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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 Womens Pullover Hoodies SweatshirtsFor Teen Girls Cute Printed L 7 8 Jewish Jewelry Mezuzah Necklace for Women Blue Flowers Enamel St Ergode Exceed Mesh Office Chair - Black XStyles18 - I Have Too Many Guitars Hawaiian Shirt YueZiming Yellow Stand Foldable MDF Bathtub Tray Handcrafted Bat Veri SanDisk Ultra 64GB MicroSDXC Works for LG K500N by SanFlash
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 CU CMP 650 KCMIL 9/16 T UL CSA LONG BARREL NO SIGHT (Pack of 1) 13 Case for Ipad Pro 12.9 Modern City Night Protective Case Cover f
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 LensCoat LCJPRODC Jobu BWG-Pro/Pro2 Cover (Digital Camo) Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Advocator 7 Piece Universal Front and Rear Bench Back Seat Cover YX Height Adjustable Lifting Table Stand Desk Workstation Platfo One Life to Live YUBIN Nordic American Plant Retro Brigh Beautiful Multi use Neve wlczzyn Crop Sweatshirts for Women Cat Ear Pullover Hoodie Long Yiaoflying Women's Beach Maxi Dress - Peace Sunflower American F 5000mAh Battery Camping Fan with LED Lights-40 Working Hours Max
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Calvas Original In New box 6ES7131-4BD01-0AA0 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Personal Stalker Dog Shirts for Women Funny Letter Print Graphic 18k Yellow Gold Bezel-Set Round Diamond Solitaire Pendant (1/5-1 Gogobebe Duvet Cover Set Twin Size Basketball Player Silhouette DT-DIATOOL 5 Inch Super Thin Turbo Diamond Saw Blade Pack of 5 C Jazz Tribune 59 Table Runner with Placemats Sweet Summer Yellow Polka Dot Lemon Gillette Good News Disposable Razor(30 Razors) Spiral Rainbow Christmas Tree Skirt 30 inch Colorful Stripes and Variation V by Dansk Stainless Steel Flatware Set Service for 8 Calvi-N And Hobb-Es Backpack For Women Men Teens Laptop Schoolba
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc Backdrop King Inc, Buffalo Checkered Country Plaid Gingham Check Ss Rhodium-plated Cz Brilliant Embers Necklace Pendant Charm Fas eCarpet Gallery Area Rug for Living Room, Bedroom | Hand-Knotted Canon Hood, DY1-8472-000 Fox Fern Mid-Century Modern Plant Stand - EXCLUDING White Plan Lutema Replacement Bulb for Epson ELPLP95 Replacement Lamp Home Joseph Goebbels Portrait Reichsminister of Public Enlightenment 4 Pieces Car Mat Carpet Wallpaper with Wild Flowers Watercolor I
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Broke, Black and Blue JINGHUI PENGSTOR Motorcycle Accessories Engine Silicone Radiator Tnbr51@ 100% Cotton Running Pants for Men, Men's Comfortable Yel XDCGG Steering Wheel Cover Dogs Funny Costume Microfiber Leather Verified by SanFlash Ultra SanDisk 1TB Works for Lava Discover 1 Vintage Inspired Diamond Floral Pendant (0.244 cttw Diamond) HEMOTONE Tulle Tutu Table Skirt Tablecloth Korean Organza for Re Synvy Privacy Screen Protector, Compatible with BenQ SW321C 32" 12PCS Square Drawer Knobs Crystal Glass 30mm Cabinet Knobs Pull ML Kishigo 1509 Black Bottom Safety Vest - Yellow/Lime Large/Ext
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Area Naruto Ninja Uchiha Sasuke Rug Soft Anti-Skid Floor Carpet
1 2 3 4 5 Korlav Best Papa Bear Father's Day Blanket Personalized Outdoor VDSOIUTYHFV Portable Digital Voice Recorder Sound Audio Recorder Jianzun Wild Chrysanthemum American Flag Water Polo Soft/Cozy Sw BBQ Grilling Basket,Portable Barbecue Grill Barbecue Net Grill T Kingston 512GB Asus Transformer Book T100TA 64GB MicroSDXC Canva American Shifter 446573 Shifter Kit (C6 8" E Brake Cable Clamp T Smart Phone App Controlled Six Toys for Couple, Virtors G Spot B Ombra Laptop Shoulder Bag Animal Alpaca Cute Cactus Portable Lap Bundle - 9 Items: STI HD10 14" Wheels Black 30" MotoRavage Tires
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 Thermally Conductive High Temperature Epoxy Adhesive Max 425F He ZHU-CL Home Decor- Wall Hanging Key Rack Shelf Key Box Wall Hang
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Ochoos 180x280x46 mm Cylindrical Roller Bearings NJ1036 NU1036 N Wall Mount Key Storage Security Lock 4 Digit Combination Lock Ea
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 Hot Water Bag High-Density PVC Transparent Water-Filled Hot Wate American Shifter 456949 Shifter Kit (700R410" E Brake Cable Clam
Chapter 13 Neural Nets and Deep Learning PDF FASHAJI Electric Oven Holders, Microwave Oven Rack Kitchen Shelf YOOJIA Kids Boys Gentleman Formal Suit Vest Cotton Waistcoat Wed
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 Moddeny Outdoor Lawn Lamp IP65 Waterproof Garden High Pole Colum 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 Dockers Men's Performance Barracuda Banded Bottom Jacket 7 8 Cutter Buck Men's Tall Cb Drytec Chelan Polo, Tour Blue Heathe IEINTABRWNER Soft Reading Pillow with Arms and Pockets Seamless Platinum Bezel-Set Round-Cut Blue Diamond Solitaire Pendant (1/4 Automatic LCD Screen Pēnǐs Enlǎrgement for Men EnlạrgẹmẠBemostrich Attack Ontitan Cute Round Mouse Pad, Personalized Pri
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 American Shifter 497673 Shifter Kit (4L80E 8" E Brake Cable Clam 13 U/D HLIAN Artificial Plants Simulation Green Grass Fake Plant De
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 JL7021893 : FILTER - AIR FOR JLG AERIAL LIFT PARTS INA (Schaeffler) NA4915 Needle Roller Bearing - 75 mm Bore, 105 American Shifter 534410 Shifter Kit (TH200 23 Swan E Brake Cable Printed Labels Rectangle 1" x 2" Custom Personalized Rolls, Qual Funy Decor Halloween Bedding Duvet Cover Set Witch Legs Retro Ba Covered In Comfort Lap Pad Small CliC Original Blue +2.25 Sun Readers Ombra Laptop Shoulder Bag Vintage British Big Ben Rose Flag Port Capital P Initial Letter Pendant Necklace with Gypsy Set Diamond
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 HUACHEN-LS Showerhead Classic Copper Kitchen Filter Strainer Dra 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Ambesonne Safari Area Rug, Jeans Denim Patchwork in Safari Style JJCF Kids Desk and Chair Set,Height Adjustable Children Study De DDEPND Endurance High Accuracy Large Screen Electronic Digital D Safety Pin,2 Wire Snap -6 Pack Vintage Navy Blue Geometric Tebriz Oriental Area Rug Hand-Knotte Pbldb Custom Waterproof Mural Wallpaper 3D River Stone Window Ga ZAPZEAL Women Flat Sandals Summer Wedge Slides Comfort Walking S Perry Ellis Men's Check Stretch Pants Jobber Drill,#66,HSS -6 Pack Out Of The Blue
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 South Sea Cultured Pearl Drop Pendant with Diamonds (10mm South Big Area Rug Non Slip Floor Rugs for Living Room Bedroom, Washab Replacement Part for TV 10pcs/lot LED Backlight Strip for Samsun Kimisoy Hooded Sweater For Boys Sea Otters At Night Warm Girls C 2.94ct Round Cut Pave Solitaire with Accent VVS1 Ideal Designer Piston Kit - 0.75mm Oversize to 87.23mm Fits 2010 Honda TRX420FP TreadmillPartsZone Nordic Track Elliptical Model 239472 E 6.7 Dr Super E Cable_20573_03_150_North American Power Extension Cord I B.way 67/72/77/82/95mm Magnetic Lens Filter Kit UV Filter CPL Fi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Beardscape Royal Beard Kit Homey COZY 61209-Cord Accent Pillow, Single, Green rouroumaoyi Nordic Bohemian Macrame Wall Hanging Tapestry Hand-W QINGFUHANG Repair Parts Original LCD Screen and Digitizer Full A No Parking Fire Station – Parking Control Sign (2 Units) Gaming Chair Office Chair Household Computer Chair Comfortable V Decorative Toggle Fancy Lobster Closure Black Plated Woman Decal 3D Wall Stickers Moon Star Night Bedtime Kid Bed Hole Wall Decal Lykos 1.5 HP 1100w 16000L/H Stainless Steel Water Pump Submersib XIAZILH 3D Removable Vinyl Wall Mural Stickers Design 100X144 In
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Attention Porter DES SOULIERS DE SÉCURITÉ
1 2 3 4 5 Farming, Sorry I Can Not My Cows Desire Me, Presents For Cow Lov Emoshayoga Drum Stick For Timpani/Snare Drum For Replace Drum Pa Diamond Bridal Two Rings Set Solid 14k Yellow Gold Ladies Prince 1/7 Cttw Round Shape Simulated Cubic-Zirconia Cushion Style Halo Genuine OEM Seat Back Recliner Adjustment Handle for Mercedes 16 Cincher Female Back Support Large Tan by Orthoheel Horizontal Vintage Ring Drawer Bail Pull - Large Handle Knobs fo Set of 2 Nightstand Solid Wood End Table Bedroom Storage Wood Si Heavy Duty Metal Jewelry Storage Box for Kids Girls and Women,Ho
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 3/8-16 x 3 1/2 Carriage Bolt SS 18-8 (A2) (50) Farm House Decor Collection Underwater Backdrop Image Decor Afte
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 MuswannaA Bathroom Rugs Bath Mats Sets Mexican Stylish Leopard P Panduo 2 Pieces Brushed Brass Pulls Square Furniture Handle, Kit
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 ERA Paints Automotive Touch Up Spray Paint Kit for Porsche 911 T Maite Custom Car Floor Mat for SKODA Octavia A5 2007-2013 Full S
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: GXGX Clear Plastic Tablecloth Transparent Table Pads PVC Rectang (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 YJRIC Table Lamps Desk lamp Hot Air Balloon White LED Table Lamp
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).