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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 Uk 12-14 Ladies Penelop Pitstop Costume 7 8 DIY Wallpaper Wall Stickers Murals Decor for Kids Babys Girls Be Sazlin Carpet Non-Slip Area Rugs Bedroom Camping Soft Carpets Ki Memories of You SLATIOM Acrylic Window Bird Feeder with Strong Suction Cups and CWWAN Sloth Backpack Portable Lunch Bag Set is Strong Wear Resis
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 OEMUSEDAUTOPARTS1.COM-Owners Manual Book Compatible with 2014 Fo 13 2-Pack Plastic Small Microphone Clip for all Wired Microphone Tr
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Drawer Pulls,Pull Handle ,Cabinet Pulls Handles,Drawer Kno 3D Silk Wallpaper Tulip Retro Brick Custom Any Size Mural Hd Pho "Yard Sale -Basic Black" Premium Acrylic Sign Grey Authentic Oushak Turkish Geometric Oriental Area Rug Hand-K Yixing Purple Clay Sculpture Tea Pet Ornaments Tea Figurine Craf 3 Ft Round Area Rugs for Living Room Halloween Haunted House Gho VIR JEWELS Pink Earring Ring Necklace Bracelet Combo Gift Box Di Car Stickers Funny Dog 20Cm Grooming Salon Glass Decal Pet Shop GONGFF Home Floating Shelf Wall-Mounted Hydroponics,Wood Wall Mo
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 PG19 Nylon Cable Waterproof for Cable 12-15mm Gland Connectors w 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Black and White Zebra Leather Table Mats Set of 6 Washable Heat ZXDHNS Photo Wallpaper - Removable Wall Mural - Retro Christmas Veri SanDisk Ultra 512GB MicroSDXC Works for Xiaomi M2007J20CT b JIUCHUAN Indoor Doormat French Bulldog Graphic Dog Abstract Vect Parts Accessories Gas powerd F5 to Electric converion kit for Insulated Lunch Bag For Women Men, Reusable Lunch Box For Office Full Frame Polarized Reader Sunglasses For Women Cat Eye Sun Rea DRI Duck Motion Softshell Pendants 4 Light with Satin Nickel Finish Capiz Shell Glass Medi (200 pcs) 5/16"-18 X 6", Carriage Bolts, Round Head, Square Neck
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Rapido Boutique Collection Clareza Panoramic Three Window Temper AL MEC 2/0-14 T UL CSA 8 Port (Pack of 1) FAMILYDECOR Geometric Print Red Kitchen Mats Cushioned Fatigue-F Duokon Rustproof Umbrella Cover, Oxford Cloth Outdoor Cantilever FHSJN 1 Pair Fashion Wooden Board Round Hole Non-Slip One-Piece Trapeze AO Sculptures Featured World Cup Resin Handmade Crafts Birthday Synvy Privacy Screen Protector, Compatible with PHILIPS 241E1S/9 FMOGE Office ChairSwivel Ergonomic Office Chair Mid-Back Compute
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Fabric by The Yard - Taupe Dark Gold Floral Wavy Brocade Upholst Shuangklei Men s Quick Dry Removable Sport Pant Outdoor Breathab CASURI Abstract Tiedyed Effect Striped Textured Background Blank Night-Mare Before Christmas Backseat Organizer Anime Foldable Mu IBherdesign Wheel arch extensions 'front'' Cayenne Turbo 2002-20 Paint by Numbers Kits,DIY Painting by Numbers for Adults Kids, Tropical Style 3Pcs Bath Accessories Set Includes Bath Rug, Cont Ambesonne Floral Pet Bed, Romantic Roses Swirling and Conquers O C1RCA Mens Lopez50 Al50 Skate Shoes (7.5, Black/Gum) Fall Cotton Tablecloth for Rectangle Table 60x120Inch Table Clot
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Willit Women's Outdoor Skort Golf Skort Casual Skort Skirt UPF 5
1 2 3 4 5 Snap Cap Socket, Stainless Steel w/ 5/8" #10 Oversize Screw St Fits 2014-2017 Subaru Forester Front Blank Brake Rotors+Ceramic Electric Kettle Car 150W 304 Stainless Steel Large Capacity Port Sėx Dọll Lifėlikėėnjọy Sėxy Dọlly LifėṣizėLọvė Rexroth New Aftermarket A10VSO45DFR/31R-PSC11K52 Hydraulic Pisto Keenso Multi-Functional LED Flashlight, Outdoor LED Flashlight T Aerosoft - Glitter Thong Beach Wear - Summer Arch Support Flip F SPSUPE 3 PCs Outdoor Patio Sofa Set, Rattan Sofa Set with Coffee Vakkest Women's Elegant Mesh Sleeve Embroidered Puff Sleeve long
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 12.5" Enamelware Charger Serving Plate Appetizer plates serving Smile Art Design My Little Mermaid Quote Wall Decor Watercolor P
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 19V 2.1A 40W Slim Power Adapter Charger Compatible with Samsung Wireless Optical Gaming Mouse 3200Dpi Adjustable 2.4Ghz Gaming M
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 Iron Art Flower Stand 3/4 Tier Balcony Living Room Floorstanding Round Grill Press,Meat Beef Maker,Burger Patty Mold Making T
Chapter 13 Neural Nets and Deep Learning PDF American Shifter 423584 Shifter Kit (TH200 16" E Brake Cable Cla AWNTECH 8 ft. Bahama Shutter Style Aluminum Door/ Window Awning
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 Reagan 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 SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr 7 8 Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2690 V4 14- ML Kishigo 1164 Solid Front Mesh Back Safety Vest - Orange 2XLar Far Away 26650 3.7V 8000mah Li-ION Battery Rechargeable Battery Lithium S Lingxuinfo Display Case for Lego Elf Club House 10275 , Acrylic
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Mersen part GFN6-1/4 Desc: 76177- FUSE 250V 6-1/4A 1-1/2X 13 Desert of Lost Souls
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 European and American Street Casual Plus Size Women's Fashion Ri GM Automatic Car Shift Lever Knob Gear Shift Knob Lever Shifter N\A Black Ocean Beach Towel, Soft and Absorbent, Quick Dry Micr Pack Of (4) We Buy Gold Feather Banner Flags (Complete Kits) brooman Kids Outdoor Trail Hiking Shoes Boys Girls Running Shoes Platinum Bezel-set Round-cut Pink Sapphire Gemstone Solitaire Pe XQRYUB Car Door Loudspeaker Cover,fit for Chevrolet Equinox 3rd Black Adjustable Tilt/Tilting Wall Mount Bracket for ViewSonic C Wall Decoration Solid Wood Photo Background Wall Photo Frame Com
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Veri SanDisk Ultra 512GB MicroSDXC Works for Asus A600CG by SanF 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ACYC Backpacking Camping Folding Chair Load-Bearing Outdoor Port Large Custom Paste Natural Flow of Spectacular Natural Health Ni Luxury Diamond 3D Flower Mural Hd Printed Wallpaper for Living R Silver Gems Factory 1 Ct Princess Cut Simulated Diamond Solitair DDSYJ 3D Wall Stickers Wall Sticker 3D Decal Movie Decoration Vi Airtight Food Storage Container Set, Leak Proof Food Container, Exclusive Sculpture Bear with a Phone Carved Out of Solid Wood, Benjara Fabric Throw Pillow with Damask Print, Blue Professional Kingston 512GB for Samsung SM-G781B MicroSDXC Card Veri SanDisk Ultra 64GB MicroSDXC Works for Kyocera Rally by San
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 XIALIMY Alarm Clocks 20 inch Smart WiFi Automatic Time Synchroni Hawk Ceramic Front and Rear Brake Pads Compatible for 2007-2007 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with M FKDG Camping Hammock,Single Portable Polyester Comfort Parachute VinMea Diatomaceous Earth Bath Mat Leaving Juneau Alaska Glacier Burlap Table Runner with Placemats American Country Style Farm H SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr InvisibleWings Kitchen Mat Cushioned Comfort Floor Mat Halloween Verified by SanFlash Ultra SanDisk 64GB Works for BLU C5 2018 Mi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Vein Infusion Support Thicken Firm Stable Portable IV Pole, 3 Ho Oval Yellow Sapphire Pendant with Floral Diamond Halo in Platinu Steel Bass String Musical Instrument Accessories Portable Durabl Mohawk Home Warrick Area Rug, 9'x12', Tan Car Sun Blinds to Keep Cool Uv Protective Film-Pink Beautiful Re Kastar 4-Pack SB-L220 Battery and LTD2 USB Charger Replacement f GHHZZQ Wall Mounted Fold Down Table Floating Desk Storage Rack S Dancing Cranes Leather Table Mats Set of 6 Washable Non-Slip Pla Jigsaw Puzzle 5000 Pieces Adult Jigsaw Banquet Figure Impossible Sense and Sensibility ( Sense Sensibility ) [ Blu-Ray, Reg.A/B
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DIY Door Wall Stickers Murals 34.6"78.7" for Boys Children Room
1 2 3 4 5 ZRJ Water Bottle Hiking Water Bottles with Hand Strap Sports Wat Rock N Roll Hits of the 50's The Best X79A-GD45 PLUS Kingston 512GB Nokia 8.1 MicroSDXC Canvas Select Plus Card Verif YUBIN 1.5mm Eco-Friendly PVC Tablecloth Wipeable Easy Clean Tabl PWV Medical Aluminum Rollator Walker,Shopping Basket Cart Large Bouquet Of Roses Backpack Laptop Casual Bookbags Daypack for Gir Prostate Massagger Vibrabrators Stimulator, Didlo for Men Beginn Personalized Skiing Light Color Quilt, Custom Your Quilt All Sea
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 NOVICA Reverse Painted Hand Glass and Wood Wall Mounted Mirror, Verified by SanFlash Ultra SanDisk 64GB Works for Samsung Galaxy
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 BAIYAN Garden Figurines, Sculpture Decoration Sculpture Home D LuSeven Door Stickers for Kids Room Gold Moon Stars Horseshoe Li
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 DEM-421XT - D-Link Compatible 10GBASE-SR XFP Transceiver, 850nm Women's Nightgowns Sleepshirts Sexy Female Underwear Sexy Lace
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: ZYOONG/Fit For - FCR / 33mm 38mm 40mm FCR33 FCR38 FCR40 Carburet (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 Numbers Kit for Adults Kids Flower
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).