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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 JUN Steel Front Bumper Face Bar Fascia Compatible with E150 E250 7 8 Anti Fatigue Set of 2 Kitchen Rug Sets Independenced Flag Day Ge Womenfocus Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitc Bandier x Sincerely Jules The Juniper Crew Neck Sweatshirt Kingston 512GB Motorola XT1793 MicroSDXC Canvas Select Plus Card Jeanoko Female Dog Diaper, Soft and Comfortable, for Small Dogs
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Nike Men's Dri-FIT Humor 2 Graphic T-Shirt Mens DA1796-100 (Whit 13 SHENYF Wigs Wigs 99J Lace Front Wig Burgundy Body Wave Human Hai
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SJQKA Floor Drain Odor Proof Floor Drain Copper Floor Drain Kitc Go-Parts - PAIR/SET - for 2008 - 2009 Saturn Astra Rear Tail Lig Tongue Rose Flowers Rechargeable SuckingVibrating Machine Adult Rexroth New Aftermarket A10VSO71DFLR/31L-PRC11K04 Hydraulic Pist Womens Ankle Boots Chunky Heel Metagenics Ultra Potent-C® 500 – Vitamin C – Gentle, Buffered Vi Evil-Eye Pendant Necklace, Tiny Initial Charm, Personalized Unis Hitecera Gold Foil,Women High Qity Slim Dress S ML Kishigo 1077 Ultra-Cool Mesh Reflexite Safety Vest - Orange S
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Small Pet Fun Tunnel Ferrets Rats Folding Tunnel Toy Collapsible 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 dxzsf Bedside Alarm Clock Simple Metal Bell Clock Classic Shuang XFYJR Soft Knitted Throw Blanket with Pompom Fringe Lightweight Kodiak Cutting Tools KCT156748 USA Made Solid Carbide Threadmill Dinuoda-US Car Floor Mats for Mini (2door) 2004-2013 Full Su Knipex 22 01 140 5,51" Round Nose Pliers Creature from the Black Lagoon Anime funny Laptop Backpack 16.5I Aquamarine and Diamond Half Eternity Wedding Band (2mm Aquamarin TV Stand with 2 Bins for TVs up to 60" - TV Console Table - Stur AINIYF Storage Stool Footstool Cube Toy Storage Box Pouffe Seat Round Axial Fan, 10" Fan Dia., 115VAC Voltage
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ZPTECH Drawer Organizers 30 Grids Storage Box Underwear Socks St QUA37597 - Quality Park Clasp Envelopes with Dispenser High Pressure Chrome Shower Head with Handheld, with 3 Spray Set Cute Duck Lamb Blanket Blanket Lightweight Super Soft Comfortabl Flip File Holder, Wall-Mounted Magnetic Display (PVC+Metal) (Siz Lyy Home Bathroom Safety Handicap Grab Bar, Stainless Steel Nylo Retro Puerto Rico Flag Men's Sweatpants Shorts Cotton Joggers Sh Highly Thermal Conductive Epoxy, Cure Pure Diamond Adhesive 2 Pa Package of 925 Silver Sterling Polished Leaf Charm Pendant 1.06
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 OFFTEK 1GB Replacement RAM Memory for Gateway MX6025H (PC2700) L Baoblaze Cat Tree Tower Cat Climbing Stand with Scratching Posts New HP Carburetor/Carb For HONDA MOTORCYCLE CRF250R 2004-2005 WI 2000 Wooden Puzzles Grey cat Wooden Jigsaw Puzzles Brain Challen OFFTEK 1GB Kit (2x512MB Modules) Replacement RAM Memory for Gate Tamaki Suou Large-Capacity Lightweight Printing College School B MoTuan Women Nighty Robe Sleep Suit Sexy Nightdress Sleepwear Se TSWEET Electric Coffee Grinder, Large Capacity Spice Grinder wit Dmtrab for LCD Screen Replacement LCD Screen and Digitizer Full Diydeg MP3 Player, Durable Voice Recorder, Touch Screen Recorder
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
VintageLittleSwallows Soft Area Rugs for Bedroom Living Room, Sh
1 2 3 4 5 NTN CYLINDRICAL ROLLER BRG (MA5216EX) Mankvis Simulation Labrador Dog Statue Sculpture, Resin Labrador HZYDD Garden Ornaments Cartoon Little Animal Sculpture Waterproo Ramadan T-shirtRamadan kids t-shirt, Islamic Gift for kids, Rama BreaAP FRONT BUMPER UPPER FACE BAR CHROME BRACKET BRACE W/HOLE C WAZG SYBLD Fluffy Tie-dye Carpet, Used for Bedroom Decoration, M Fuel Pump Rebuild Kit fits - CVO Softail Deluxe FLSTNSE 2014-201 by Unbranded Wood Sign Battle Cross, Battlefield Cross, Fallen S Personalized Dachshund Quilt, Valentine's Day Gift King Queen Tw
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 4pcs Duvet Cover Set Maple Leaves Pumpkin Full 4 Piece Bedding S Space Jam Tune Squad Marvin Bugs Bunny A Series of Comfortable
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 NUOBESTY Macrame Wall Hanging Shelves Wood Floating Shelf Floati Northlight Christmas Ornaments, Red
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 New Package of 150 (pcs) 3/8 x 4-1/2" Carriage Bolts - Hot Dip G AIKENING Soft Steering Wheel Cover for Women Abstract Seamless R
Chapter 13 Neural Nets and Deep Learning PDF Office Bookshelf Expandable Wood Desktop Bookshelf Desktop Organ New Package of 250 (pcs) 5/16"-18 x 2-1/2" Carriage Bolts - Plai
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 Country Brook Design - 1/2 Inch Flamingos Photo Quality Polyeste 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 MYOH Jazz Bar Pull, Satin Copper, 18 inches (457 mm) CC, Brass 7 8 100 Purple Beer Bottle Caps for Crafts (Grape Seltzer) Aohi WXQ-XQ Wall-Mounted Rail Bathroom Rack Bathroom Rack Racks Drasgonsball Laptop Bag, Usb Charging Port Computer Bag, Student Decorative Wall Clock/Electronic Silent Clock 12-inch Fashion Wa SHENYF Wigs Wigs 99J Lace Front Wig Burgundy Body Wave Human Hai
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 HASENCIV Long Floor Mat, Non-Slip Carpet Hallway Doormat Entra 13 CFS COMPLETE FILTRATION SERVICES EST.2006 Carbon Filter - Radial
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Caroline's Treasures PPP3238CHF Whippet Elegance and Grace Flag Galaxy Gold GG 14" Inch High Polished 14K Solid Yellow Gold Neck KAROLA Table Runner and Placemats Set of 6 American US Flag Kitc American Shifter 531584 Shifter Kit (4L60E 23 Swan E Brake Cable Tyjie Heavy Duty Patio Umbrella Holder Bench Buddy Deck Umbrella Oki Comp. C810, C810dn, C810n, C830, C830dn, C830n Cyan 1-2 Day Buckeye BBQ Original BBQ Sauce 18.0 OZ(Pack of 12) DDSYJ 3D Wall Stickers Vinyl Wall Decals for Decorating Children Caoly Area Rug Plush Carpet Decor Blanket Large Soft Gradient Ti
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Avery White Legal Index Dividers INDEX,LTR,1/26,E,25PK,WE (Pack 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Periodic Table of Elements Chemistry Men's Casual Trouser Shorts ZHED Safety Net for Balcony, Kids Fence Rope Net Nylon Cargo Net Urbanx Street Buds Live True Wireless Earbud Headphones for Oppo MOLIH Towel Rack Standing,Tall Modern Metal Freestanding Towel H MEIHE-Parts Dalanddzq 4pcs SK8 SK10 SK12 SK16 SK20 SK25 SK30 SK3 LXDZXY Towel Rails,Towel Bar Towel Rack 304 Stainless Steel Sing FESTO, 4828471, DPDM-Q-32-40-PA Shree Ganesh Fabrics Mulberry Raw Silk 45" Width, Mulberry Raw S KHSM Swingarm for S-uzuki DL650 VStrom DL1000 Vstrom 8MM Motorcy Black Tilt Wall Mount Bracket for Dream Vision Moviestar 42 HD H
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Ghybzz 112 inch Large Double Classic Hammock - with Powder Coate Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4657L Jewels Obsession Gold Ax Necklace | 14K White Gold Ax Pendant wi Carburetor Motorcycle PWK Carburetor 33 34 35 36 38 40 42 Mm Car Pull Handles - Matte Alumium Solid Stainless Steel Cabinet Kitch Somubi Garden Tool Set, 5 Piece Heavy Duty Gardening Gifts Tool RUHJICHU Children Socks Socks for Children Knee Length Socks Cot ALGWXQ 2pcs Garden Furniture Cover 600D Tough Canvas Waterproof Shop LC 925 Sterling Silver AAA Blue Spinel Zircon Halo Necklace
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Keepal King Size 78" x 80" Intelligent Water Heated Mattress Pad MZP Knitted Blanket Comfortable Chunky Knitted Blanket Super Lar aihanbaihuodian Wigs Beige-Purple Gradient Wig Ladies Handmade L ZQDM Replacement Filter, Cartridge FD2007 Pool Filter for Swimmi INEEDUP Replacement Taillight Assembly with Signal Lights, Claer Rat Fink Travel Bookbag 15in Laptop School Bag+Pencil Case Combi Pokémon Cartoon Backpack School Bag With Lunch Bag Set Combinati Pbldb Removable Custom Wallpaper 3D Mural Photo Hd Waterfall Lak 01 Storage Basket, Basket, Wear‑Resistant Dirty Clothes Basket Black Spinel Ring 925 Sterling Silver Ring Statement Ring Solid
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
WEIJIA 2HDS-1B Two Hole Drain Sump w/Grate,Blk,Plastic
1 2 3 4 5 Gnova Hard Floor Protector mat Chairmats,Office Chair Mat,Easy C Retro Wall Decor, Geometric Wall Decal, Fan Wall Decal, Art Deco LICAILONGJIN7 Clock 15.7 Inch Home Creative Pastoral Double-Side XIAMENBADC Anderson Paak Pants Women's Cotton Sweatpants Lounge WJCRYPD Carpet Carpet Living Room Bedroom Coffee Table Blanket B HUALEMEI Solid Color Breathable Seat Cushion,Non Slip Chair Pads Storage Baskets Storage Baskets, Woven Flower Basket, Hand-held CTW Home Collection Wooden Windmill Wall Décor (2) LIMEI-ZEN High Pressure Shower Head Stainless Steel Overhead Sho
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 Black Rock Shooter Mouse Pad Large Gaming Anime Mousepad, Waterp Bezel-Set Round Ruby Solitaire Pendant in Platinum (5mm Ruby)
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 483531 Shifter Kit (4L80E 23 Swan E Brake Trim Noori Rug "Versailles Clifton" Hand Knotted Area Rug 8'3" x 9'9"
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 (4) 12V 9Ah F2 - Replacement Battery Set for Maruson Technology Maha Drone
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: ScottDecor Summer Aquarium Background Decoration Tropical Paradi (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 LIMEI-ZEN Microscope Digital Microscope 1-1200X Electronic Video
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).