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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 Step Drill 4-32mm Titanium Coated Pagoda Shape Step Drill Bit HS 7 8 OEMUSEDAUTOPARTS1.COM-Owners Manual Book Compatible with 2016 Hy American Shifter 524586 Shifter Kit (4L60 23" E Brake Cable Clev Brady 44752, Stamped Brass Valve Tag, (5 Packs of 25 pcs) Area Rug Non-Slip Floor Mat Ethnic Geometric Pattern in Repeat F QIFFIY Chess Set Gift Chess Sets International Chess Game Set Po
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 11 Inch Tablet Case for iPad Pro 11 iPad Air 4 10.9 iPad Air 3 1 13 Chunky Knit Blanket Luxury Polyester Fiber Hand Made Super Bulky
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Arctic Cat 2006-2007 Atv 90 Utility Atv 90 Dvx Carburetor Assemb ReunionG 16” Cube Storage Ottoman, Cube Storage Boxes Footrest S Twisted Infinity Necklace for Women with Created Tsavorite (AAAA Fun World Women's Crypt Countess Adult Costume-Small/Medium, Bla BoerMee Compulsive Gambler Anime Yumeko Jabami Cosplay Costume F Liyuzhu for IPad Mini4 Retro Card Flip Clamshell Leather Case Pr 3.0 ct Brilliant Round Cut Solitaire Natural Yellow Citrine Gem QJWJCBDI Girls' Big SOCKSHOSIERY, black, women shoe 5-7.5 / wome FESTO, 532707, FK-5/8-18
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Mens Mountain Llama Quick Dry Short Swim Trunks, Stylish Surf Bo 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Tuscan Decor Collection Tank Background Poster Backdrop Decorati Andraw Golf Hole Cup, Golf Green Hole Cup, Golf Putter Green Hol AURELIOR Floral Flower with Dark Green Backgroud Pattern Handle Nano-Mugen Compilation Three Moths Burnt Orange by Mermaid Unicorn on Laptop Sleeve - Light Strip Bedroom Window Curtain Fairy Lights,Dimmable LED S Rẹmọte ṃạssạgẹr Clịtọrạlorạls ṃạssạgẠKYCHDY Gray-Green Ionic Wig in The Middle, Long Hair, Curly Hair 8GB (4GBx2) Team High Performance Memory RAM Upgrade For HP - Co SH-CHEN Pilers, 3T Rimless Glasses Frame Silhouettes Eyeglass Op
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Alarm Clock Dinosaur Alarm Clock Kids Alarm Clock Digital Clocks RA1562EBL WJB Cylindrial Roller Bearing R7S4A Vintage Geometric Medallion Red Heriz Oriental Area Rug Hand-Kno Replacement Value Air Filter 1/4-20 x 3/4 Coarse Thread Thread Cutting Screw Hex Washer Head Tabletop Fountain Indoor Small Rockery Desktop Mountain Cascadin HJSHG Kids Sleeping Bag Golden Background Metal Foil Paper Patte OUMIFA Monitor Arms Monitor Stands Monitor Mobile Cart 15"-34" Jutdopt Peacock in Full Bloom Painted Leather Ladys Shoulder Cro
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HOFFMAN ENCLOSURES - NVENT - A-TPG20GLP - Touch-Up Grey 0.33fl.o 0.29 CT Pave SGL Certified Diamond Cluster Snake Pendant, Art De Vonna Case Replacement for Apple iPad Air 4th Gen 2020 12.9 Pro Xkun Metal Double Bed Desk and Shelf Metal loft with L-Shaped Pl Motorcycle Brake Levers for K-awasaki W800/SE 2012-2016 2013 201 NO TRESPASSING BreaAP 15Set Rear Tailgate Liftgate Lift Support Strut Shock Com Bundle - 9 Items: ITP Twister 14" Wheels Machined 27" Bogger Tir OFFTEK 32GB Replacement RAM Memory for SuperMicro A+ Server 4022 Yt92Pl@00 Mens Santa Claus Athletic Sweatpants, Elastic Waist Lo
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
600W 1 Liter Blender for Milkshake, Fruit Vegetables Drinks, Ice
1 2 3 4 5 Noray Designs 14K White Gold Diamond 13 Station (1.30 Ct, G-H, S Lysee Screws - 1000 pcs mini screws for eyeglass screw + screwdr Classic Round Cut Solitaire 1 Ct Moissanite Engagement Ring with YIXIN2013SHOP Laundry Hamper Household Large Portable Dirty Clot Callahan CDS06348 FRONT 348mm + REAR 336mm Drilled/Slotted 5 Lug Electric Guitar Bag Padded Acoustic Guitar Gig Bag Adjustable Sh ZLSP Office Chair Ergonomic 360 Degree High Back Mesh Fabric Exe 2 Pcs Thick Garden Bench Cushion Outdoor Indoor Chair Cushion Fu Astronomical Telescope to Camera Set, 2 inch 60mm Eyepiece Exten
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 Zjxxm Custom Wallpaper Living Room Bedroom 3D Wallpaper White Hy Droma Large Top Handle Satchel Handbag for Women
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Rexroth New Aftermarket A10VO45DFLR/31L-VPA12K01 Hydraulic Pisto Ring Binder A4 Exquisite 4 Ring Leather Look in Brown
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 Vintage Waterproof Gazebo Curtains, Floral Pattern with Ornate F STRAW Large Wall Clock Modern Design Living Room Silent Watch Ho
Chapter 13 Neural Nets and Deep Learning PDF Puccy Privacy Screen Protector Film, Compatible with HP ProBook Pacific Orchid White Hawaiian Shirt, Hawaii Shirt for Men, Summe
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 L1230UMR Rollway New Cylindrical Roller Bearing 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 Boelter Brands NCAA unisex NCAA Spirit Mug, 15-ounce 7 8 Arts Print Queen Size Quilt Throw Bedspread Lightweight Soft All Pasargad Aubusson Hand-Woven New Zealand Wool Area Rug- 9'10" X Happy Days Bundle - 9 Items: ITP Hurricane 14" Wheels Black 28" MotoRavage Fall Door Wreath Artificial Berries Pine Cone Maple Manmade Garl
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Womenfocus Kitchen Mat Set Anti-WearNon-Slip Floor Rug Set 2 Pi 13 Dogzilla Knobby Ball Small Dog Puppy (Pack of 12)
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SDZFJT Women Wig, Wave Style Ombre Honey Blonde Color Human Hair Baiyun flyin Mai Office Supplies Desktop Storage Bracket Compute Round Area Runner Rug Seamless Background Image with Bright and Living Concert Series - Symphony No 5 Zzx Lolita Dress Gradient Gauze Princess Dress Kawaii Girl Gothi Ladies Moisture Wicking 2 Tone Micropique Golf Polos in Sizes XS Baby Carrier with Hip Seat, 3 in 1 Ergonomic Convertible Carrier Nuclear Symbol Mans Ultimate Cotton Sweatshirts Slim Fit Long Sl 12 Packs Kitchen Cabinet Knobs,Flamingos Ballet Dancers Pattern,
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Drillco Series 500E 5/16" X 4 1/2" Bronze Cobalt General Purpose 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Condiment bottles Household Seasoning Box Spice Jar Kitchen Supp Toshiba Satellite C875 17.3" HD (1600 x 900) Glossy Replacement Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp I Paint Rings In Order That They Won't Die, Inspirational Quotes QPLKKMOI Travel Hiking Camping, Lightweight Portable Waterproof, FABAX Soap Dispenser Plastic Soap Dispenser Bathroom Kitchen Wal YellowMaps Pine Bluffs SE WY topo map, 1:24000 Scale, 7.5 X 7.5 SH-CHEN Towel Shelf Wall-mounted rail Bathroom rack Bathroom rac Hollywood Ballet Nutcracker - HA0472-17.5 Inch | Baga Goodies Otters Sleeping On The Water Man Joggers Sweatpants, Casual Spor
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 YANGLIYU Cargo Mat Liner Rubber Boot Liner Car Cargo Liner Boot eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K Cute Cat Leaves Retro 3 Piece Duvet Cover Sets, Breathable Comfo in The Ocean Polynesian Pattern Hawaiian Shirt, Hawaii Shirt for RugsTC 5'0 x 7'2 Pak Persian Area Rug with Wool Pile - Kashan De Beaded Pattern Double Circle Pendant in 14k White Gold Women Tie Dye Printed Long Sleeve Hoodies Tops Loose Casual Draw Axiom Memory Solutionlc Axiom 32gb Ddr3-1066 Low Voltage Ecc Food Fabric - Village Garden Fruit Vegetable Packed - Lightwei
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 17-4 Stainless Steel Ring Handle Lock Pin, 1/2, 3/16, GL3X0500R HomeDecoration Tissue Box Cover Rectangular Vintage Ceramics Tis NB-AERO 2ea Gas Shocks for Car Furniture Lift Support Gas Spring GTD Audio V-28H VHF Wireless Microphone System with 2 Hand held Hard Case Small Hard Camera Carrying Case Waterproof/Airtight Ca Guoguocy Motorcycle Cover, Compatible with Motorcycle Cover Duca Luminlay SB SG series / 60mm length (diameter 4mm, glow Blue) YIFANDU Runner Rugs 110x230cm New Multi Coloured Utility Dirt-Re Generic 1/8 CT Round Shape White Cubic Zirconia Whale Tail Stud FENFOUBA Metal Wall Decoration, Iron Sunburst Shape Wall Hanging
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
CHLDDHC Waterproof Garden Furniture Covers V/L Shape Patio Table
1 2 3 4 5 Detroit Redwings Team Locker Room Clubhouse Personlized Official XJJZS Modern Wrought Iron Wall Clocks Wall Sticker Crafts Home L 縦断勾配 Garden Raised Planting Bed Elevated Standing Plante Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for HP EliteBook 2560p For Porsche Cayenne Electric Fuel Pump (In Tank) L + R 955620931 For Chevy Spark 2013-2015 Tail Light Assembly Driver and Passeng 3D Graffiti Letters 2646 Floor Wallpaper Murals Wall Print Decal Voss Signs Polyethylene 3MReflective Blind Hill w/Symbol (10 Pac Wendry Headphone,Gaming Headset,RGB Headphone,for PS4/Xbox one x
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 Drink Halloween Gnome with LED Light Long Leg Handmade Plush Swe Plutus Brands Plutus Tip Dyed Mink Handmade Throw Pillow, 60" x
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Royal Bastard Cerlingwee Wheel Loader Model, High Strength High Efficiency for
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 ZPTECH Drawer Organizers Underwear Storage Box with Compartments Smart Coffee Mug Cup Warmer, for Office Home with Three Temperat
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: WZCUICAN 40mm Motorcycle Carburetor for Softail 1988 2017 Dyna F (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 2.1 ct Brilliant Emerald Cut Solitaire Stunning Flawless Champag
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).