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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 ACK Automotive For Toyota Previa Signal Light Replaces Oem: 8151 7 8 2.25ct Round Cut Halo Pave Solitaire Halo Accent Designer Genuin Shahbanu Rugs Blue Abstract with Mosaic Design Wool and Silk Han Pulsating Vacuum Pump Compatible with Hantop Milking Machine 7L LIUTT Floating Shelves,Floating Shelves Wall Mounted Bookshelf B PDDUU 3-Light Ceiling Light, Industrial Chandelier in Matte Blac
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Fabric by The Yard - Ivory Extra Wide Brocade Upholstery Drapery 13 American Shifter 456331 Shifter Kit (TH40010" E Brake Cable Trim
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Outdoor HD Binoculars, High‑Definition Precise Low Light Binoc 13x6 HD Transparent Lace Front Wigs Human Hair Pre Plucked Body Snhpk Macrame Wall Hanging Curtain Boho Bedroom Decor with Handm Jewels Obsession Silver Book Necklace | Rhodium-plated 925 Silve Kingston 512GB Alcatel A30 Fierce MicroSDXC Canvas Select Plus C American Shifter 442255 TH400 Shifter Kit (6" E Brake Cable Trim Case-it Sidekick 2-Inch O-Ring Zipper Binder with Removable Tab Geometric 6 - Fine Art Gliclée Print Guitar Parts 3Pcs Guitar Guard Acrylic Protective Pickguard Elec
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 KUYUC Collapsible Storage Bins Plastic, Foldable Storage Boxes, 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Curly Lace Front Wigs Pre Pluck with Baby Hair Brazilian Virgin Lutema Platinum Bulb for Panasonic PT-VX505N Projector Lamp (Ori Oval Tanzanite Solitaire Pendant with Diamond (8x6mm Tanzanite) Flygo Men's Western Warm Fleece Sherpa Lined Button Down Corduro PANYFDD Heavy Vintage Patio Wood Style Protection Storage Rack GMHB for H-onda CB599 CB600 Hornet 1998-2006 CB919 Cb900f Hornet Classics: Kenny Rogers Dottie West Sword Art Online Asuna Backpack Men'S And Women'S Outdoor Travel Zadaling Steering Wheel Covers Wood Board Cattle Bite Sunflower Wall Sconce Light Fixture Modern Energy Saving Outdoor Wall Lamp
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Schoolbag Backpack Indian Native American Turquoise Navajo Geome SHPEHP Zinc Alloy Refined Antique Pull Handle Furniture Knobs fo LED Spa Pedicure Sign, Super Bright Electric Advertising Display DTZN Ceramics Oil Dispenser Bottle, Soy Sauce Dispenser Bottle w 2.42 ct Princess Cut Solitaire with Accent split shank Natural D 2XU Men's Gym Singlet, Black/Flame Orange, XX-Large Set of 6 Coffee Chairs Dining Chairs Kitchen Chairs Fabric Solid 3D Pattern Texture 7331 Floor Wallpaper Murals Wall Print Decal Monitor Mount Stand Floor-standing Monitor Stand Mobile Single M
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Retro Leather 1,2mm Thick Fabric Leather Sheets for Synthetic Le Shakuyaku Large-Capacity Lightweight Printing College School Bag Solo New York Millennial Ipad Mini 4 Slim Case, Rose Gold Amphenol Part Number MS3102R24-10PW Society6 Alen's Hummingbird and Blue Flowers, Floral Bird Design TWW 8x25 Portable high-Definition Binoculars, nitrogen-Filled, W NLASHFO 3 Height-Adjustable Monitor Stand, Suitable for Computer TGGFA New CNC Motorcycle Accessories Steering Stabilize Damper B Bookend Supports Bookends Chinese Horse-shaped Book Ends Bookshe New Year's Concert 2009 by Daniel Barenboim
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Superior Brightnes LED with Quick-Coupler 4Hole 2Pieces
1 2 3 4 5 SETSCZY Thicken Knitted Sleeping Bag Warm Bunting Bag Stroller W Jewels Obsession Gold Archery Necklace | 14K White Gold Archery Green Dragon Statue with Solar Pearl, Adult Green Dragon Miniatu Symphonic Works 2.10ct Round Cut Pave Solitaire Accent Aquamarine Blue Simulated GGCG Witch Hand Candlestick, Halloween Palm Candle Holder,Resin Protective Cushioning Rug Pad Shark Presents Indoor Outdoor Diam Kingston 512GB Acer ICONIA TAB MicroSDXC Canvas Select Plus Card Verified by SanFlash Ultra SanDisk 1TB Works for Samsung Galaxy
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 Floor Pillows Seating Pad with Removable Zippered Cover Perfect Rexroth New Aftermarket A10VSO71DFR1/31R-PUA12K01 Hydraulic Pist
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Ramanlas Christmas Periodic Table Storage Bins with Handles Larg Super Anti-Bedsore Cushion, Sweat Absorption Cotton Bedridden XL
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 OLINDA Complete Chrome Rear Bumper Compatible with Suburban Taho Night Light Light Touch Sensor Night Lights Led Hexagon Light Ma
Chapter 13 Neural Nets and Deep Learning PDF JumpingLight 3x5 3?ˆx5?ˆ Wholesale Set (2 Pack) USA Thin Blue DXE2340SPLA - PLA Hot Cups
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 OFFTEK 16GB Replacement RAM Memory for EVGA SC15 1060 (DDR4-1920 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 L-RUN Kids Swim Water Shoes Barefoot Aqua Socks Shoes for Beach 7 8 PARTAS All Copper Deodorant Anti-Backwater Bathroom Large Flow D Window Tint (18" x 24") Yard Sign, Quantity Discounts, Multi-Pac 1.85 ct Brilliant Round Cut 3 stone Solitaire Flawless Designer CNmuca Portable Rotatable Fan Cold Water Fan Silent Three Gear W WSZJJ Stainless Steel Hair Dryer Rack, Stainless Steel Polished
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Plug in Pendant Light Chandelier, square, hanging wire, crystal 13 Plays Beethoven Chopin Brahms Bach-Busoni
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SUN-Shine Washable Bedding Duvet Cover Set 3 Pieces, Thanksgivin JENCH 1pcs Fuel Pump Compatible with E7062M Backpack for Teens Men Women Storage Packet,Funny Dinosaur Palm ZOE GARDEN Bathroom Rugs and Mats Sets, Small Geometry Stripe Pu Income Tax Irs E-File Two (2) Swooper Feather Flag Complete Sets Oval Tanzanite Wishbone Pendant with Diamond Accents (6x4mm Tanz Plant Stand 4 Tier Step Design Solid Wood Indoor Balcony Display MENGBB Toddler Bedding Set Cotton Comforter Cover with Zipper 53 Vauen Fuji 4292 Tobacco Pipe - 9mm
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Floor Drain Cover Copper Bathroom Floor Drain Floor Drain Large 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Synvy Privacy Screen Protector, Compatible with BenQ Monitor GL2 The Babe Lucille; A Walking Dead Story 3D Printing Cover Twin Bedding Set PN CSWB-2-14-34-4 CUCMP 2AWG 45DEG 9/32-3/4 T ULCSA (Pack of 1) Stair B ADA Sign -(Aluminium, Brush Silver,Size 6x9) The Sensati Lunarable Geometric Flat Sheet, Lace Look Medallion Flowers Symm Purple pinwheel pendant necklace DistinctInk Case Compatible with iPad 10.2" (7th Generation) - C Vịbřator Ràbbịt Vịbè Toy Vịbràtor 12 Clịtọris Mạs Kaytee Hi-Corner Litter Pan
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 PT01 Men's Active Cotton Stretch Pants Casual Car Cover Compatible with Mercedes-Benz GL-Class GL350 GL400 GL5 DDSYJ 3D Wall Stickers Design Wall Decal 3D Art Stickers Vinyl R 2.66ct Round Cut Halo Pave Solitaire with Accent VVS1 Ideal Pink zmmuh-Outdoor Statues Resin Garden Rabbit Figurine, Cute Bunny H ZLZZY USB Rechargeable Electronic Scale for Bathroom, Large Surf Dell PowerEdge R820 8 Bays 2.5 Server - 4X Intel Xeon E5-4657L v 4ft Heavy Duty Patio Porch Swing 2-Person Outdoor Wood Porch Swi Clymer Service Manual
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Swimming Pool Cover Insulation Film For Easy Installation,Superi JDJD Home Textile Polar Microfiber Blanket Cover The Bed 200x230 Black Canyon Father Christmas Massage Oil, 128 Oz (1 Gallon) FMOGE Figurines Chinese Ornaments Statue Ornament Chinese Brass Colorful Pineapple Pattern Leather Placemat Non Slip Placemat fo 1.54ct Princess Cut Halo Pave Solitaire with Accent VVS1 Ideal F Cover Dash Board Cover Protector Car Dashboard Cover Dash Mat fo Fate Zero Medusa IPad Case 2020 Ipad Pro Case 11 Inch Anime Tabl ZXY-NAN Shank End Bearing Dual Flutes Trim Cutter Router Bit for Blanket Just Girl Who Lvoes Turtles Lightweight Throws Soft Air
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
13/32" A Brand ADO-TRS Stub-Length Coolant-Thru 3-Flute Carbide
1 2 3 4 5 Mens Locker Room Sign - Black/White Sheer Curtains Clover Embroidered Elegance Window Treatment Rod PAINTSCRATCH Touch Up Paint Tricoat Spray Can Car Scratch Repair ZENGMING Tablet PC Case Cover Shockproof Heavy-Duty Rubber High- Infinidesign Stripes Rectangular Floor Rug, Non Slip Carpet with OMRON INDUSTRIAL AUTOMATION 61FGPNAC120 LEVEL CONTROL Goldenoldiesclocks Tanaka Beer and Ale Cerveza Lighted Wall Sign FO-P-FERGIMP Ford Parts Manual Black Canyon Leather Tea Massage Oil, 128 Oz (1 Gallon)
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 Yiekeluo Rainbow Leopard Print Car Seat Covers Full Set, Steerin SYXMSM Living Room Coffee Table Blanket Bedroom Bedside Carpet C
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 1.02ct Emerald Baguette cut 3 stone Solitaire with Accent Stunni Japanese Simple Fashion Cute Gray Marble Pattern Drop Proof Ultr
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 Newsies Anime funny Laptop Backpack 16.5Inch Backpack Laptop Bag Fruits Basket Adult backpack Girl Boys Man Woman Cute Anime Teen
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: LSLY Executive Recline Chairs Mesh Office Swivel, Task Adjustabl (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 PDGJG Macrame Nordic Tapestry Wall Hanging Handwoven Simple Boho
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).