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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 Infant Baby Girls Boys Canvas Shoes Soft Sole Toddler Slip On Ne 7 8 Rexroth New Aftermarket A10VO28DFR1/31R-PPC11K03 Hydraulic Pisto LIMEI-ZEN 2Pcs Vintage Furniture Handle Black Kitchen Cabinets P Shoulder Bags Luxury Handbags Women Bags Designer Soft Tassel Mo Crystal Glass knobsKnobs for Kitchen Cabinets Beautiful Cute Cry DJG High Power 70 Telescope 220-180X100 Zoom Powerful HD Telesco
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Heating Vest Warmer Waistcoat Comfortable for Protect Body for H 13 Wood Plaque Wall Hanging Sign for Kitchen Bathroom Happy Thanksg
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Preserved Spider Web Silver Plated Pendant Necklace Pink Whales Sharks Laptop Backpack For Women Daypack ​with Usb Coasters Absorbent Ceramic Drink Coasters with Cork Base - 8 Pie WELLDAY Cat Skulls Spa Bath Towel Wrap Drying Hair Hat Turban Ca LRGH2-12175-4.5, RIVETNUT, M12x1.75 (0.99-4.50mm GR) Full-Hex Bo Guinea Pig Tunnel and Small Animal Playpen, Fun Pet Hideaway Pla CoolingSky Stainless Steel Header Exhaust Head Pipe for 2008 Hon kerryshop Coat Racks Wall Mount Coat Hooks Wall Clothes Hook Fre zxcc Chunky Knitted Blanket,Multicolour Soft Super Chunky Vegan
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\C Foldable Underwear Drawer Storage Box Divider Bra Scarf Tie 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 3 Pieces Bathroom Rug Set,Vase Flower 5Dk190,Anti-Slip Ultra Sof Grey Boat Cover for GLASTRON GX 180 O/B 1996-2006, Trailering St Hanchen Heat Cutting Machine Fabric Cotton Cutting Machine Cutte Custom 20.9 oz h2go Manhattan - 48 PCS - .99/EA - Promotional La Sportiva Lycan GTX Running Shoe MOCA TK462A Engine Timing Chain Kit for 2007-2009 for Ford Fusio 3D Hexagonal Star Pattern 6763 Floor Wallpaper Murals Wall Print Exercise Push-up Support Home Fitness Aid Pectoral Muscle Traini GYZX Young People Fashion Men's Printed Casual Shirts Long Sleev Solid 14k White Gold Solitaire Sapphire and 3/8 Cttw Diamond Cha
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Car Steering Wheel Cover DIY Hand-Sewn Interior Accessories,for Now Open Stripe RED (18" x 24") Yard Sign, Quantity Discounts, M ZHMYENGMING Fake Flowers for Decoration 864/6 Packs 1.5cm Mini P Daesar Christmas Curtains for Bedroom, Curtain Panels Set of 2 G September Birthstone - 1/4 CT Blue Sapphire Snowflake Pendant wi Muchkey Custom Car Floor Mats for Toyota Hilux revo 2016-2019 Fu iplusmile White Noise Sound Machine Sleep Sound Device White Noi Rexroth New Aftermarket A10VSO28DR/31L-PKC61N00 Hydraulic Piston ZHAOFANGSTORE 30 Pcs/Set 6"-14" White Mint Green Chinese Paper L
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Diamond Painting by Number Kits,5D Diamond Painting Kits for Kid Fangship 3 Piece Bathroom Rugs Set Bath Mats for Bathroom Non Sl XDDWD Garden Arches, Garden Arbor for Various Climbing Plant, Gr LIUXIN Pastoral Wrought Iron Big Cock Ornaments Home Lucky Garde Diamond Wish 18k White Gold Round Solitaire Diamond Pendant Neck Stair step mat Square Stair Tread Mat Jacquard Rug Elegant Anti- TM-toner Compatible Fuser RM1-8780-001 RM1-8780 Replacement for Window Door Awning, Overhead Door Window Awning Polycarbonate Co ANPART Universal Car-Seat-Cover Polyester+Mesh Cloth Fabric Auto BOHML Night Lights Nursery Night Lights Strange Fish Remote Cont
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Adjustable Floor-Standing Basketball Stand Basketball Hoop Heigh
1 2 3 4 5 Benjara Button Tufted Leatherette Dining Chair with Angled Legs, 1 Pc of Round Tablecloth Abstract Floral Spots and Dots Large Sc Diamond2Deal Platinum 4 mm Half Round Comfort Fit Light Wedding FC-21191 DIY-Jewelry 20pcs/Lot Natural Stone Oval Shape Cab Cabo Bowose Wigs Europe and America Wigs Pink Long Roll Wig Set Front Made By Johnny MBJ Womens Faux Leather Motorcycle Jacket with Ho Fashion Mixed Natural Stone Big Cross Pendants Charms for Neckla Society6 Elegant Leopard Print and Floral Design by Inovarts on Ergode Lippa Dining Vinyl Side Chair - Gray
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 dingtian Halloween Garden Statue, Home Decoration Figure Resin S PNNUO Tie Dyes Peace Queen Bed Set,Twin Full King Size Comforter
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 440lb Postal Scale Digital Shipping Electronic Mail Packages Cap Pleasure Rings Extender Erection Enlarger Enhancer Sleeve Pleasu
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 Insulated Lunch Bag For Women Men, Reusable Lunch Box For Office LJWXX Handle Classic semi-Circular Handle Golden Light Luxury Dr
Chapter 13 Neural Nets and Deep Learning PDF GUOCAO Picnic Baskets Hand-held Food Snacks Folding Buy Vegetabl A-Fantasy K-ON! 150x50cm(59in x 19.6in) 2/Way Tricot Pillowcover
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 Magical Scenery Travel Daypack Student Rucksack Laptop Backpack 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 SBSNH 2 Tiers Computer Monitor Stand Riser Metal Desk Organizer 7 8 MNBV Chess Game Wooden Chess Board, Foldable Chess Board with Po Tomeco 20Pcs/Bag Morning Glory Seed Plant Colorful Indoor and Ou Goodman 2 TON 14 SEER Air Conditioner bundle (GSX140241 CAPFA242 1 Pc of 100VA 6V 8A x2 / 12Vct Toroidal Power Transformer DOITOOL Ceramic Egg Tray Anti- Slip Egg Holder Container Keeper
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Replacement For Toyota Sienna Year 2007 Parking Light By Technic 13 2.19ct Brilliant Round Cut Solitaire with accent Genuine Natural
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Yanjianhon Dustproof for Skoda Superb 2016 2017 2018 2019 2020 C Howard Miller Eastmont Cherry Wall Clock Windsor Cherry Dimensio Piggy Bank Cat Shaped Piggy Bank Coins Storage Box Metal Coin Mo Corolado Spare Parts, Carburetor Assembly for Hidea Yamaha F2.5 BDI164430 Beadings 2PCS Veins Frosted Matted Agates Onyx 6mm 8mm 3/4 CT Garnet Solitaire Ring with Diamond Trio (6X4 MM Octagon C 2 Pack Compatible Drum Unit High Capacity DR730 DR-730 Drum Unit Agency Power Front Bumper Black for Honda Talon 19-21 Merry Little Christmas - Microfiber Cleaning Cloth (Lens Cleanin
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 The End of Sleepwalker, Part 1 2 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 1/3 CT Moissanite Initial Pendant, I Letter Necklace, 7 MM Lab C WZHONG Retro Printed Japanese Table Runner, Table Cloth, Chinese Egg cup round breakfast egg rack practical egg rack egg rack hom Jewelry Star 14K White Gold Plated in Silver Round Cut 0.25 ct C Space Rocket Solar Astronaut Parasol Compact Rain Umbrella Rain NBK Japan MJC-95CSK-ERD 25mm to 42mm Jaw-Type Flexible Coupling Quapaw Paper Towel Holder-Hand Rubbed Brass Savinelli Pipe: Dolomiti Rusticated (311 KS) Antique Brass Tone Finish Outdoor Pendant 9" Wide Hand Blown Cle Velvet Recliner Chair Slipcovers 6-Piece Sofa Covers Recliner Co
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Club Pack of 600 Premium 2 Ply Pastel Blue Disposable Luncheon N Retro Outdoor E27 Bulbs Wall Lamp Black Aluminum and Glass Scree Pbldb 3D Mural Wallpaper Custom Any Size Photography Diamonds Pl CHYA Mens Wool Heavy Coat, Mens Long Sleeve Winter Warm Casual H Star of David Pendant - Sterling Silver 925. - Jewish Israel Sym Kruti Cute Creative Food Ice Cream Pillow Soft Toys (60cm, Brown Oilite AA3201-04 2.7520 3.2540 2 Sintered Sleeve, 2" Height, 3.2 Jewels Obsession Gold Mama Necklace | 14K White Gold Mama Pendan (500pcs) #2-56 X 1-1/2" Pan Head, Phillips Drive, Machine Screws
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 RSVP LI-NING Men BADFIVE Basketball Short Sleeve Top Loose Breathable 3 Piece Bedding Sets-Comforter Duvet Quilt Cover Set for Childre Savinelli Pipe grezza (Waxed) Model 606KS with 9mm Hole Amazing Texas Rodeo Hawaiian Shirts, Hawaiian Shirts, Hawaiian S YTREI Large Wall Clock Modern Design Silent Wall Watch Wall Cloc MGPRO New Replacements FRONT BUMPER CHR PAD VALANCE FILLER 5PCS ZOMOY Long Floor Mat Carpet,Cute Alpaca Llama Animal with Ethnic LIALIYA Coffee Hand Pot 304 Stainless Steel Hanging Ear Drip Jap E-CIG Woman (18" x 24") Yard Sign, Quantity Discounts, Multi-Pac
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Solar Ground Lights, Solar Disk Lights Outdoor, 16LED /20 LED Wa
1 2 3 4 5 3D Flower Tree 4477 Floor Wallpaper Murals Wall Print Decal AJ W 14K White Gold 2.75 Carat LAB GROWN IGI CERTIFIED DIAMOND Channe Golden J-Pop: Best OneHoney 3 Pieces Bath Rugs and Mats Set Sheep Fence Sunflower R AMTTGOYY 1000 Pieces Jigsaw Puzzles,Salcombe, Devon, for Kids an Rexroth New Aftermarket A10VSO28DRG/31L-PSC12K03 Hydraulic Pisto Beethoven: Symphony No. 3 - Eroica / Bach: Brandenburg Concertos Accuform MASE809XT, 14" x 10" Dura-Plastic Sign:"Notice All Acti CCFCF 36V 48V 15AH Li-ion Rechargeable Battery, Water Bottle Ele
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 Ochoos Bathroom Bamboo Bath Shower Faucets Set Bathtub Faucet Wa Genuine Nissan Parts DA06M-1PA0PNW Pad Kit (Disc Brake), 1 Pack
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 GG Bailey D1957A-CSA-BGE Custom Fit Cargo Liner For Select Volvo Chasing Buffalo/Beautiful Circle/Firefly
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 Santa Barbara Design Studio SETW-5522A Lolita Love My Wine Glass LKDF Clear Table Cover Protector, Thick Clear Desk Protector Tab
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: Quiksilver Boys' Solid Streak Short Sleeve Youth Rashguard Surf (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 dxjsf Square Wall-Mounted Tissue Box Multifunctional Tissue Box
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).