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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 14kt White Gold Princess Diamond Bridal Wedding Ring Band Set 1 7 8 Leaves and Plants Nature Decor Collection Aquarium Background De Kingston 512GB CAT S42 MicroSDXC Canvas Select Plus Card Verifie Plant Stand Plastic Plant Flower Pot Bottom Stand Trolley Portab Morbid Angel Band Pu Leather Rivet Shoulder Bag Handbag School W I'm Ready [Vinyl]
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 1000 Piece Jigsaw Puzzle,Green Tree, Puzzles for Adults 1000 Pie 13 ARTSHOWING Stylish Geometric Rectangular Area Rug 5' x 8', Large
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Compatible with Land Rover 2006 LR3 SE 4.0 Air Filter Oil Filt Custom 3D Wallpaper Retro Style Old American Nordic World Map Tv Corflex Knee-O-Trakker Hinged Patellar Tendonitis Brace-S-Latex- Floor Lamp 2 Heads Creative Retro Standing Lamp Adjustable Heigh DSQK Figurine Elephant Decoration Auspicious Gifts Study Room Of UHBGT Mini Swimming Pool, 5 X 10 Plastic Pool Cartoon Pattern Fo Coin Bank Creative Piggy Bank Mini ATM Money Box Password Digita Don't Cry For Me Argentina BINGFANG-W Magnifiers Magnifier Extra Large with 12 LED Handheld
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Round Vortex 3D Illusion Carpet, Anti-Slip Carpet, Vortex Illusi 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Bagley - Last Name Coat of Arms, Family Crest and History Print (Front+Rear Kit)(High-End) 4 Cross-Drilled Disc Brake Rotors + 8 HXF Towel Rack Towel Bar Wall Mounted Towel Rack for Bathroom Or Surya Eastwood Area Rug, 9' x 13', Neutral, Brown (Rear Brake Kit)-(2 OEM Replacement Great-Life Brake Rotors + 4 Find Your Place On My Way - Fine Art Gliclée Serigraph Print 006 Costa Rican Granite Concrete Texture Roller Rubie's Men's Evil Clown Costume NTN CYLINDRICAL ROLLER BRG (M5213EX) Rugs Area Yellow/Grey Entrance Carpet, Modern Geometric Style Ar
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 JIAOXIAOHUI Massage Gun, Deep Tissue Muscle Therapy Gun, Handhel WMMINGH Rattan Furniture Covers, Balcony Instrument Rain Cover Cambro 5 X 9 Peg Rack, Full Size Dish Rack Soft Gray PR59314-151 bioWORLD 42020268-1 Tris-HCl Buffer Solution, 1 m, pH 7.5, 1 L George (Men's Wig) by Ellen Wille, Color Chosen: M36S Soultone Cymbals CST-HHTB16-16" Custom Hi Hat Bottom Only Natural Green Tiger Eye Stone Beads Charm Round Loose Beads for Promini Frame Wood Sign Wall Pediments, Rustic Dog Farmhouse Dec Nail Polish Display Rack, Multi-Layer Cosmetic Makeup Storage Or
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HWCUHL 3D Wall Stickers Mural Yellow Pickup Truck Wallpaper Mura INTERNATIONAL 184 Cub-12 Attachments-Mowers, Disc, Plows, Etc Pa ZXY-NAN Bathroom Wheelchairs Stools ~ Daily Necessities Wall Sto kgjsdf Wigs Chemical Fiber Wig Cosplay Wig Ladies Short Hair Wig American Shifter 424131 Shifter Kit (727 23" E Brake Cable Clamp JUST Make IT India Mandala Hand Carved Solid Wood 3 Drawer 1 Doo Fabric by The Yard - SAGE Beige Oval Pattern Brocade Upholstery White Palm Hardware Round Furniture Knobs Drawer Dresser Cupboar TYTG Carburetor Carburetor Repair kit 596521 Fuel moduel Main 59 Animals Gather Ipad 2020 Pro Case with Pencil Holder Auto Wake a
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
CURANI Leopard Print 3 Insulated Lunch Bags for Women Lunch Box
1 2 3 4 5 Leander 1PCS 30cm275cm Satin Table Runners For Wedding Party Dec Rareelectrical NEW IGNITION MODULE COMPATIBLE WITH EUROPEAN MODE 1999 Mercedes-Benz ML320 Fuel Pump (In Tank) 1634701194 Chanety Exterior Wall Lamp Nordic Creative Led Wash Wall Light I "3 Pack" Compatible 407316 Black Toners, for Ricoh Printers Garden Market Umbrella patio shade, 10Ft Market Umbrella,pool um YOUKITTY Power Supply Board for M2200HD 491771400700R ILPI-107 H Z-SHINE 80 Pockets Square Films Photo Album Compatible with Fuji Handknotted European Besserebian Rug (Wool) - 12' x 15'
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 LSNLNN Towel Shelf,Towel Racks Towel Holder Rack, Punch-Free, Ba SanFlash Kingston 512GB React MicroSDXC for Canon EOS Rebel T3i
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 LINGOSHUN Garment Coat Rack Modern,Floor Standing Metal Clothes Chandelier Single Head Simple Chandelier/Push Button Switch Chan
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 JENCH Steel Rear Step Bumper Assembly Compatible with F250 F350 Standard Abrasives 528526, Quick Change TS - Zirconia Pro 2-Ply
Chapter 13 Neural Nets and Deep Learning PDF Society6 Midnight Matsuri by Surudenise on Wall Hanging Tapestry YUXIwang Caliper 0.01mm Electronic Digital Depth Gauge 0-150mm L
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 Autumn Winter Fashion Men's Round Neck Cotton Sweater 3D Printin 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 FEANG Coffee Table Modern Side Table, Small Coffee Table Nightst 7 8 TSHAOSHUNHT RC Helicopters Remote Control Helicopter with Gyro 4 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Silicone Ice Cube Tray Ice Maker for Whiskey and Cocktails, Keep susiyo Flamingos Watermelon Palm Leaves Bedside Caddy, 6 Pockets LuckyBov Men Mountain Polar Fleece Outerwear Classic Soft Zip-up
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Mozart : Konzerte Concerto for 2 Pianos K365/Concerto for Flute 13 MADQW Motorcycle Front and Rear Brake Pads/Fit for Honda / NX650
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Majestic Pirate Sailing Ship at Sea 3 Piece Bedding Set Stylish ReynosoHomeDecor 15x38 Inch Bolster Cylindrical Pillow Insert Fo SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 3.0GHz 10-Cor Bundle - 9 Items: Raceline Krank 14" Wheels Black +38mm 32" XTR3 3D Door Murals Peel and Stick Wall Sticker Wallpaper DIY Home Ar Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Love Pulse ZeoTioo 1 PCS Floating Wall Shelves Ledge Shelf Storage White 46 EATON CORPORATION CM2 / CM2
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Trophies 11.4 Inch (29cm) Football Trophy with Occasion-Gift Box 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Coral Geometric Moroccan Area Rug Hand-Knotted Wool Carpet 8x11 World Map Blue Gray Travel Custom Personalized Luggage Tag SAVPENS Seamless Black and White Stripes Throws Flannel Fleece B DZSF 2.4G Wireless Controller for Xbox One Console for PC for An Black Canyon Gourmand Amber Massage Oil, 128 Oz (1 Gallon) 8800mAh Replacement Battery Compatible with HP Pavilion dv6148TX Hip Hop 50s Shop Baby/Infant 3 Piece Poodle Skirt Costume Set 4870-73700-442 Genuine/Compaq Original 462587-002 146GB 15K 3Gbp BXOO Cordless Vacuum Cleaner, Powerful Lightweight Portable Hand Retevis H-777 Walkie Talkie(3 Pack) and RT28 Two Way Radio(6 Pac
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Oil Bottles for Kitchen Creative Ceramics Oil Bottles Ceramics D Super PDR 13 pc Leather Car Seat Covers Full Set for Women,Men Backpacks for Girls Boys Black And White Panda, Stone, Green Spl YANGGO Mens Dedsec Wrench Cosplay Costume Leather Rivet Vest for Straw Cowboy Hat Women Men Beach Hat Fashion Summer Outdoor Beac Qingeng Butterfly Car Seat Covers with Steering Wheel Cover and Abstract Bath Hand Towel Sets, Modern Digital Featured Polka Dot Jammas 1000-2000MCD Yellow Straw hat led diode 4.8mm Amber dip l XDYNJYNL Toilet Paper Holder Dust-Proof Cover Plastic Toilet Pap
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LIUZH Garden Sculptures Hand Painted Garden Sculpture Resin Scul Bug Coasters (Set of 4) ProSphere Lehigh University Men's Performance T-Shirt (Grunge) TIZHONG Bathroom Scale, Highly Accurate Digital Bathroom Body Sc Sunnybay Chiropractic Neck Pillow Recliner- Travel Pillow for Ne Verified by SanFlash Ultra SanDisk 64GB Works for Verykool Eclip Backpack Yellow Fruit Lemon size: 11.5x8x16 inch backpack school HXF- Pill Box PP 25.617.515cm Household Medicine Box Medicine St Chunky Knit Blanket Knit Blanket Throw Chunky Handmade Cable Bul 12 Packs Kitchen Cabinet Knobs,Blue Lattice,Pulls Cupboard Handl
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Love, Heart Be Mine Glass Etching Stencils, Valentine Theme +
1 2 3 4 5 Cars Duvet Cover Set, Red Sports Car Speed Up Road Race Extreme Clara Pucci 1.60ct Emerald Round Cut Pave Halo Unique Solitaire DEYYA Outdoor Picnic Blanket with Waterproof Backing Washable Fo Proel HCM08 Professional bow microphone with foldable earphones. TYGYC369 GYC-IOJHCJ Wall Art Canvas Prints Decorative Picture Wa FESTO, 4840816, DPDM-Q-20-20-PA NkeGS Chrome ABS Steering Wheel Decoration Cover Trim Frame Stic 12 Packs Kitchen Cabinet Knobs,Cat with Eyes,Pulls Cupboard Hand Unisex Unique Lightweight Laptop Bag College Bookbag Bone Thugs
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 Rexroth New Aftermarket A10VSO71DFR1/31R-PKC91N00 Hydraulic Pist Rexroth New Aftermarket A10VO71DFLR/31R-VUA11K03 Hydraulic Pisto
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Oil Paintings On Canvas,Hand Painted Autumn Red Birch Forest Blu Snowflake 1/2 CT Certified Rhodolite Cluster Flower Pendant, Ant
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 Vinyl Floor Waterproof Custom 3D Floor Wallpaper Forest, Valley Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad
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: 40 Pack Laser Cut 5" Clear Acrylic Blank Shapes Smooth Edge Tran (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 Cour-Age The Cow-ardly Dog Camping Stool Portable Lightweight Fo
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).