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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 ZZYYII Cartoon Carpet, Hunter×Hunter: GON·Freecss, 3D Printing L 7 8 PP1 Reptile Habitat, Terrarium Background, Covered Rock - Variou everd1487HH 6Pcs Kitchen Clear Glass Seasoning Salt Pepper Sugar MYERZI Antifog Wall-Mounted Bathroom Mirror Nordic Wall Round Mi Replacement For Volvo C70 Year 2006 Parking Light By Technical P YANRUI Swan Statue Decoration, Animal Sculpture Flower Pot Model
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 BOWERY HILL Contemporary Wood Ottoman in Dark Brown 13 ZHANGF Square Seat Cushion, Chinese Style Tea Chair Cushion, Hom
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Corolado Spare Parts, Carburetor Carb Repair Kit for Stihl BG45 Husqvarna Part Number 539000317 Bearing 1" W/Locking Collar LG LT0816CER 8,000 BTU Wall Air Conditioner, 115V, White Winco PC Food Storage Box,18X26X6" 14k Yellow Gold Red 7x7mm Created Simulated Coral Ball Drop Leve LDFZ Decorative Mirror, Fish-Shaped Wall-Mounted Mirror, Metal F Savinelli Dolomiti 114 KS Tobacco Pipe - Rusticated Sophia Cheese Shaker - Parmesan 8oz (6-pack) Multiplate Pinch Points Keep Hands Clear When Press is Moving Si
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 ETTBC 10x32 Binoculars with Low Light Night Vision Large Eyepiec 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 NEW Pair Set of 2 Front Bilstein B6 Performance Struts For Volvo Zestion Men's Turndown Collar Shirts Hawaiian Style Personality Candle Lighter Gas Torch Lighter Long Jet Lighters Windproof Gas Velaurs Door Buckle Shade Sail Accessories, Anti‑Corrosion Eas CAUTION WATCH FOR FORKLIFT TRAFFIC GZYF Black Front Rider Driver Seat Pillion Cushion for Kawasaki Garage-Pro Front Interior Door Handle Compatible with 2002-2007 Corgi Butt and Heart Placemat Leather Table Mats Set of 6 Easy t New Camping 30oz Tumbler, Camping is My Happy Place, Present For Tavik Women's Chloe Bottom - Moderate
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Animation - Vividred Operation 3 [Japan DVD] ANSB-9025 14kt Yellow Gold Womens Round Diamond Bridal Wedding Engagement Barkley Compatible End Tab Folders With Fasteners, Letter, 14 Po The Gentle Touch: Complete Season 3 [Region 2] Hawk Ceramic Front and Rear Brake Pads Compatible for 2003-2005 WJDY Anti-Blue Light TV Screen Protector Anti Glare Film for TV Professional Kingston 512GB for DragonTouch WiFi Cloud Photo Cla Conch Shell Charm for Ocean Themed Jewelry Designs Sterling Silv ZOMOY Long Floor Mat Carpet,Eiffel Tower Landmark New York Paris
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Towels for Bathroom Soft and Plush, Science Element Table Chemis Dave's Naturally Healthy Cat Food, Chicken Formula CASE Hanging Straight Post View Binder, 3 Cap, White" 8GB (4GBx2) Team High Performance Memory RAM Upgrade For HP - Co Easy to carry at home Umberllas Folding Umbrella 8 Bones UV Cut LTCTL Kitchen Cookware Set, 12-Piece Non-Stick Silicone Cookware SKYWPOJU Solar Lights Garden Outside, Solar Flames, 4/8 Pieces S Ochoos New Time-Limited Steel S684 2rs S684zz Fishing Reel Beari ERA Paints Automotive Touch Up Spray Paint Kit for Ford F450 200 Yilong Carpet 9x12ft Large Silk Persian Rugs Handmade Oriental A
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DJASM Jjzxw Cabinet Handles Straight T Bar Handle Black Gold Cab
1 2 3 4 5 Ndoor Outdoor Rubber Easy Clean Entry Way Welcome Doormat, Floor Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2690 V3 12- Jigsaw Puzzles 2000 Pieces for Adults - Tribal Man and Horse Puz Decal Stickers Multiple Sizes Daycare Red Children Pics Industri ZHXANDZYX Wiper Windshield Windscreen Rear Window Rear Wiper Bla Glass Oil Diffuser, Essential Oil Diffuser for Aromatherapy Awar xinchang Change Parts LCD Screen and Digitizer Full Assembly wit Liny Xin Men's Winter Cashmere Knitted Casual Crew Neck Long Sle Rugsotic Carpets Hand Knotted Persian Wool and Silk 8'x10' Area
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 Buybai Trendy Pink Butterfly Printed Anti-Skid Front Rear Floo spoieopt HXSJ S50 30fps 100 Megapixel 720P HD Webcam for Desktop
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 C0909A16-10SN-402 - Circular Connector, C0909A Series, Straight Rexroth New Aftermarket A10VO45DR/31L-PSC61K05 Hydraulic Piston
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 Lumos3DPrint Dominican Republic Flag Men's Polo Shirt Warmliving 3 Pcs U-Shaped Floating Shelves Wall Mounted Storage
Chapter 13 Neural Nets and Deep Learning PDF CLSLQS Lifelike Reborn Baby Dolls Silicone Full Body - 22in/55cm Custom Wallpaper 3D Mural New Chinese Artistic Conception Golden
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 Table Runner and 4 Pieces Placemats, 16"x72" Cotton Linen Kitche 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 Walker 50401 EPA Certified Standard Catalytic Converter 7 8 COLORSUM 2 Piece Non Slip Kitchen Mat Set Welcome Halloween Pump Califia Farms - Original Better Half Coffee Creamer, 16.9 Oz (Pa WOCACHI Boys Parka Jacket Sale, Fashion Coat Children Winter Jac 72.250.1635.2, Hood 180° 16 Shell Size Silver Aluminum Die Cast LBHAUSE 3 Pieces Breathable Bedding Set, Dragonfly Flying on The
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Kingston GO! Plus Works for Micromax Canvas L 512GB MicroSDXC Ca 13 American Shifter 385952 Shifter Kit (4L60E 23 Swan E Brake Cable
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 N\A Gingham Summer Floral Yellow Red Beach Towel, Soft and Abso Classical Speed / Various Dazzlingrock Collection 0.10 Carat (ctw) Round Diamond Ladies Ch Wall Sticker for Bedroom Living Room Colorful Lively Colored Pol Kastar 3-Pack CGR-D28 Battery and AC Wall Charger Replacement fo Rhinestone Crystal Glass Knobs Diamond Shape Design Cupboard Dra 1/2/4PCS INSIDE INTERIOR DOOR HANDLE Fit FOR HYUNDAI ELANTRA 200 Feelyou 3D Dirt Bike Coverlet Motocross Racer Extreme Sports Bed Omabeta Computer Stand Bamboo Computer Monitor Riser Table PC La
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Vital All-Terrain 8 Floor Pan Drain Plugs for TJ Wrangler 97-06 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Awttmua Mural Wall Painting Green Big Tree Boulevard 3D Photo Wa Reiki 6" Stainless Steel Table Leg (Quantity - 4) ProSphere Lehigh University Basketball Men's Performance T-Shirt (12 Pieces) Drawer Knobs Drawer Knob Pull Handle Crystal Glass C Sidem Belgium Front and Rear Suspension Steering Kit For Porsc WLJBD Large Capacity Laundry Basket, Storage Basket Folding Cl Womenfocus Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitc Gem Stone King 2.18 Ct Twilight Orange Mystic Quartz Pink Lab Gr WUIO Grow Light, LED Grow Lights for Indoor Plants 110W Greenhou
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LFCFE Men's Halloween Tuxedo Medieval Retro Costume Mid-Length P Wall Murales 3D Wallpaper Vintage Rose Oil Painting Wallpaper fo Advancey 2 Pieces Anti-Slip Kitchen Mats Simple Line Circle Mand April Birthstone - 1/2 CT Modern Snowflake Pendant Necklace with IGI Certified 14k Rose Gold 4-Prong Basket Asscher-Cut Diamond S CHUFZSD Military Skull Bone Camouflage Highly Accurate Smart Fit ProSphere University of Evansville Girls' Pullover Hoodie, Schoo aihanbaihuodian Wigs Wig European and Fashion Linen Front Hand L Clara Pucci 2.48 Brilliant Marquise Cut Solitaire Accent Halo St
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Mirror Mirrors Makeup Vanity Mirror with Light Portable Light Ba Pooizsdzzz Dancing Bears Men's Hoodie Sweatshirt Men's Long Slee ACK Automotive For Subaru Forester Tail Light Assembly Replaces Jigsaw Puzzle 2000 Piece for Adults Teens Kids and Family 2000 P Stainless Steel Storage Tank 304 Steel Stainless Food Container Flexible Metal Hose,1-1/4 Inch Inchi.D.24 "Coming Soon -Basic Gray" Heavy-Duty Outdoor Vinyl Banner kangsheng Car Seat Cushion 1 Pcs,Massage Ventilated Seat Cushion Dry Photo Paper, Premium Instant, 36 quot;x100 #39;, 10.3mil, Gl I Love My Japanese Chin Marble Coaster for Drinks 4-Pack
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DINGGUANGHE-CUP Needle Roller Bearings (1 PC) NK110/40 Solid Col
1 2 3 4 5 Santa's Christmas Surprise Abyssinian Cat Double-Sided Yard Flag Decor Lamp Children's Night Light, Plug-in Night Light, Light Se Artistic Weavers Aaliyah Pillow Kit, Bright Pink GaYouny Guitar Acoustic Guitar Solid Spruce Top 43 Inches (Color Goodman 3 TON 15.5 SEER Air Conditioner bundle (GSX160361 CAPF49 HKPLDE Recliner Cover Stretch Recliner Chair Cover Not-Slip Sofa MISC Raised Wooden Garden Bed Grid Planter Stand with 8 Slots Sm Wax Sticks, Shellvcase 400 PCS 4 Sizes Wood Waxing Sticks, Smoot Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E
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 555TEAM - 4Pcs Motorcycle Motorbike Amber Bulb Turn Signal Light Urbanx Street Buds Live True Wireless Earbud Headphones for vivo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Sofa Cover Elastic Sectional Couch Slipcover Corner L-Shape Sofa (300 pcs) 3/8"-16 X 2-1/4", Carriage Bolts, Round Head, Square N
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 American Shifter 492992 Shifter Kit (6" TH200 E Brake Cable Trim Wishbay Fuel Supply Pump 0030917201 0000900450 0000901150 Compat
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: SGS 56041 106 Straight Flute Drills, Uncoated, 0.0960" Cutting D (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 Tibetan Meditation Om Mani Padme Hum Peace Singing Bowl - Beaten
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).