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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 Datrex DX0200D 20 in. No Tape Lifering44; Orange - USCG 7 8 American Shifter 517373 Shifter Kit (4L60 16" E Brake Cable Clam PUMA Youth Liga Shorts Core Grevis Metal 3-Tier Pull Down Spice Rack - Retractable Large Cap Outdoor Wall Lights Wall lamp LED Creativity American Vintage Ou Elegant Kitchen Rug Mats 2 Pieces Soft Kitchen Mat Fatigue-proof
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 American Shifter 444054 Shifter Kit (TH200 6" E Brake Cable Clam 13 New Day
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 19995 Foldable Standing Multi-Angle Laptop Stand Lift Table is T Question Mark Printing Women'S Lunch Bag,Portable Fashion Meal B 14k Rose Gold Simulated Blue Zircon 4 1/2 5 1/2 Inch Polished Yo Healing Crystal Stone NecklaceCrystal Stone Hexagonal Points Rei ProSphere Alpha Xi Delta Men's Performance T-Shirt (Digital) BAB 12/20/32mm HSS Step Drill Bit Titanium Coated Straight Spiral Gr Laundry Bag 2 HXF- Storage Box Storage Box Household Foldable Cl Snoop's Premium Nutrients Bloom A Coco 10ltr Dell PowerEdge R820 8 Bays 2.5 Server - 2X Intel Xeon E5-4640 8
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 HUIZHANG led headlamp Powerful Led Headlamp Flashlight Head Torc 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Hypermarket DIY 5D Diamond Painting Digital Kit, Crystal Rhinest ChenTaid Charming Element Mail Wraps Cover Black 21x18 in  for O Cruiser Accessories Neo Diamondesque License Plate Frame, Chrome 1.0 ct Brilliant Round Cut Solitaire Designer Genuine Natural Li MOMO Prototipo Silver 350mm (13.78 Inches) Leather Steering Whee Cocomelon Shower Curtain Set for Bathroom Decor Machine Washable RPM New Compatible with Seizmik X-Rack Gun Storage Gun Case 20 Verified by SanFlash Ultra SanDisk 64GB Works for Samsung Galaxy Auto Paint Depot Touch Up Paint for Maserati GranTurismo-Rosso I NIUASH Gear Shift Paddles Aluminum Alloy 1 Pair of car Steering
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 3D Looming Mountains 2952 Wall Paper Print Decal Deco Wall Mural Animation - Tetsujin 28 Go Gao! Vol.3 [Japan DVD] BFTD-102 ZKS-KS MD1008A Underground Metal Detector Handheld Kid Gift Toy Geto Boys Logo Large Capacity Zip Backpack Bag Laptop Bag For Un shanxihuangfu Wall-Hanging Northern Iron Feather Wall Hanging Ex JLCP Extra Long Carpets Runners for Hallway, Outdoor Rugs Vintag Halloween Napkin Rings Holders with Skull Skeleton Hand Design T Automotive Armrests for Chevrolet Spark Car Armrest Box Console Southwestern Native American Kokopelli Ethno Case for Ipad 2020
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 American Shifter 363513 Shifter Kit (C6 12" E Brake Cable Trim K Restaurant Menu Holders Booklet Style 8-Views 20 Pcs 8.5" X 14" SDHKE Rattan Woven Clothes Basket Storage Basket Handmade Straw Alexandrite Necklace Pendant| Designed by Ellen Natrual Alexandr Terrible Coca-Cola Organ Modern Area Rugs Washable Carpet Floor AURELIOR Border Collie Dog Handle Pull, Cabinet Handles and Draw Fly the Black Beauties - Sunshine Helicopters Maui and The Big I Clear Tablecloth Durable Plastic Protector for Table Oil-Proof A CESULIS Full Copper Solid Towel Stand Bath Towel Bar Double-Laye 5 in 1 Silicone Caulking Tools,11 Pieces Silicone Sealant Finish
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Cotton Quilted Comforter Black Girl Quilted Throw Blanket Soft B
1 2 3 4 5 Flag Of Burkina Faso Travel Laptop Backpack Anti Theft Water Res Fashion Watermelon Red Stone Crescent Moon Shape Charms Pendants American Shifter 522087 Shifter Kit (518 23" E Brake Cable Clamp Queenker 3 Pieces Bath Rug Set Toilet Seat Cover Happy Thanksgiv Al Bate 2.42ct Round Cut ideal VVS1 Conflict Free Gemstone Double Halo S 14kt Two-tone Gold Pear Diamond Bridal Wedding Ring Band Set 2 C MPOQZI Hand-Stitched DIY Black Suede Leather Car Steering Wheel Pink Ballet Shoesprinting Women'S Lunch Bag,Portable Fashion Mea
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 Self-Adhesive Wallpaper - Beach On The North Sea - Square Format Pbldb Custom Mural Wallpaper 3D Stereo Egyptian Figures Vintage
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 RenShiMin Shop Rattan Laundry Hamper Woven Laundry Basket Organi Adamanta 16GB (2x8GB) Laptop Memory Upgrade for Acer Predator 17
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 BMW Genuine Owners Handbook X3 E83 2.35ct Brilliant Marquise Cut Solitaire with Accent Halo Pink Si
Chapter 13 Neural Nets and Deep Learning PDF GM Genuine 22697602 Liftgate Vehicle Name Plate NBK Japan MJS-40CS-WH 16mm to 20mm Jaw-Type Flexible Coupling
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 ZYS Bohemian Woven Hanging Basket Home Pot Rack Ornaments(D) (Co 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 3 CT Asscher Cut Lab Created Kunzite Ring, D-VSSI Moissanite Acc 7 8 3pcs Dinosaur Park Backpack Set With Lunch Bags Pencil Case,S_ch Yacht Smith Men Wholesale Cotton Sport Athletic Mid Ankle Sock Never say Never 18K Yellow Gold Zirconia Stud Earrings | Brillia WMMING Heavy Duty Waterproof Tarp Cover, Clear Plastic Sheet Tea Matfistic Space Anti Theft Laptop Backpack Travel Backpacks Book
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 HMEILI Motorcycle Handlebar Grips Bar Ends Cap Slider Fit for Be 13 Dough Mixer Stainless Steel Bread Dough Mixer For Pastry Pizza M
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Wonderful Gradient Shades 3 by Jamcolorsvibes on Water Bottle - Tikea Large Jewelry Box - Earring Holder with Mirror 2 Layer Big Santa's Christmas Surprise Pitbull Dog Double-Sided Yard Flag - ZWYSL Sun Shade Sail Sunscreen Awning Canopy 85% UV Block Outdoo Hipocentaurus - Last Name History and Coat of Arms from Poland P Lztly Stitch Plush Waiting for Plush Toy Gray Plush Doll Childre MENGBB Toddler Bedding Sets for Girls 3 Pieces Set 86X90 Inch De BAM ITEM#3027SB TREKKING 1 BB CLARINET CASE - COLOR:ITEM#3027SBM Wooden Book Tissue Box Sturdy And Durable Large‑capacity Napki
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MFREXPRESS 1/2'' Binder Chain Transport Chain Grade 70 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ARTSHOWING Anti Fatigue Kitchen Rugs Set 2Piece Watercolor, Wate BRADEM 30 Inches Storage Ottoman Bench - wih 80L Storage Capacit Steering Wheel Decoration,Yctze Carbon Fiber Style Steering Whee MIASHUI 2021 Graduation Yard Sign Congrats Grad Lawn Sign Class Mighty Max Battery 12V 7Ah SLA Battery Replaces Chamberlain Gara Green 100% Vegetable Dye Geometric Khotan Oriental 10x13 Area Ru GSKJ Sit Stand Computer Desk,Standing Desk Converter,Riser Stand Six Toys for FemaleRabbit Lifelike Toys for Women Vibrantorfor S WORSY USB Rechargeable Fan Hanging Fan Neck Supporting Battery F LIRRUI Fuel Pump Assembly Compatible with Lifan Compatible with
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 BD-07096 DIY Beads 1box 15 Colors 4mm Environmental Handmade Pol All Balls Racing 25-2015 Front Differential Bearing and Seal Kit California Family Restroom Accessible Wall Sign - Blue/White (2 Minimal Pendant Necklace, Solitaire Necklaces For Women, Classic Roostery Spoonflower Tablecloth, Black Pink White Flowers Floral Arch Memory 4 GB 240-Pin DDR3 UDIMM RAM for HP Pro 3125 Replacement For Hyundai Accent Year 2011 Rear Side Marker Light Painted Round Large Outdoor Mat Sandless Microfiber Beach Towel 9th Infantry Division Vietnam Combat Veteran Camping Stool Ultra
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HZWZ Zero Gravity Chair Replacement Cord Laces Bungee Elastic La Leoncavalio: 19 Arie Inedite [19 Unpublished Arias] Scag Instr Panel W/ Decal, Sthm Part # 461360 Wall Sticker for Bedroom Living Room Gender Reveal Its A Girl Qu YellowMaps Hialeah SW FL topo map, 1:24000 Scale, 7.5 X 7.5 Minu SBU Grey Heavy-Duty Boat Cover for BAYLINER 215 RUNABOUT BR 2010 Swimming Elephant Placemat Leather Table Mats Set of 6 Easy to C MAPM Premium Outer Left/Driver Side Tail Light Assembly With Bul Unknown1 Key Whitewashed Rattan Laundry Basket Hamper White Hand 3 Piece Airlock
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
LAOJUNLU Pure Copper Inlaid with Multi-Treasure Pharmacist Buddh
1 2 3 4 5 3 Piece Bedding Cover Set Simple Fresh Yellow Lemon with Wave Po WELLDAY Tablecloth Red Seahorse Underwater Rectangle Tablecloths BNMY Climbing Frame Net for Kids | Adults Truck Trailer Heavy Du Edward Sinclair Little Boys' Fleece Jacket Sweet Racoon Costume - Teen Humidifiers Air Cooler USB Rechargeable Dormitory Office for Hom Women's Playful Police Costume Pbldb 3D Grassland Animals Wallpaper Decal Dercor Home Kids Nurs 100% Vegetable Dye Brown Floral Oriental Ziegler Area Rug Wool H
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 Rexroth New Aftermarket A10VO45DR/31L-VKA62K52 Hydraulic Piston Y-H-X Multifunction Adjustable Double Towel Rack Shelf with Stor
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Michael Kors Mens Trim Stretch Button Up Shirt Society6 Forbidden Luau Tiki Party by Christyne on Wall Hanging
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 Naked C – Natural Vitamin C Powder Packets from Camu Camu Fruit AIAIⓇ Pet Electric Blanket Dog cat with Heating pad Constant T
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: Womenfocus Kitchen Mat Set Anti-WearNon-Slip Floor Rug Set 2 Pi (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 RAZ Imports 2021 Snowed in 4-Foot Snowball Garland
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).