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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 COLORSUM Placemats with Table Runner Set Halloween Trick or Trea 7 8 ANBF Wigs Wig, Long, Straight, lace Front, semi Hand-Woven, Natu CKKHYCD 3D Waterproof Tablecloth Cute Animal Outdoor Picnic mat Whippets – by Jacqueline Stanhope. A signed and numbered limited Replacement For Kia Rio Year 2010 Rear Side Marker Light By Tech KAETZRU Laptop Backpacks with USB Stars and Stripes Floral Patte
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 7.50mm A Brand ADO-TRS High Feed 3-Flute Carbide Drill, EgiAs Co 13 Hex Nut, SS, Gr A2, M10-1.50, NL-19(R), PK50
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Electric Countertop Griddle Flat Top Grill Plate BBQ Hotplate Co 54x72 Embroidery Cutwork Christmas Embroidered Napkins Elegantli YYKKWWXX Lifelike Soft Spotty Dog Leopard Tiger Plush Stuffed Do Saint-Petersburg Cossacks MOMO Ultra Blue 350mm (13.78 Inches) Alcantara Steering Wheel w/ HARD EDGE DESIGN Unisex English Garter Family Wood Sweatshirt TNC Genuine 331-9049 Compatible 3Set Universal Steel Acoustic Folk Guitar Strings Replacement Mu CLISPEED 6.5FT Beach Patio Umbrella Outdoor UV 50+ Protection Su
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Michael Graves Design Fridge Bin with Indigo Rubber Lining (3, 1 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 3/16"-8-32 x 7/8" Coarse Thread Socket Shoulder Screw Stainless Veri SanDisk Ultra 512GB MicroSDXC Works for Motorola Droid Turb ARTSHOWING Anti Fatigue Kitchen Rugs Set 2 Piece Cat, Waterproof 4 Pairs Socks Cotton Moisture Wicking Work Athletic Work Boot Cu Bullard C34HYR Classic Full Brim Hard Hat - Ratchet Suspension - MAPOLO Laundry Hamper White Halftone Foldable Linen Laundry Stor FVGKYS Wall Art Mural Custom 3D Wall Stickers Green Grass Animal ERA Paints Automotive Touch Up Spray Paint Kit for Chevrolet Oni 7134 FHMYCSQ 3D Wallpaper Sticker Wall Decal Kids Smashed Art Wall De
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Silver Cotton Pinch Pleat Pintuck Dust Ruffle Bed Skirt with 24" Niviora Rear Bumper Cover Compatible with 2004-2006 Acura MDX QIANGU Dining Chair Cushions, 100% Linen One-Piece with Straps T HSS Cobalt Step Drill Bit High Speed Steel Cone Hex Shank Metal Easy Carry Reusable Anti Fog Eyeglasses Cloth Microfiber Cleanin XKun kitchen oil box seasoning bottle oil and vinegar dispenser Top Radiator Hose Fits 1200 1210 1212 1594 1690 1694 990 995 996 JumpingLight 12x18 12"x18" Wholesale Combo USA American Poland Farm and Country Nursery Wall Decals - Nature Farm Wall Stickers
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 CUILINGWAN 1/18 Simulation Alloy Static Sports Car Model Toy/Doo Supla 70 Pcs Fall Leaf Cutouts Fall Cardboard Cutouts Autumn Tha Friday Night Funkin Pants Women's Mid Rise Long Pants with Pocke G. Debrekht Wildeness Glass Ornaments Figurine (Set of 3) Laundry Basket ZLZ Plastic Hamper Home Large Bathroom Dirty Laun Abus Standard Size Aluminum Padlocks - 6-Pin Cylinder, 3 in. Sha HARD EDGE DESIGN Unisex Living In South Carolina with Rhode Isla YLDCN Girls' Skirts Women High Waist Red Plaid Ruched A Line Dre Tommy Hilfiger Men's Wool Melton Walking Coat with Detachable Sc for Brown Sequin Purse New 14-714002 Supplier for Home Décor
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
LHHYY Wall Stickers Fish 3D Fishing Window Decal Wall Sticker Ho
1 2 3 4 5 14k White Gold Diamond Cabochon Emerald Bangle Flowers on A Pink Background Sweatpants Men's Joggers Pants Fash Satin Finish,Stainless Steel Back Panel Daesar Christmas Curtains Window, Darkening Curtain Panels for W Cool Llama Loves Music Microfiber Flannel Blankets for Couch Bed TH XHome Luxury Quilted Comforter Bedspread-Thin Soft Cozy,Unde N\ A Custom Wallpaper 3D Cool Children's Room Universe Starry Sk 9.5" x 12" Clear Packing Envelope 500/Case (3 Cases) OFFTEK 32GB Replacement RAM Memory for HP-Compaq Omen 15-dh0306n
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 Colour Butterfly Insect Parasol Compact Rain Umbrella RainWind Box Packaging Wax Thermal Transfer Ribbon, Black, Datamax, 5.98"
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Winter Coats for Women,Women Fashion Retro Printing Splicing Zip XRSM for K-awasaki ZH2 Zh2 2019 2020 Motorcycle 7/8" 22mm CNC Ha
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 Forplay womens That's My Thing Sexy Movie Character Costume OUUED Vintage Hand-Woven Hemp Rope American Chandelier Antique C
Chapter 13 Neural Nets and Deep Learning PDF XStyles18 Unisex Hawaiian Shirt Marshal General in Napoleonic Wa Breach
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 Lastsummer You are My Sunshine Music Box – Gift from Dad to Son– 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 Supreme Italiano Romano Traditional Cheese ~18lb Whole Wheel 7 8 Auto Paint Depot Touch Up Paint for Chevrolet Avalanche, Equinox Chstarina Fit for Land Rover Discovery 4 2016 and Before Car Das Qingbaotong Wall Clock Clock Brown Retro Industrial Wind Hotel W Dmtrab for LCD Screen Dynamic AMOLED Material LCD Screen and Dig Bonyak Jewelry 18 Inch Rhodium Plated Necklace w/ 6mm Green Augu
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 YellowMaps Wilson FL topo map, 1:24000 Scale, 7.5 X 7.5 Minute, 13 COLORSUM 2 Piece Non Slip Kitchen Mat Set Thanksgiving Autumn Pu
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Billabong Women's Graphic Pullover Sweatshirt Fleece Hoodie Long Lace Front Brazilian Virgin Wig For Women Hair Wigs Middle AWSAD Interlocking Tiles Foam Puzzle Mats Thick Anti-Fall Soft C Cabinet Knobs,Cupboard knobs,Drawer Handles Knobs,Knobs Handware We Deliver Late Nite (18" X 24") Yard Sign, Quantity Discounts, Lenox Marchesa Empire Sugar Bowl, Pearl MDZZ Christmas Ball Set 10pcs/lot Christmas Tress Decorations Ba Tablecloths for Rectangle Table Decor Happy Halloween Haunted Ca SHENYI Pulleys 1Pcs 5M 24 Tooth to 26 Tooth Synchronous Wheel Ti
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 InterestPrint Ethnic Tie Dye Summer Relax Shirts Hawaiian Button 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Alfa Tools CO50681 1-1/4X1-1/4 Cobalt Multi-Flute Single End Mil Emergency Supplies Sold Here (18" X 24") Yard Sign, Quantity Dis WSSBK Crimson Rose Decoration Wreath Halloween Christmas Decorat teapot Natural Coconut Palm Mat Funny Doormat Custom Indoor Door Ybrktl15-! Mens Abstract Blue Background Athletic Sweatpants, Cl Casual Athletic Socks Funny Cotton Crew Adult Teen Long Socks On 14K Yellow Gold Princess Diamond Bridal Wedding Ring Band Set 1- Personalized Cute Dinosaurs Diaper Bag Backpack with Name Custom BTPDIAN Towel rack free punching bathroom solid wood black walnu Comfortable Mat Rectangular Natural Bamboo Slatted Duck Board An
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 XRSM for S-uzuki GSX250R 2017 2018 2019 2020 2021 Motorcycle Han FVGKYS Wall Art Wallpaper Cartoon Christmas Decoration Backgroun XJJZS Condenser Microphone 3.5mm Plug Home Stereo Desktop Stand 3D Beautiful Flowers 1398 Wall Paper Print Decal Deco Wall Mural Modern Area Rug Pouf Ottoman Luxury Ornate Pattern for Creating Textiles Wallpap AMYHY Large Laundry Basket Clothes Bag Rope Basket Woven Storage 3D Green Arch Mural Bedroom Living Room Tv Wall Paper-Imitation Urban Forest Zeus Vintage Tobacco Brown RFID Blocking Leatehr Wa
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SuppliesMAX Remanufactured Replacement for Phaser 5500B/5500DN/5 Outdoor Large capacity Picnic Basket Picnic Backpack Bag for 4 P Ansyny 3D Mural Wallpaper for Living Room Bedroom Tv Wallpaper P 200 Pieces of Thin Grade 2 Hex Nut, Steel, RH 3/8"-24 x 7/32" He Platinum Bezel-set Round-cut Blue Sapphire Gemstone Solitaire Pe Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad Front Rear Seat Covers for Lexus LX570 Car Seat Cover Luxury P AWSAD Outdoor Furniture Cover 600D Waterproof High-Circular Oxfo Handmade Modern Rug, Wool and Silk 9'x12' Mural Wall Mural Photo 3D Modern flower-250x175CM
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
MONAPHAT The Beautiful Glass Bottle Design Decorative with THAI
1 2 3 4 5 Colanders Drain Basket Strainer Basket Rice Stainless Steel Wash Avatar The Last Airbender Appa Men's 8" Drawstring Walk Short Bl Stainless Steel Wall-Mounted Foldable Towel Rack Rail Bracket Pe GYZS Shelf Creative Arc TV Set-top Box Wall Mount Rack Free Punc Clara Pucci 3.22 Brilliant Oval Cut Solitaire Accent split shank YUANP Chunky Knitted Blanket Handmade Giant Soft Thick Super Sof Rug Wool Rugs Area Carpet 4.6'x6.6',Nordic Pure Color Minimalist 2 Pieces Of Hexagonal Outdoor Solar Light, LED Spotlight, Waterp Jewels Obsession Gold Sweet 15 Necklace | 14K White Gold Sweet 1
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 Resident Sculptures Under The Garden, Interesting Resin Two-Colo HARD EDGE DESIGN Unisex Alabama State Script Sweatshirt
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 QPZK Ceramic Olive Oil Bottle Vinegar/Soy Sauce Dispenser, Olive Sunset Dusk Printing Women'S Lunch Bag,Portable Fashion Meal Bag
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 14kt Yellow Gold Pink Tourmaline 1/10 CTW Diamond 16-18" Neckl Yangmanini Telescope, High Power HD Binoculars Adult Professiona
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: LLADRÓ Joyful Event Nativity Figurine. Gres. Porcelain The Holy (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 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with L
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).