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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 Sierra International 23-2002 Replacement Impeller for Kohler 229 7 8 Rembrandt Charms Wedding Cross Charm, 10K Yellow Gold American Shifter 500240 Shifter Kit (8" E Brake Cable Clamp Clev YXIUER 36Pcs Black 3D PVC Bat Wall Stickers Habitation Decor Par Diamond2Deal 14K Yellow 2.5 mm Milgrain Half Round Comfort Fit L American Shifter 461202 FMX Shifter Kit 12" E Brake Trim Kit Dip
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 7 MM Lab Created Orange Sapphire Necklace, R letter Pendant, 1/2 13 BG Mens Cotton 5pack T-Shirt Unisex Gym Crewneck Tops Regular Fi
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 50pcs PCI-E PCIe PCI Express Dual 8pin Power Cable Cord for DELL Outdoor Table Runner and 6 Placemats, Kitchen Heat-proof Cotton Xucus Newly 12.5MM 40 Sets Metal Snap Button Snaps Fasteners wit DSA Starter Replacement For 60 70 90 115 120 140 HP 2-Stroke Amphenol Part Number PT01E-20-39S Dianthus Plenty O Hot Pink PL 1,000 Seeds Jellyfish Kids Bath/Pool/Beach Hooded Poncho Towel - Super Soft Goodman 4 TON 14.5 SEER Air Conditioner bundle (GSX140481 CAPF48 Bruckner: Symphony 7
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Hello Halloween Fashionable Computer School Usb Laptop Backpack 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 1.60ct Princess Cut Halo Pave Solitaire Accent Flawless Simulate CyCoShower Indoor Doormat Non-Slip with Latex Backing Rug Thanks Hypeshops Automatic Infared Sensor Hand Dryer Bathroom Hands Dry NMC D319P, OSHA Sign (Pack of 50 pcs) TENGL Leather Crossbody Bag Designer Handbags for Women Fashion Ochoos 10PCS 3x10x4 Stainless Steel Hybrid Ceramic Ball Bearing DBS UK Desk Lamps Lamp Adjustable Angle Table Lamp Iron Craft Sc NBCVD Ashtray Ashtrays for Indoor Ashtray with Lid Ashtray Home ProSphere Alpha Sigma Tau Men's Performance T-Shirt (Zoom) 2F9F5 XXIOJUN Stainless Steel Floor Drain, Anti-Odor Large Displacemen
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Allegra K Women's Pointed Toe Flat Slides Mules DLRBWAN Full Automatic Oversize Reinforced Umbrella Three Foldin Angie Women's Off The Shoulder Romper NO-LOGO RENLIANG-ZHOU HN2220 Bearing 222820 mm (10 Pcs) Full Com Tremendous Tree Event (18" X 24") Yard Sign, Quantity Discounts, Magical Psychedelic Eyes Adults Travel Business Laptop Backpacks MOMO Tuner Silver 350mm (13.78 Inches) Leather Steering Wheel w/ LHBNH Rectangular Cloth Wipe Dirt Protection PVC Vinyl Cloth mat YI-LIGHT American Handle, 2Pcs Alloy Black Simple Handle Wardrob
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 DIY 5D Diamond Painting by Number Kits, Rising Sun Waterfall Dia BCGT Outdoor Mats for Back Door Waterproof, Extra Large Plastic iMusthav Mini Facial Hair Remover for Women 18K Gold-plated hypo Beautiful Glowing Butterflyprinting Women'S Lunch Bag,Portable F Celicious Privacy Lite 2-Way Anti-Glare Anti-Spy Filter Screen P Everyone Was a Bird Seam Setter, hand-held vacuum lifter, rubber and ABS handles for Ybrktl15-! Men's Pinkthink Ribbon Athletic Sweatpants, Elastic W Endangered Species Hylobates Moloch Camping Folding Stool Oxford Head Case Designs Officially Licensed Custom Customized Personal
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ZJHZ Travel Chess Chess Set Standard Chess Game International Ch
1 2 3 4 5 D.L. Co. for Highgate Manor Forsaken Glass Decanter Diffuser S Ceramic Novelty Salt and Pepper Shaker Set - Black Red Lighthous Floor Cushion Pouf, Solid Color Floor Pillow Cushion 19.7in Sunf XMSM Soft Knitted Throw Blankets with Hair Ball, Cozy Lightweigh inktastic Long Sleeve T-Shirt Custom Mural Wallpaper Tropical Green Plants Apply to Girls Boys LuxMart Advertising Flag - Durable Polyester Sale bl/wh 11.5' St Jewels Obsession 14K Yellow Gold Angel 3D Pendant with 18" Neckl Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2695 V3 14-
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 Sleeping Bag XMYYHH Premium Lightweight Camouflage Single Warm a Praying Angel Statue Little Angel Statue with Wings Memorial Scu
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Backpack Bags Panda Fabric Black White Bag with Lunch Bag Pencil Gem Stone King 1.23 Ct Round Mercury Mist Mystic Topaz Blue Diam
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 IEINTABRWNER Soft Reading Pillow with Arms and Pockets Seamless ZHU-CL LED Corn Bulbs, 2PCS LED 8W Horizontal Lamp G23 / 2G7 Plu
Chapter 13 Neural Nets and Deep Learning PDF SASKATE 4Pcs Winter Snowball Maker Toy, Heart Duck Shape Snowman JJZXPJ Door Handles Cabinet Hardware Knobs Hidden Handles for Fl
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 CyCoShower Duvet Covers King Size Set, Lightweight Microfiber Be 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 Panxile Glossy Red Motorcycle Fairings Kit for 2011 2012 2013 20 7 8 Tablecloth for Rectangle Table I LOVE YOU MOM ONLY THE BEST Gnom Silk Vanilla Pure Almond Milk, 32 Ounce Aseptic Pack - 6 per cas Jessica Howard Women's Plus Size Bow-Detail Sheath Dress (18W, B Landscape Wall Paper Stickers Nature Lake Photo Wallpaper Mural ArneCase Bathroom Rug Mat, Ultra Soft Plush Carpets Scottish Sty
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Packs Kitchen Cabinet Knobs,Princess Room,Pulls Cupboard Hand 13 Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4603 -
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Case for Ipad Pro 12.9 Macro Close Oil Paint Protective Case Cov American Shifter 371875 Shifter Kit (4L60 16" E Brake Cable Clam Electric oven Stainless Steel Tea Kettle 4L Bright Silver Stove Rexroth New Aftermarket A10VSO71DFLR/31L-PWC11K04 Hydraulic Pist Name Tag / Badge Blanks - 50 Pack - 1" X 3" (Brushed Gold) Round WHCQ Garden Furniture Covers, Patio Furniture Protective Cover W YFQHDD 1pcs Metal Non-Slip Glasses Chain Eyeglass Lanyard Sungla Dell PowerEdge R720xd 24 Bay SFF 2U Server, 2X Intel Xeon E5-269 ComponentWarehouse for Genuine for Asus C300M C300MA C200 C200M
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Screws, self-Tapping Screws, washers, Bolts, Nuts #14 x 1-1/2" H 1.37ct Round Cut Solitaire double halo Light Sea Green Simulated Down Alternative Reversible Comforter Cotton Fill Quilted Throw LBHAUSE 3 Piece Bedding Set Comforter/Quilt Cover Set Twin Size, Ochoos Cylinder Liner Rail Linear Shaft Optical Axis OD 3mm/4mm/ XIAOHUKK 3D Photo Wallpaper Sakura Tree PVC Self Adhesive Wallpa for Acer P1276 Projector Lamp MC.JGG11.001 by Dekain (Original O LKBEADS 1 Strand Natural Pink Sapphire 3 to 6MM Faceted Rondelle CGSignLab 2464753_mbsw |"ATM Inside -Chalk Corner" Premium Brush XYJ Light Luxury Rectangular Tissue Box Cover, Ins Style Tissue
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 XQLSRJ Elegant and Luxurious White Lace Tablecloth for Wedding P Pastel Color Bedding Set Comforter Soft Queen Size Cover 3 Piece KEMEILIAN ZBSSH602 Small Heart-Shaped Lipstick Storage Box Women 18 in. White Plastic Towel Bar - 1 Each Bathroom Decor Bathroom The ROP Shop | Power Pressure Washer Water Pump for Campbell, Ha DDEPND Endurance 10pcs/Box CCMT060204-HM Carbide Inserts + 6/7/8 GYZLZZB LED Lights Outdoor Waterproof Aluminum 7W Wall Light, In STOBOK 1 Set Wall Hanging Shelve Storage Boards Hanging Rope She QCUTEP Cuckoo Clock Traditional Black Forest Clock Antique Woode
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Pinkpaopao Lantern Led Camping Lanterns,Battery Powered Camping Rexroth New Aftermarket A10VO28DFR1/31R-VSC12K03 Hydraulic Pisto Womens Cute Hoodie Dino Bunny Frog Cat Ear Hoodie Plus Size Blan REDDATES Cactus Car Seat Cover Front Car Seats Protector 2 Pack AJ WALLPAPER 3D Pink Triangle Pattern 6474 Floor Wallpaper Mural SJJGWL Duvet Cover Set 3 Pieces Full 80"x90" Comforter Cover Set Bronze Double 60" Curved Shower Rod Shower curtain rod shower ro Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad Anime Date Alive Ku-Rumi Backpack Men Durable Daypacks Casual Ru 14k Yellow Gold Fancy CZ Cubic Zirconia Simulated Diamond Neckla
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Jewels Obsession 14K Yellow Gold Butterfly Pendant with 18" Neck
1 2 3 4 5 Rexroth New Aftermarket A10VSO45DFR/31R-VSC62K04 Hydraulic Pisto Kayak Travel Safety Flag Sup Towing Canoe Travel Red Warning Fla para Systems/Minuteman ED3000RM2U - New Compatible Replacement B DIY 5D Diamond Painting Kits Dreamy Beautiful Butterfly Full Cry Laptop Duffel Backpack Shoulder Bag, Travel Backpack, Gym Backpa Replacement Parts for Huq 10X Air Filter Cleaner for Husqvarna 3 DOITOOL Seasoning Jars 4pcs Clear Seasoning Rack Spice Pots Seas Capital Lighting M362470 Decorative Mirror Fresh Flowers 3D Door Sticker,PVC Mural Decals for Art Home Deco
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 Caitela Retro African Women Afro Black Queen Art Placemats 18" x Robert Graham Men's L/S Woven Shirt
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 BD-27270 DIY Beads Natural Faceted Tianhe Stone Beads Octagonal HP 653746-001 ProLiant DL585 G7 4U Rack Server (Renewed)
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 XWYWP Camping Stool Home Home Folding Stool Portable Train Foldi ‎JJ Front Bumper Face Compatible with 2017-2019 F-250 Super Duty
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: HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2697 V3 14-Core (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 Trillion Peridot Solitaire Pendant with Diamond Swirl (6mm Perid
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).