pillow, Cushion, Bedroom, Double Bed, backrest, Thin, Pil Needle, Disp, BRN, 19 Ga, 1 in L, PK50 Attiki Greek Honey in Smart Pack - 15 Packs X 100g (3.5oz Per Pa 5/16-9X1 3/4 A/F.428-.437 Head Hgt.200-.230 Unslotted Indent Hex EwdeWwo Shag Area Rug, 3ft Indoor Round Area Rugs- Happy Hallowe
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 Ant Farm Kid Educational Toys Insect Cage Ant House Habitat Easy BRLUCKY Home HomeLiving Country Style Two-Tier Night Table Large
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 4400mAh Battery Replacement for Acer Aspire 1362WLC Aspire 1520L Unisex Unique Lightweight Laptop Bag Bookbag Rucksack Adorable F
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 More Candleholder, Peacock Blossom Single Sconce N\C Mid-Century Nightstand with 1-Drawers, Small Side End Table
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: "Sale" 4" X 6" 4mil(100um) ESD Anti-Static Silver Foil Zip Lock (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 (300 pcs) 3/8"-16 X 4-1/2", Carriage Bolts, Round Head, Square N
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).