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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 Open Trail HD 2.0 Axle Rear Compatible With Can-Am Outlander Max 7 8 Gone to Earth Genuine Chrysler 5019570AA Electrical Multi-Function Switch USB Heated Vest for Men Women Electric Heating Warm Vest Jacket Iusasdz Beautiful Cartoon Forest Children's Room Children's Room Becoyou Umbrella Base Weight Bag, Portable Round Patio Umbrella
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Cubavera Men's Geo Panel Embroidery Shirt 13 Genuine Chrysler Parts MN133290 Passenger Side Taillight Assembl
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SanDisk Ultra 64GB MicroSDXC Verified for BLU Vivo One Plus by S PinMart Pink Breast Cancer Awareness Ribbon Heart Enamel Brooch South Sea Cultured Pearl Pendant with Diamond Leaf Bale (10mm So Sapphire and Diamond Pendant 14K White Gold 1.25 CT TGW Wooden Puzzles 1000 Pcs Beautiful White Rose Flower Adults Woode Women's Cute Bowknot Lace Buckle Strap Round Toe Mary Jane Shoes Caltric Red Drive Chain And Sprocket Kit Compatible With Kawasak Anime Kagamine Rin Kagamine Len PVC Translucent Bookmark Cards S Geff House Wave Collection Jewelry Gift Storage Chest (White)
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Bored 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Zuo Modern 56103 Floor Lamp Black Lancia INEEDUP NEW Pair Set of Rear Sway Bar End Link Compatible for Ch K_Ows 3d Prints 17 Inch Backpack With Usb Travel Business Work D Briefcases Waterproof Computer Tablet Shoulder Bag Carrying Case Clara Pucci 2.08 Brilliant Round Cut Halo Solitaire Stunning Gen Luca Designs Men's Sora Leather Jacket Ambesonne Dragonfly Storage Toy Bag Chair, Tropical Wildlife Pat Hydrographic Film Water Transfer Printing Film Hydro Dipping Dip 3X Ultra Soft Silicone Wand Enhancer Prolong Delay Ring Set Nigh Safavieh Adirondack Collection ADR107A Rustic Boho Non-Shedding
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Posters Canvas Print Painting Golden Teeth Wall Art Posters Modu YI-LIGHT Wooden Pipe Set, Detachable Tobacco Pipe Hand-Curved Pi ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with C Crystal Stilts CGSignLab |"Open During Construction -Nostalgia Stripes" Wind-Re AYTOYY Serial Experiments Lain Fashion Pu Leather Rivet Shoulder Permo Vintage Industrial Antique Three-Light Wall Sconces with O Fire Emblem: Three Houses Male Byleth Cosplay Costume Premium Ed AZ431-80-1HUS, Electromechanical Relay 6PDT 5A 24VDC 430Ohm Sock
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 XVBN Creative Slippers Floating Hammock Swimming Pool Swimming P WSZJJ Simple and Stylish Hanging Storage Rack, Bathroom Storage American Shifter 484872 Shifter Kit (TH350 23 Swan Trim Kit Dips Lucky Box, Blind Box, Mystery Box for Electronic Products, Gift EMIAOTO Power Steering Pump/Pulley for 08-12 Forester Impreza 2. Easter Shirts for Women Juniors Cute Gnomes Graphic Tees Funny P Celicious Privacy Lite 2-Way Anti-Glare Anti-Spy Filter Screen P Gsypo Cushioned Anti Fatigue Kitchen Mat, Farm Fresh Orange Whit PN CSWB-3-516-78-4 CUCMP 3AWG 45DEG 11/32-7/8 T UL CSA (Pack of BD-17255 DIY Beads 20pcs Natural India Agates Stone Pendants Don
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Hollow Out Mats, Interior Door Mat, Washable Non-Slip Bath Mat,
1 2 3 4 5 The Awakening Sparepart: Konica Minolta Gear 54T, 1132531101 CRL SQ6X6BBRZ Brushed Bronze 6" x 6" SQ Series Square Tubing Bac Backpack Bags Black Plaid Small Bag with Lunch Bag Pencil Case P AWDDDER Duvet Cover 3 Pieces Anime Boy Character Super King 260X OLINDA Compatible with Ford 08 F-450 Super Duty 4WD FRONT BUMPER Pooch Outfitters Dog Loungewear Sleepwear Collection | Extensi CGSignLab 2464219_absw |"Holiday Sale -Nautical Wave" Premium Ac Case for Ipad Pro 12.9 Fragment Oil Painting Drawn Bright Multic
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 Big buy store Mid Century Minimalist Abstract Art 4 Piece Duvet 2
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Ruth Bader Ginsburg Face Masks Adult With Filter Pocket Dust-Pro Leslie's 10K Polished Hoop Earrings, 10k Yellow Gold
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 RDREAM Fixed Shower Head, 16 Inch LED Rain Shower Head Square, T Pbldb Beautiful Dream Pink Cherry Swan Lake Scenery Living Room
Chapter 13 Neural Nets and Deep Learning PDF Stainless Steel Wood Screws #8 x 2" - Silicon Bronze Wood Screws Pinbeam School Backpack with Lunch Bag Set Casual Travel Student
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 Polaris Motor Controller Kit, Genuine OEM Part 2413371, Qty 1 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 Flojet Pumps G57C413 Pump 7 8 CGSignLab |"Under New Management -Stripes White" Wind-Resistant Planters Flower Pot Saucers Flower Pot Planting Vegetable Plasti SuppliesMAX Compatible Replacement for Lexmark MS-310/MS-312/MS- Seven Deadly Sins Elizabeth Liones Anime Car Armrest Cushion Aut House, Home and More Skid-Resistant Carpet Runner - Pebble Beige
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 TOKO Base File Radial, Colour 0, Size 300 mm 13 BAODI Outdoor Portable Tent- Camping Shower Bathroom Toilet Pop-
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 14K Madi K Round Citrine 4mm Post Earrings qiuqiu 2 Pack Rattan Woven Storage Baskets with Lid, for Clothes ML Kishigo 1195 Ultra-Cool Mesh 6-Pocket Safety Vest - Yellow/Li NAMFMSC Contemporary Simple Fabric Chandelier E27 Light Source S Ting Ting TTRS Store Fit for Hyosung GT250R Carby EFI GT125R C Backpack Women's, Anti Theft Business Travel Laptop Backpack , Replacement Cooler for MSI Megabook S6000 X-Slim X600 MS-16D3 MS FAG 22330E1A-MA-T41A Shaker Screen Bearing, Straight Bore, Brass Fashion Super Soft Blanket Bed Sofa Home Office Blanket Fot B_Ab
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 JIEIIFAFH Internal Equalizer Expansion Valve Heating Power Expan 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 RUHJICHU Children Socks Socks for Children Knee Length Socks Cot Full Body Camera PU Leather Camera Case Bag with Strap for Canon Ciahoer Newborn Baby Cartoon Dinosaur Socks Cute Cartoon Animal AAAbrasives 4x2x5/8, 120 A/O, Unmounted Flap Wheel Cl 10 Pcs/Pac Rexroth New Aftermarket A10VSO45DRG/31L-VRC62K04 Hydraulic Pisto Mens Strasbourg France at Night Quick Dry Short Swim Trunk, Slim YYGQING for Datsun MIDO ONDO Armrest Box Free Punch Hand Held Ca AMOLEN 3D Printer Filament, PLA Filament 1.75mm Color Change wit rodde Umbrella Vintage Dog Puppy Clouds Sky Reverse Inverted Rev Space Saver Bags Jumbo Space Saver Bags Vacuum Storage Portable
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Multifunctional Tempered Glass Floating Wall Shelf,for Bracket f GLLP 3Pcs Set Kitchen Cutting Board Juice Grooves with Easy Grip jinyi2016SHOP Desktop Fountain Waterfall Resin Tabletop Water Fo Large Ceramic Ashtray Outdoor Smokeless Cigar Patio Garden Ashtr Rexroth New Aftermarket A10VO45DFLR/31R-VSC12K01 Hydraulic Pisto Scalloped Frame Oval Opal and Diamond Halo Pendant (9x7mm Opal) Schaefer Ranchwear 705 Ranger Vest Electric Muscle Massager, for Wellness Relaxation Massager Mas Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VSO71DRG/31R-PWA11N00 Hydraulic Pisto JF-XUAN Humidors Cigar Humidor Hygrometer Travel Portable 20 Cig Tension shower curtain rod European Bathroom Free Punching Teles OneHoney Halloween Theme Stripes and Polka Dots 3 Pieces Bath Ru CLYMER Clymer Inboard Engine, Transmission Drive Service Manua Fleur de Lis Garden Ornaments LLC Big Guardian Angel Concrete St QWERTYUKJ Chunky Knit Luxury Throw Blanket Handmade Arm Cozy Han LCNING Wig Wigs Lace Front Human Hair Wigs with Baby Hair Pre Pl 14k Two Tone Yellow Gold #1 Granddaughter Flowers Pendant Charm 6600mAh Battery Replacement for Toshiba Satellite A75-S209 Satel
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
MIAMICA TRENDY EMBROIDERED TRAVEL METALLIC PINK"SEEING IS BELIEV
1 2 3 4 5 Columbia Lodge Jogger Shark Heather 2XL 31 Peach Tree Alcohol-Free Liquid Extract, Peach Tree (Prunus persi YellowMaps Nabesna C 4 AK topo map, 1:63360 Scale, 15 X 15 Minut JJZXC Cotton Oxford Mens Shirts Casual Soft Dress Social Shirts #6-32 x 3/4" Thread Cutting Screw, Type 23(T) Zinc (inch) Head S Qisemi Womens Pullover Sweatshirt Cute Giraffe Print Sweater Hoo Puccy Privacy Screen Protector Film, compatible with 34" Philips IV Stand Adjustable Height Stainless Steel Material, 3 Legs Cast American Shifter 435252 Shifter Kit (4L80E 23 Swan E Brake Cable
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 Piano Piece Car Pillow Super Soft Pillow Cervical Pillow Memory ZIMAwd Car Dashboard Sunshade Cushion Cover,for Volkswagen VW To
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Musical Monte Cristo / O.S.T. Kitchen Mat Dish Place Mat New Classic Pattern Drink Coasters 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 LJLWX Art Oiled Paper Umbrella Art Umbrella Silk Cloth Umbrella YSYP Luxury Bathtub Stand,Bathtub Telescopic Rack Board Multifun
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: Ultra Anti-Fog Lens Cleaner - Developed by Optical Industry Expe (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 YXYH High-Strength 26 Mountain Cycling Wheels, Bike Racing Doubl
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).