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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 FuRyiGold 5D Diamond Painting Kits,Full Drill Cross Stitch Embro 7 8 Pasargad Home Aubusson Hand-Woven New Zealand Wool Area Rug- 10' JW Winco - 18KE81/DZI - Safety Clutch Handwheel - Needle Bearing xbwy Wall Decoration Blue Sky Seaside Cloud Nature Wallpaper Mur Clara Pucci 1.90ct Round Cut Pave Halo Unique Solitaire Accent G Stainless Steel Tea Kettle Whistle Teapot Food Grade Stainless S
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Dailys Vitamin C with Calcium – 1000 mg C500 Plus Rose Hips Anti 13 Princess Paradise - Child Parker the Platypus Costume
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Statues,Garden Courtyard Decoration Simulation Monkey Decoration Backpack Bags Black Cockatoo Australian Bird Galah Bag with Lunc Clip in Remy Human Hair Extensions Double Drawn #27 Dark Blonde WOLDce Hand-Sewn Leather Shift Lever Handball Gear Shift Knob 5/ OPIU Portable Wardrobe Storage Closet Portable Closet Home Bedro OhhGo Watering Irrigation Controller Mobile Phone Remote WiFi Co Replacement Part for TV TV LED Full Array Bar for Panasonic TX-L American Shifter 482023 Shifter Kit (AOD 23 Swan E Brake Cable T TYMLRX Alarm Clocks Retro 3.5Inch Metal Alarm Clock Round Deskto
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 THK Linear Bearing LMF50L LMF50LUU 50X80X192MM CNC Parts for Lin 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 JQSM for D-UCATI for Monster 696 796 2009-2014 Motorcycle Alumin WORSY Desk Lamps Lamp Modern Minimalist Luxury Crystal Table Lam 100 Percent Hits Rexroth New Aftermarket A10VSO45DR/31L-VUC61K04 Hydraulic Piston 14k White Gold True Origin Lab-Grown Diamond Tennis Bracelet, VS Jewels Obsession Gold Floating Heart Necklace | 14K White Gold F Rear Brake Caliper Rebuild Kit Fits 2016 Yamaha YFM700R Raptor Flying Fish Microfibre Pool Beach Travel Towels Quick Dry Lightw 5D Diamond Painting Large Kits,DIY Rhinestone Diamond Art by Num New LED Taillights Assembly For malibu 2011-2014 LED Rear Lamp B
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 BABE MAPS Farm Duvet Cover Set, 4 Pcs Breathable and Lightweight Cushioned Anti Fatigue Kitchen Mat, Merry Christmas Gnome Xmas S Nutcracker Melon Seed Plier Multifunctional Stainless Steel Nut Pasargad Home Tabriz Collection Hand-Knotted Beige Lamb's Wool A Ambesonne Modern Coverlet, Creative Geometric Shapes Triangles i Cute Piggy with Flower Dress Leather Placemat Non Slip Placemat Highitem Carbon Fiber Grain Full Set Interior Decoration Trim Ki UMISS Men's Plaid 3-Piece Suit Two Buttons Business Wedding Part Fab Glass and Mirror LED 2 Adjustable Shelves and Chrome Towel B
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Pillow Cushion Office Living Room Sofa Leaning on The Bed backre Blade Rotary Cutter CCW Lift Part No: A-12892WD LEHOOR Fashion Women Mid Chunky Heel Pointed Toe Mules Bow Matte ZMX PBT Keycaps Carbon/Rainbow Color 108 Keys, Backlit OME Profi LICHUXIN Chunky Knitted Blanket Hand Knitted Bed Throw Blanket C Mid Century Kitty Mischief - (c) studioxtine by Studioxtine on W GONGFF Rustic Solid Wood Floating Shelf Combined Hexagon,Wall Di Suprafive Fuel Pump For Vapor Separator Johnson Evinrude Outboar Cisco MGBSX1 SFP Transceiver, Gigabit Ethernet (GbE) 1000BASE-SX Buddha statuen Kleine mönch Farbe Sand keramik Home Club geomant
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Replacement For Gmc Acadia Year 2012 Parking Light By Technical
1 2 3 4 5 Coco Carpets Love at First Sight Moroccan Berber Hand Woven Area Customized Name 3D Cap Hat Truck Driver Classic Cap Text Name Cu DaFei Sun Lounger Cushions, 170cm Garden Chair Cushions, Chaise FACAZ Garden sculptures, courtyard sculptures, lawn statues,Gard Zsirue 5 Pairs Push-in Silicone Nose Pads for Porsche Design Sun ANINE BING Women's Tiger Tee UXZDX CUJUX Vigorous Cattle Sculpture Handmade Bronze Feng Shui Christmas Tree Pet House Warm Winter Pet Supplies, Size: M Fácil ZCXBHD Chunky Arm Knit Blanket Hand Throw Soft Vegan Yarn Blanke
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 American Shifter 475058 Shifter Kit (FMX23" E Brake Trim Kit Dip mimiliy Stainless Steel Towel Rack Towel Rail, Wall-Mounted Doub
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Waterproof á¹£ilicönê Mälè Mäštèrbǘrbätȏr Ṭóy fọr Mẹn Rë Replacement Parts for Printer PRTA21366 Higher Color Drum Cleani
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 7'10"x10' Green with Soft Colors Modern Wool And Silk Hand Knott chenchen Inner Door Handle Cover Door Handles Cup Strip Decor Tr
Chapter 13 Neural Nets and Deep Learning PDF Accuform MGNF975XF, 7" x 10" Dura-Fiberglass Sign:"Safety First Wright Tool 4218 1/2" Dr. Hex Bit Sockets (3 Units)
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 American Shifter 414941 Shifter Kit (TH400 12" E Brake Cable Cla 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 OFFTEK 8GB Replacement RAM Memory for SuperMicro SuperBlade SBI- 7 8 LUAN Vanity Tray Bathroom Tray 2 Tier Vanity Tray Bathroom Cosme XUERUIGANG Bone Conduction Headphones, Wireless Bone Conduction Wall Decal Welcome to The World, Perfect for Kids Bedroom and Ki Kircuit AC/DC Adapter for Belkin Model # F4U055 F4U055WW Thunder Sidem Belgium Front Outer Steering Tie Rod End For Mercedes GL35
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Huancos Cosplay Costumes Black White Uniform Halloween Jumpsuit 13 9'x12'3" Denser Weave All Over Heris Design WoolSilk Abrash Han
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Santa's Christmas Surprise Bernedoodle Dog Double-Sided Yard Fla Reạlistic Ðiḷlo Tọy For Woṃen, - Ṃale Ðidḷo - Ðịdá SUN-Shine 2 Pieces Kitchen Rug and Mat Set Absorbent Runner Carp Fabricom Luxurious Premium Quality 800 Thread Count Egyptian Cot Rexroth New Aftermarket A10VO45DR/31R-VRA12K52 Hydraulic Piston Cloud Dream Home Car Seat Covers Western Texas Star Retro Front Rashinka Kids Desk & Chair Set - Art Desk Kid Chair Desk Chair Jordan Kids 3 Pack Quarter Socks 7C-10C Smart Milligram Scale Weigh High Mini Jewelry Gold Powder Weigh
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Elastic Sofa Cover Stretch Slipcover Polyester Protector Couch C 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ZHUOBAIL Marble Laptop Shoulder Messenger Bag Case Sleeve Laptop Kids See Ghosts Mandala Blanket Extra Soft Warm Sofa Thermal Bla PAOPAOTANG Step Stools Step Stool - Aluminum Step Stool Portable 3D Cartoon Traffic Wall Photo Mural, Suitable for Children's Roo Unimagic Thin Laptop Bag Black Paw Print Pattern Laptop Sleeve C 14k Yellow Gold Hawaii No Ka Oi Pendant Charm Necklace Travel Tr Lovers Rose Flower Sex Toy, 10-Speed stimulating Sex Toy Passion CGSignLab 2470658_bnro |"Open 24 Hours -Nostalgia Stripes" Heavy EPC Lower Radiator Hose John Bull Fits Sunbeam Alpine Series 2 1 HangWang Umbrella Skull Day of The Dead? Travel Golf Sun Rain Wi
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 14k Yellow Gold Channel Stud Children Screwback Baby Girls Stud Veri SanDisk Ultra 512GB MicroSDXC Works for Huawei Mate 10 Lite Yuxahiugxcq New Car Vacuum Cleaner Portable Wireless Handheld Au Mugen Hoyo ARTSHOWING Thanksgiving Bathroom Rug Set 3 Piece, Non-Slip Bath for Samsung Galaxy Tab A 8.4 Accessory Compatible Replacement Double Side Menu Advertise A Frame, Header Display, 22x28 Size, NOMIMAS Universal Couch Slipcover Towel Cover Cotton Knit Lovese Gsypo Cushioned Anti Fatigue Kitchen Mat, Farm Vintage Rooster B
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 JUNSG Carburertor Repair 24mm Tank GY6 150cc 150 Carburetor with Merry Christmas Ball Holly Leaf Auto Umbrella Windproof Compact, 3D Flowers Bird 5834 Floor Wallpaper Murals Wall Print Decal AJ Ochoos 30pcs ABEC-5 F695ZZ flanged Bearing 5134 mm 5x13x4 mm Met Soultone Cymbals LTN-HHT13-13" Latin Hi Hats Pair 1/4"-10-32 x 3/8" Fine Thread Socket Shoulder Screw Alloy Steel CGSignLab 2463282_5absw_18x12_None |"Slow Down Children Playing Lazzzgua Garden Fairy Ornament, Angel Garden Statues Planter-Res American Shifter 458364 Shifter Kit (PG10" E Brake Cable Trim Ki FeiyuTech VIMBLE ONE Handheld Gimbal Stabilizer Anti Shaking Str
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
cast and crafts 14K Rose Gold Plated Bridal Criss-Cross Wedding
1 2 3 4 5 Caution Floor Decals Load Capacity Yellow Anti-Slip Long Shape L WPYYI Ceramics Kung Fu Teapot with Tray One Teapot Six Cups and Katenyl Men's Solid Color Multi-Pocket Cargo Pants Fashion Stree Jendco - First Aid Sign 10" x 14" - MFSD532XV10 10/PK (1 Package Vanity Mirror with Lights and Storage, Lighted Makeup Mirror wit Polo Ralph Lauren Kids Baby Boy's Classic Cap (Toddler) Unimagic Thin Laptop Bag Lemon Leaf Pattern Laptop Sleeve Case C Live to Tell - 2-DVD Set ( The Warfighters ) [ NON-USA FORMAT, P American Shifter 522036 Shifter Kit (518 23" E Brake Cable Trim
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 Personalized Best Quilt, Gift for Your Lovers Quilt Set Bed Moth Sariputra Yellow Cartoon Smiling Pizza Blanket Throw Decorative
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 wlczzyn Womens Sweatshirt Long Sleeve Zip Up Pullover tops Casua ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H
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 Philips Norelco QP220/80 OneBlade Replacement Blades, 2 Count MOSU Stainless Steel Heavier Blackout Curtain Window Curtain Ro
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: LIUU Scales for Body Weight Digital Scale Bathroom Bathroom Scal (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 Bed Sheet Set Bedding Microfibercover Sets 2 Pieces 2 Sizes 1 Pc
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).