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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 (4 pcs) Metric DIN 479 M16X70 Square Head Set Screw, Steel 8.8 S 7 8 Wxizhu Plushies Cartoon Octopus Cuttlefish Pacify Plush Doll Sof Barrières de lit Ashtray with lid Geometric Cigarette Ashtray Ou Floating Shelf Wall Mounted, Wall Storage Shelf Bookshelf Boards YouTheFan NFL Boasters (Drink Coasters): 4-Piece Stainless Steel Adult Jigsaw Puzzle 4000 Pieces Tree Day and Night Jigsaw Puzzle
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Bonyak Jewelry Platinum 5mm Round Peridot 1/8 CTW Diamond 18" 13 Buttonsmith Custom Premium Printed Business Cards - 3.5"x2" - Qu
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 JXWWN Square Floor Drain, Anti-Odor, Thick Stainless Steel, Bath Solar Garden Light European Square Garden Light Lawn Light Outdo Gorilla 100426 Full-Size Hot Glue Gun, Orange Gold Diamonds Jewellery Awesome 18K Yellow Gold Plated 6 MM Hi Short Sleeve 3 Button Banded Bottom Knit Collar - Big and Tall S Dicon Audio LPS-002 with clamps LAPTOP STAND ArtPlaza Manet Ãdouard-Embarkation of The Folkestone Decorative Elgar: Vln Cto Storage Bag 1pc Woven Design Storage Basket (Size : One-Size)
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Human Hair Headband Wig Deep Curly Style Natural Black Color Glu 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 A-Tech 8GB Module for HP 14-ck0065st Laptop Notebook Compatibl Outdoor Camping Sleeping Bag Splicing Cotton Sleeping Bed, Size: GlideRite Hardware 1-1/4" Diameter Classic Round 3-Ring Cabinet ANGLD-Safety Dog and Cats Brush, Hair Removal pet Brush, pet Gro Aleonun Cactus Garden Windshield Durable Auto Heat Screen Resi Double-Sided Seat Clock Decoration Living Room New Chinese Style One Count Genuine OEM Kawasaki - 15004-1012 - Carburetor-Assy Jamaica Flag Lion Lamb Wool Throw Blanket Double-Sided Lamb Wool Motorcycle Hand Grips for Suzuki GSF650 for BANDIT 2005 2006 M Every Beat of My Heart
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Smile Sparkle 0.25CT Round Cut Sim Clear Diamond Womens Tennis Dalyn Rugs BELLA BL17 Rugs 10X14 Blue, Ivory,Navy LCNING Wig Wigs Lace Front Human Hair Wigs Long Straight 13x4 La 925 Sterling Silver 12k Gold Double Heart Necklace, 18" Length Shower Curtain Rod, Adjustable Tension Curtain Rod, Spring Tensi Custom Weatherproof Yard Sign Now Hiring #2 Outdoor Advertising Rexroth New Aftermarket A10VO45DFLR/31R-VRA11K02 Hydraulic Pisto Szy Garden Statues Outdoor Statues Garden Statues Animals Garden Swing Top Brown 16 oz Bottles (Two Pack)
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LASBAK Electric Power Lift Recliner Chair with Massage and Heat Society6 Malachite Texture 08 by Aloke Design on Wall Hanging Ta 3 Pieces Microfiber Duvet Cover Set for All Season Bed Use, Simp NFL Team Logo "Slant" Raschel Throw Blanket, 60" x 80" Romero Britto Luxe Blanket Throw with Floral Artwork Pattern, QYXY 1pcs Fuel Pump For E4048M 14k Yellow Gold Polished Letter Name Personalized Monogram Initi Bonyak Jewelry 14kt White Gold Pink Tourmaline 1/6 CTW Diamond JDMBESTBOY 5FTx60FT Premium Super Gloss Glossy Light Pink Car Vi 4-Pack Replacement for Samsung RF267ADBP Refrigerator Water Filt
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Armrest Box for Kia K2 Rio Armrest Box 2011-2016 Central Store C
1 2 3 4 5 Floating Shelves Wall-Mounted Shoe Rack Bathroom Slippers Rack W VGEBY Electric Bike Conversion Kit with Motor Controller for 22- BFSHY Down Sleeping Bag,Ultralight Compact Portable Waterproof C Double Motor Male Massager Vibrator 9 Speed Motor Massaging Devi Golf Net Golf Training Aids Practice Net for Backyard Swing Hitt Outdoor Dining Table, Square Patio Furniture Table with Umbrella LJSSTC This Will be The Best Tool When Your Friend is Away,high Rainbow Fireman Wall Cross Custom Wall Mural Wallpaper Garden Stone Arches Sea View 3D Phot
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 Wicker Basket, Hand-Woven Desktop Storage Basket, Multi-Function Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2650Lv4 28-Core 1.70 G
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 506285 Shifter Kit (2004R 10" E Brake Cable Cla Custom Vinyl Banner Multiple Sizes Notary Public Black Notary Si
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 4 Pieces Car Mat Carpet Poor Little White Rabbit Car Floor Mats MKMKL Hand-Sewn Sisal Rugs, Rectangular and Comfortable and Brea
Chapter 13 Neural Nets and Deep Learning PDF 14k Yellow Gold Plain .011 Gauge Circular Engravable Disc Charm Canada Moose Flag Canadian Maple Leaf Laptop Backpack With Usb C
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 Petitebella 4th July Born in The USA Stars Blue Shirt RWB Petal 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 Quartet Prestige Total Erase Whiteboard, 72-Inch x 48-Inch, Whit 7 8 ZHED Rope Net for Playground, Child Stair Decor Net Color Safety Waterproof Tree Shadow Solar Lantern Lamp Metal Hanging Hand Tab American Shifter 422457 Shifter Kit (TH350 16" E Brake Cable Cla Minene Uryu Large-Capacity Lightweight Printing College School B NSK NJ2216W Cylindrical Roller Bearing, Standard Capacity, Remov
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 168 Funny Large Fine Grinding Cloth Velvet Surface Natural Rubbe 13 "Holiday Sale -Basic Gray" Heavy-Duty Outdoor Vinyl Banner
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Corner Rounding End Mills - Solid Carbide Radius: 3/16", Minor D HANSHUO Cute Frog, Fox Caterpillar Plush Toy, Comfortable Childr Society6 Roppongi Light by Surudenise on Water Bottle - 12 oz 35 Mystery Electronic Blind Box, Super Costeffective, Random Style, Pullover for Women Halloween Pumpkin Print Sweatshirts Long Slee Door Hinge for 8181843 WP8181843 EBC Brakes DP51131NDX EBC Bluestuff NDX Full Race Brake Pads Emboss Medium Capacity Ceramic Memorial Urn for Loved Ones - All I Can See it in Your Eyes ( Te lo Leggo Negli Occhi ) [ NON-USA
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 GUOCAO Weighing Scale Electronic Bathroom Scales, Accurate Measu 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Hair Styling Wigs, Hair Wig Wigs Body Wave 360 Lace Front Wig Co ZPTECH Drawer Organizers Organizer Drawer Clothing Modern Underw WQF Set of 3 Collections Elephant Hand-Painted Figurines,Mother DDUU Personalized Name Women Computer Backpack for Protective La Candlestick Holders Deer Pattern Candle Holder Table Decoration Nautilus 1708 Comp Toe No Exposed Metal EH Athletic Shoe Kinmade Wooden Cabinet Sliding Barn Door Hardware Mini Barn Door AB Catalytic 5226 - Direct-Fit Catalytic Converter (Non C.A.R.B. JUSTHUI Pet Dog Drinking Bottle Portable Small Large Dog Travel Phoenix Laptop Backpack For Boys Daypack ​with Usb Charging Po
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 QAZWC-A1 Camping Tent Outdoor Hydraulic, Double Single, Windproo Parts Drop Document Feed Head Assembly (Generic, 130N01533, 130N 3-Pack Replacement for Whirlpool ET2AHTXLQ00 Refrigerator Water Pagid Racing S1287C03001 Brake Pad Set MagnaFlow 15448 Direct Fit Catalytic Converter (Non CARB complia KAROLA Table Runner and Placemats Set of 6 Snowflakes Kitchen Di SH-CHEN Pilers, Pliers Car Door Card Panel Trim Upholstery Remov Coasters for Drinks, Absorbent Drink Coaster with Cork Base, Goo PENNY73 Sandalwood Lighter Wood Cigarette Encendedor USB Recharg
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with S Insulated Lunch Bag for Women/Men Cute Alpaca Llama Leakproof Re HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2697 V3 14-Core Sterling Silver 3D Solid 20x16mm Standard Poodle Dog Charm  - Je 6 Pc Suspension Kit Sway Bar End Links, Upper Lower Control Ar 14k White Gold 5/8ct. Diamond Circle Necklace Chain Slide Pendan Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2667 V4 8-C Comforter Duvet Insert Home Quilt- Farm Fresh Truck Christmas Tr Boverty AR15 Wall Mount Gun Rack Rifle Display Storage Organizat Blueangle Funny Pigs Towel Wrap with Dry Hair Cap Headband for
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
RADIATOR UPPER HOSE For MEGANE II/SCENIC II 1.5DCI 8200170880 82
1 2 3 4 5 Pencil case Large-Capacity Double-Layer Pencil Case Zipper Stati Disposable Face_Mask for Kids Easter Holiday 3 Layers Non-Woven Aintier Seat Cover Four Seasons Universal PU2 Leather Fabric Aut Continental 4070500 OE Technology Series Multi-V Belt rodde Umbrella Hello Welcome Tropical Flamingo Floral Heart Love Dell PowerEdge R730xd 12B 3.5" LFF - 2X Intel Xeon E5-2640 v4 2. LIKYE BBQ Grills Stainless Steel Titanium Barbecue Grill Outdoor REDDATES Hazy Flowers Car Seat Cover Front Car Seats Protector 2 WERTYU Computer Motherboard Gaming ATX Motherboard Fit for Gigab
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 JUYIXIAN Cuddly Toys Plush Toys for Dogs Cats Girls Boys Babies Amsterdam Easy Box Rear Carrier Top Case in Two Sizes, Black
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Round Rhodolite Solitaire V-Bale Pendant with Diamond (7mm Rhodo EXCEART 10 Sheets of A4 Card Stock Glitter Card Stock Glitter Pa
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 Black Canyon Peppered Freesia Massage Oil, 128 Oz (1 Gallon) 35" Round Desk Chair mat, mat for Hardwood Floors Office Chair,
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: School Backpack Bookbag Laptop Daypack Schoolbag for men Teens B (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 WKDZ Bath Mats for Non Slip Non-Slip Thickened Bathroom Door Mat
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).