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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 bisney New Sexy Hentai Anime Figurine 26CM Fate Stay Night Fate 7 8 Water Inflatable Floating, Row to Row Collision, Wood Grain Wate Auto Custom Carpets 22546-160-1059000000 Door Panel Insert Jobber Drill,#43,HSS -6 Pack Trlec gt4-ly Brass B Flat Trumpet Violet Custom 25 oz h2go Mali - 72 PCS - .99/EA - Promotional Product
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Brady 144052, 10" x 14" Self-Sticking Polyester ANSI Sign, Legen 13 Allora 3-Shelf Wood Bookcase with Casters in Espresso
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Sun Loungers Cushions Zero Gravity Chairs Cushion Blue Color Ban TYM Household Dog paw Cleaner, USB Rechargeable Portable Dog Foo TF1725HA2B Strong 220-240V 0.17-0.21A 26-34W 17251 2-Wire Coolin Android 10.0 Car Radio Stereo for F-ord S-MAX 1 2006-2015 Head U IRONANDGCFOXBOX Ying Yang Large Wall Mural,Taijitu Symbol in Car YQSHYP Bathroom Towel Rack, Bathroom Towel Rack Stainless Steel Imeya 24 Inch Body Wave Human Hair Wigs for Black Women HD 13×6 14kt Two-tone Gold Round Diamond Bridal Wedding Ring Band Set 1 Wall Stickers, Children's Room Wall Sticker, Bedroom Soft Bag, A
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 N\O Anime Unspeak-able Bedding XL Size Japanese Bed Set 3pcs Bed 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Water production, large living room, porch decoration, painting, ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with S Barry Casson's THE SEARCH - Educational,Informative Film HEMOTON 6pcs Ceramic Egg Cup Holder Boiled Egg Serving Cup Egg T GAIXIA Washing Machine Classifier Dirty Clothes Dirty Clothes Ha SilkLove Resin Pineapple Decoration, Craft Miniature Piggy Bank Smile Sparkle 1.00 CT. T.W. Round Cut CZ Diamond Tennis-Style Wooden Mallet Valley Three Seat Bariatric w/Center Arms Chair, L Handheld Makeup Mirror Portable Handheld Folding Adjustable Moun Screws, self-Tapping Screws, washers, Bolts, Nuts #8 x 1 Round H
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Avengers: Endgame | NON USA Format | Region 4 Import - Australia PLENTOP Flip Flops for Women,Open Toe Casual Ankle Strap Sandals 1.50 ct Brilliant Round Cut Solitaire Natural London Blue Gem St Vedant Designs Home Decorative Ottoman Pouf Cover Turquoise Gree DIY 5D Diamond Painting Kit for Adults Kids Cross Stitch Full Dr LYABANG Reborn Baby Doll Rinato Bambino Bambola Silicone Vinile Hot Time/a.-Answer Denby 2048818 Regency Green 2 Piece Coffee Beaker/Mug Set Hand-painted Kippah (Yarmulke) with a Dalmatian Dog
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 JIUCHUAN Indoor Doormat Geometric Stripes Background Stripe Patt BB Organics Coriander Seeds 5 kg / 11 pound YBSM for T-riumph Daytona 675 2006-2012 675 R 675R 2011-2012 Mot BRT We Buy Coins Stamps (18" X 24") Yard Sign, Quantity Discou LED Safety Warning Light Anti‑Slip Handlebar Women and Men Uni MoonTour Ethnic Floral Paisley Flower Backpack School Bookbag La NYKK Bedroom Carpet Oriental Traditional Floral Area Rugs Thick Osg Tap Right Hand Spiral Point 6 32 Pitch High Speed Steel Stea Betmar Women's Knotted Cloche Hat Ships Wheel Decor Fish Tank Decorative Pictures Old Boards of Sh
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Oval 9'x12' Canpana Rust Ultra Soft | Ultra Shag Indoor Area Rug
1 2 3 4 5 AFO Drop Foot Support Splint Ankle Foot Orthosis (Medium-Left) DIY 5D Diamond Painting by Number Kit,Full Drill Starry Sky Tuli Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc COQUI Sandals for Girls, Casual Human Flippers Men and Summer we HWZQHJY 2 in 1 USES Laptop Stand for Desk, Vertical Stand Holder DKMILYAIR Steel Toe Sneakers for Women Air Cushion Slip On Safet RZL PAD TAB Cases for Samsung Galaxy Tab S6 Lite 10.4 P610 SM- 2000 Pieces Jigsaw Puzzles for Adults Jigsaw Puzzles for Adults Gaming Mouse Pads RGB Mobile Suit Gundam Anime Cool Mouse Pad La
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 Carmandara ArabiaRetro laptop backpack, elegant travel backpack, Jeanoko Folding Camping Solar Charger, Emergency Power Supply. H
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 BINHC Magnifier The Elderly Reading,Hand-Held Reading Magnifie American Shifter 524868 Shifter Kit (4L60E 23" E Brake Cable Cla
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 Wall Decal There is No Failure You Black, DIY Wall Art Murals fo HP DL380 G9 16-Bay 2.5 Server - 2X Intel Xeon E5-2650 V4 12-Core
Chapter 13 Neural Nets and Deep Learning PDF Mufflers Windless Flag Sign Kit with Complete Aluminium Pole Set HELLOWINK Bedding Comforter Duvet Queen Size-Soft Lighweight Q
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 Insulated Lunch Box For Men Women, Little Star, Reusable L 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 Rexroth New Aftermarket A10VSO71DFR/31L-PKA61N00 Hydraulic Pisto 7 8 Empires of Worlds SBU Blue Boat Cover for MasterCraft Boats SportStar 19 Closed Bo Mint Waterproof Gazebo Curtains, Big and Little Circles in Symme TTKK TENGKEJPN High-Waist A-line Skirt Women's Striped Stitching Coaster - Tropical Leaves Cork Coaster - Set of 4 - Table Deco,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 NARA Natural Dream Amethyst Ball Ornament Handmade (120mm) 13 CCDMJ Laptop Case Galaxy Night Print Star Laptops Sleeve Shoulde
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 TOPINCN Modern Marble Texture Side Table, Bedside Table Night Ta XZGDEN Hair Replacement Wig, Wigs Black Wig Three Strands Braid Solid 925 Sterling Silver 3 Three Stone Ruby and 1/4 Cttw Diamon ZHANMAM Shower Corner Rack 7mm Thick Toughened Safety Glass Shel My Time ProSphere Seattle University Men's Performance T-Shirt (Gameday) 12 Packs Kitchen Cabinet Knobs,Unicorn Blue Breakground,Pulls Cu Greday Bath Rug 3 Piece Bathroom Rugs Set, 1 U-Shape Toilet Mat ZXCVB Flannel Outdoor Footstool Ottoman Grass Purple Round Garde
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Nicolai Gedda: Pushkin Songs 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Genuine Toyota 67831-06040 Door Service Hole Cover Geometric Moroccan Area Rug Hand-Knotted Wool Carpet 5x8 (4' 11' Society6 Simply Pastel Yellow by Simple Luxe on Water Bottle - 1 Rug, Handmade Majesty Light Brown/Beige Wool Rug (9'6 x 13'6) TEAYASON Garden Sculpture Cute Animal Outdoor Sculpture Alpaca F Bonarty 700g Depilatory Wax Beans Hot Film Bikini Hair Removal P Black Tilting Wall Mount Bracket for JVC PD-42V485 Plasma 42 inc Solid Gold 1/2 CT Pave Certified Diamond Charm Pendant, Antique Rose Love Anti Theft Laptop Backpack Travel Backpacks Bookbag La Honey Badger Don't Care Man's Pants Short Pants Sport Cool Jogge
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 XDYFF Turtles Statues and Figurines, Garden Decor for Outside St Christmas Irish Santa with Gift and Bernedoodle Dog Double-Sided Rexroth New Aftermarket A10VO45DR/31L-PWA62N00 Hydraulic Piston Solid Platinum Solitaire Created Alexandrite and .05 Cttw Diamon VICASKY 2pcs Couple Reindeer Figurine Standing Table Couple Deer Queenker 3 Pieces Bath Rug Set Toilet Seat Cover Gray Orange Chr Anteprima Fit for Mazda 3 BK BL (06-12) 5 CR CW (05-13) Fit for Leashes Small Puppy Pet Dog Chest Leash Set Adjustable Buckle Le Valeo 47016 Driver Side LED Tail Light Assembly for Select Audi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 43 Inch Guitar Bag Dual Adjustable Shoulder Strap Acoustic Guita 73 Inch Yoga Mat Towel Embroidery Tigers Roses Black Non Slip Fo Home is Where Coast Guard House Flag - Dowel Set Armed Forces US Yanjianhon Dustproof for Citroen C4 C-Quatre 2004 2005 2006 2007 Divine Mercy Backpack 2-Piece Sets with Lunch Box College Bookba Large Landscape Wallpaper Murals 3D Green Wall Paper for Tv Livi Ashes To Ashes 3/8-16X1 1/4 Carriage Bolt Grade 8 Fully Threaded Zinc Yellow (P 24022-BE-XL FAG Spherical Roller Bearing 110,00x170,00x60,00mm JJXZM Wireless Earbuds Bluetooth Headphones,Active Noise Cancell
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Astronaut Backpack Adjustable Shoulder Straps Laptop Daypack for
1 2 3 4 5 CGSignLab 2469131_bnrm |"for Sale -Victorian Gothic" Wind-Resist Sterling Silver 22mm Boy Snorkeling charm Kitten Animal Skin Steering Cover for Women Soft Comfortable Aut Champion Rugs Rustic Western Texas Star Pattern Geometric Revolv INTERESTPRINT Funny Panda Car Seat Cover Front Seats Only Full S 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal Cigarette Ashtray Ash Tray European Crystal Glass Ashtray Creati FFLSDR Foldable Keychain Pocket Magnifier 10X Colorful Magnifyin APC Back-UPS XS 1500 XS1500 Compatible Replacement Battery Pack
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 Replacement For Hyundai Santa Fe, Santa Fe Xl Year 2014 Rear Sid Sec Clinical Stress Respn Size 1.6z Secret Clinical Stress Respo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 SBSNH Desktop Computer Stand Monitor Can Be Adjusted to Increase Comforter Cover 3 Pieces Bedding Set Just A Girl Who Loves Eleph
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 MYOH Haute Appliance Pull, Hammered Over Aged Brass, 36 inches ( KESOTO Clear Drumhead DRUM HEAD SKIN for Tom Drum Replacement Pa
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: Fruit lemon on green Adult Backpack, Unisex Backpack, Canfeng Fa (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 FUNANASUN Rechargeable Tactical Flashlights 1600 Lumens LED Ligh
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).