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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 YSHSPED Artificial Flowers Pink Silk Hydrangeas Artificial Flowe 7 8 Skull And Crossed Swords Book Bag Lunch Bag Combination Universa Desk Calendar 2021 Wooden Perpetual Calendar Mini Desk Calendar meikadianzishangwu No-Shedding Non-Slip Machine Washable Vintage WZHONG Rope Net,Balcony Stair Safety Protection for Kids Cargo N ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with A
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 925 Sterling Silver Created Blue Opal Inlay Band Ring Stone Gems 13 WQinyu Glass Shelf Tempered Glass Shelf, Bathroom Shelf, with Re
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Picnic Baskets Hand-Woven Hand-held Flower Basket Household Brea Roostery Spoonflower Tablecloth, Animals Pets Reptile Lizard Bea Endangered Species Alburnus Mentoides Camping Folding Stool Oxfo YX130 Essential Oil Diffuser 400ml Cool Mist Humidifier Wood Gra Ancient Egyptian Motifs Leather Table Mats Set of 6 Washable Non PopDecors Wall Decals Stickers - Sakura Tree (Black, White and DIN 961 Hex Cap Screw, Class 10.9 Steel, M20-1.50 x 85mm, Plain LIALIYA Soft Cotton Throw Blanket with Tassels,Nordic Ins Pink T Celebrate Bach Christmas Edition
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Scribbles - Microfiber Cleaning Cloth (Lens Cleaning Cloth - Sun 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 KKCF Swinging Cafe Doors Half Waist Door Auto Close Space Partit Standard Abrasives 530105, Resin Fibre Disc, 5 x 7/8" AH, 60 Gri Olive Oil Dispenser, Oil Vinegar Dispenser Bottle Set, Dinner Li Personalized Daddy Horse in The Autumn Quilt - Animal Quilt Hall Sparco For 01057KIT965GRS - R333 Seat Tilt Lever Set, Gray QuQiu Radar Detectors for Cars Recording Equipment Remote Tracki AMINOCORE BCAA – 8G BCAAs – 100% Pure Branch Chained Amino Acids Lunarable Abstract Rectangle Pouf, Folkloric Inspired Purple Ton Danzig Ipad 2020 Pro Pen Slot Protective Cover, Automatically Wa ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ZYLE Creative Green Frog Figurines Frog Holding a Sunflower Stat (6 Pack Value Bundle) UNV43621 Dry-Erase Board, Melamine, 72 x 4 Computer Stand LCD LED Band Monitor Height 360 Degree Support Ro BBQ Snapper (18" X 24") Yard Sign, Quantity Discounts, Multi-Pac ProSphere Bethune-Cookman University Men's Performance T-Shirt ( STRAW Chinese-Style Leaf Wall Clock Living Room Modern Clock Per RSQJ Cartridge Pool Filters Pump Electric Swimming Pool Filter P Alo Original Allure Aloe Vera Juice Drink - Mangosteen and Mango Jackson Light Duty Spring 105 Deg. Non Hold-Open Overhead Concea
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HH ART Seven Wonder Gisele Geraldine 180x60cm Peach Skin Pillowc Dylandy 6 PCS Clear Candle Holders Glass Candleholder Taper Cand HE-750W Professional Series 80 Watt Full Size High Temperature H KMJJPN High-Waist A-line Skirt Women's Striped Stitching Pleated Historias Y Cuentos Blueberry - Computer Reading Glasses - Size M - Black - Unisex - RaceQuip 2 LYR SFI 5PT Glove/ Vintiquewise Shelf-Baskets, Set of 3, Brown NYKK Toddler and Kids Pillow Pillow Newborn Memory Pillow Childr RYYAIYL Black Safety Rails Elderly Pregnant Woman Bathroom Non-S
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
BEARPAW Women's Rosalina Pewter Distressed Slipper
1 2 3 4 5 Vintage Design 1.25 Ct Moissanite and Diamond Engagement Ring wi Ruby Dee Zakes Mokae Paul Benjamin Athol Fugard Boesman And Lena Charm - Sterling Silver - Jewelry - Pendant - Natural Gemstone H American Shifter 379804 Shifter Kit (TH400 23" E Brake Cable Dip Society6 Alien Abduction Toile De Jouy Pattern in Blue by Beth N Daesar Window Curtain Blackout, Curtain for Bedroom 2 Panel Blue Natsume'S Book Of Friends Backpack Simplicity , Multi-Function Lutema MP56T-930-L02 Boxlight MP56T-930 LCD/DLP Projector Lamp, Marvel Spider-Man No Way Home Black Tech Suit Women's Long Sleev
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 DTDD Tent Instant Pop Up Family Camping Tents ,Quick Set up fo 3D Black Marbling 3868 Floor Wallpaper Murals Wall Print Decal A
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Supply Spot offers - '5 Pack' - Compatible MLT-D108S Toners, For KnBoB 18K White Gold Heart Solitaire White Round Diamond Ring fo
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 JLFSDB Kids Bike BMX Bike for Kids Boys Girls Bicycle Balance Bi Chunky Knit Blanket Throw Handmade Knitting Wool Nap Blanket Rov
Chapter 13 Neural Nets and Deep Learning PDF LJJSMG Welcome Sign Resin Fun Cartoon Decor Figurine Girl Miniat Socobeta L Bracket Extended Single Handle Grip Gimbal Portable U
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 Dell PowerEdge R720 Server 2X E5-2630v2 2.60Ghz 12-Core 72GB 16x 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 WELLIKEA Laundry Basket 32.3"x16.7"x20.7" Water Hyacinth 7 8 DO NOT ENTER WITHOUT WEARING SAFETY GLASSES 2 CT Solitaire Tanzanite Ring, 1/2 CT D-VSSI Moissanite Ring, Go Utilizing the Power Read SHUANGSHI Pumpkin Napkin Rings, 4/6 Pieces Thanksgiving Napkin R JzyhNzd for Nissan Evalia NV200, RHD Car Dashmat Dash Mat Sun Sh
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Printed Blanket Diablo Valkyrie Sofa Blanket Pattern Sherpa Fluf 13 SanDisk Ultra 512GB MicroSDXC Verified for Sony Xperia Tablet Z
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Memorial Gallery Memorial Pink Remembrance Bead Pet Heart Urn Ch 14k White Gold Diamond Bezel Necklace (1/3 cttw), 18" US Cargo Control 2" Flat Snap Hook - 4 Pack Emerald-Cut Rose Quartz Solitaire Pendant with Diamond (9x7mm Ro Large Oval Bathroom Wall Mirror, Frameless Glass Silver Mirror, Tricycle Plant Stand Metal Bicycle Flower Pot Holder Terrace Nos Womens Gym Bags Ornamental Sea Creatures Goldfish Yoga Gym Totes Personalized Cowboys We are A Team Quilt, Country Quilt Birthday Bath Towels Girls Summer Fruit Grapefruit Green Leaf Kids Hooded
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Shirou Emiya Laptop Backpack,High Capacity Business Travel Backp 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Demeanor Helmet Lens Visor, Visor HJ-26 Helmet for HJC RPHA-11 Synthetic Hair Wig Bob Lace Front Wigs Bob Wig Lace Frontal Wig Qingbaotong Wigs Wig Front Lace Big Wave European Hair Set Hand- Everything for Home FSD-094-K 9-Inch Square Basin Kit with Grate Platinum 4mm Round Blue Sapphire .06 CTW Diamond 18" Necklace Tmc Pet mat, Floor mat, Bedroom mat, Back Door mat, Laundry mat, Sui Personalized Sunflower Pug Quilt, Gift for Your Lovers to Mom Da 1/2-3 Carat 14K Rose Gold GIA Certified Oval Cut Diamond Pendant XM Ottomans ZfgG Mini Stool,Small Footstool,Househol Small Chair
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with C ZHYYDS Womens Roller Skates Indoor and Outdoor Canvas Roller Ska Flexovit 5" X .045" X 7/8" Razorblade ALU 60 Grit Aluminum Oxide Jurassic World Fallen Kingdom: Red Orange Splatter Hoodie Piggy Bank Cute Mouse Piggy Bank Decorative Saving Bank Ceramic All Terrain RC Car, 1: 22 2.4G High Speed Remote Control Off-Roa ZLMMY Small Storage Basket Linen Storage Bins for Toy Storage (C YWXKA Scratch Sketch Art Paper for Kids Adults, Rainbow Pain Personalized Beagle Quilt All-Season King Queen Twin Size Beach
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Chemglass CLS-1380-01 Series CLS-1380 Unjacketed Bio Reactor Ves TIANTIANCHUDAN Flowers Skull Picnic Backpack Fashion Lunch Bags Anti-static Dust Removal Mop Reinforced Hardened Small Flat Mop Toys for You Vibrating Double Penetration DP Rod Ring Anillo Bac SEEWOODS WS823 2PCS Small Antique Metal Lock Decorative Hasps Ho Foxfend Spark Lipstick Stun Gun Women Self Defense Bright Led Fl Hanging Solar Bird Feeder, for Outside Solar Bird Houses, Easy t Ombra Laptop Shoulder Bag Animal Dog Paw Print Bone Pattern Port ArtPlaza Van Gogh Vincent - Parrot Decorative Panel, 15.5x15.5 I XIANGGUI 1983 Desk Lamp Modern Table Lamps Rustic Natural Wood V
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Furniking Dining Chairs 2 pcs Brown Fabric (10,96kg)
1 2 3 4 5 digital caliper Hot 3pcs Hand Gripper Trainer Forearm Hand Carpa Healifty 1 Set/ 4pcs Microfiber Cleaning Cloths Eyeglasses Clean Colorful Butterfly Adults Travel Business Laptop Backpacks Unise LAHappy Cordless Vacuum Cleaner with 6KPa Powerful Suction, 2 in Outdoor garden lights Postmodern Long Column Path Light - Super LSJDDW Aluminet Shade Cloth for Cars/Dogs, Shade Net for Plants, Inspection Tag, 2 x 4 In, Bk/Wht, Al, PK25 Blue Pendant Necklace Silver Plated Women's Fashion Jewerly Mocona Spirited Away Cosplay Ogino Chihiro Costume kimono Suit
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 White Swans With Feather Laptop Backpack For Men Daypack ​with Fat Skimmer Spoon Hot Pot Spider Filter Funnel Sturdy Handle Lar
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Lamp Shade Wicker,for Candelabra Bulbs, Real Rattan Light Shad Diamond2Deal Sterling Silver 3 mm Half Round Comfort Fit Light W
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 Plastic Wicker Weave Dirty Clothes Laundry Hamper Bin and Lid (4 Niiyen Oscillating Blade, 24Pcs/Set Multifunctional Swing Saw Bl
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: TK Classics Cover Set for BARBADOS-09b Tangerine (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 DIY 5D Diamond Painting by Number Kits,Cloud Abstract Large Size
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).