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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 GWDJ Umbrella Stand, Umbrella Stand, Mobile Umbrella Stand 12 18 7 8 Mickey Minnie Mouse: Crazy in Love: Hard Cover Spiral Bound No 12 Packs Kitchen Cabinet Knobs,Mermaid Scales Fish Magic Cute,Pu Gay Happening Best 3 New Ancient Egyptian Collectible King TUT with The King Cobra Sc XZGDEN Wigs Hair Wig Curly Lace Front Human Hair Wigs 150% Densi
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ZOE GARDEN Bathroom Rugs and Mats Sets, Small Halloween Night, 3 13 Findamy Animal Number Painting for Adults, Paintings Pictures Ar
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Auto Repair Foreign Dom (18" x 24") Yard Sign, Quantity Discount Trish Lucia Womens Pointed Toe Flat Sandals Lace up Braided Holl 1200D Horse Turnout Waterproof Heavy Weight Winter Blanket Belly Kingston 512GB Gionee Marathon M5L MicroSDXC Canvas Select Plus Tabletop Fountain Resin Tabletop Fountain Creative Magic Faucet KYCHDY Brown Gold Mixed Color Long Curly Hair Big Wave Wig Wig G Drum Pedal Portable Percussion Pedal Beater Percussion Instrumen DONCK Solar Controller 1200W MPPT Wind Turbine Solar Charge Cont Abzan Portable Beach Umbrella Cup Holder Multifunctional Coffee
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 TOYOTA 67914-12030 Door Scuff Plate 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Wan Ding Car Sun Blinds to Keep Cool Uv Protective Film-Sketch CL-068 Rotor Clip Equivalent External Retaining Ring, Light Duty Wigs Black Wig Ladies Handmade Lace European and Wig Set in The Offex 24" D x 48" W Modern Electric Height Adjustable Stand Up C Nikon 14-24mm f/2.8G ED-IF AF-S NIKKOR DSLR Lens - Bundle with F SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr Crystal PVC Plastic Tablecloth,PVC transparent Table Protector T Puccy Privacy Screen Protector Film, Compatible with Acer Chrome HGDD Imitation Cashmere Cartoon Puppy Baby Basin Cap Child Fall Kingston 512GB Samsung Galaxy A52 5G MicroSDXC Canvas Select Plu
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 JQSM for H-Arley XL883 1200 FLHX 2006 2007 2008 2009 2010 2011-2 Endurance Portable Practica Pneumatic Powerful 1/2 Double Hammer UYZ Professional Body Fat Scale Floor Science Intelligent Electr Black Full-Motion Tilt/Swivel Wall Mount Bracket for Dell E2011H HWCUHL 3D Wall Stickers Mural Balcony Ocean Wave Scenery Wallpap Nicwagrl Detangling Hair Brush Comb, Colorful Styling HandleComb XKOEY Towel Rail Floating Glass Shelves Wall Mounted Storage She Rohl C7324MTCB Country Bath Pop-Up Drain Assembly Only Complete 9 X 12 Catalog Envelope - PEEL SEEL174; - 28# White - Open End
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 TGBN Foot Drop Orthotics Foot Support Orthopedic Shoes Hemiplegi Rexroth New Aftermarket A10VSO45DFLR/31L-VWA12K68 Hydraulic Pist Series C High Back Leather Executive Office Chair in Dark Gray - weichuang Fashion Long Chain Screw Earrings for Girls Summer Bea Rexroth New Aftermarket A10VO45DR/31R-PWA62K04 Hydraulic Piston Men's Big and Tall Ultimate Crewneck Sweatshirts Print Autumn an UYZ Weight Scales Cute Bathroom Scales Floor Scales Glass Electr 175' Black PTZ PAN TILT Zoom Compression BNC Video RG59-RS485-PO FVGKYS Wall Decals Art 3D Custom Poster Mural Vintage World Map Gaming Chair Computer Office Chair, Adjustable Swivel Racing Sty
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Spine Art Watercolor Art Anatomy Medical Gift Anatomical Decor C
1 2 3 4 5 ZOMOY Long Floor Mat Carpet,Doge Face Pattern,Non-Slip Absorbent Package of 250 (pcs) 3/8-16 x 2" Carriage Bolt Hot Dipped Galvan (Front+Rear Kit)(Heavy Tough-Series) 4 Silver Coated Cross-Drill Vampire Knight Anime Ipad Pro 12.9 Case 2020 Ipad 8th Generation Cotytech Triple VESA Mount for Slatwall Quick Release up to 32" Tropical Green Carambola Close up Cigarette Case/Box, Credit Car VRO Fuel Oil Pump for Johnson Evinrude Outboard OMC BRP 5007423 Solid State Relays - Industrial Mount 0.15-90A AC CONTROL Veri SanDisk Ultra 64GB MicroSDXC Works for ZTE Shocker by SanFl
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 NVRBTF Twin Duvet Cover Set Red Flowers Microfiber Soft Comforta Yousify Women Casual Full Zip Up Plush Hoodie Comfy Loose Solid
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 14kt Gold St. Barbara Medal. Patron Saint of Architekts/Sudden D Twigson Collection (Trilogy) - 3-DVD Box Set ( Knerten / Knerten
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 MIIAOPAI Travel Drawstring Storage Bag Waterproof Portable Bra F ZFSM Handle Set for RVF400 RVF 400 Motorcycles Accessories CNC A
Chapter 13 Neural Nets and Deep Learning PDF Amazon Basics Aluminium Sealant Sausage Caulking Gun -600ml/20oz MAPOLO Laundry Hamper Floral Design Abstract Foldable Linen Laun
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 Antique Tribal Geometric Oriental Shiiraz Area Rug Hand-Knotted 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 American Shifter 396522 Shifter Kit (727 8" E Brake Trim Kit For 7 8 votsein Women's Daily Life Leisure Turtleneck Sweater Warm 100% Hat Steampunk Hat Hand Rivet Ladies Men's Traditional Wool Hat, 5D DIY Diamond Painting Kits for Adults,Flower Full Drill Beginn American Shifter 351535 Shifter Kit (4L60E 8" E Brake Cable Clev LWSJP Table Cover Waterproof Table Cloth Oil Round Tablecloth Fl
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 "No Trespassing -Basic Black" Premium Brushed Aluminum Sign 13 WYBB Shade Cloth Black Greenhouse Shade Cloth, 85% Sunblock Anti
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Ultra-Slim Black Flat/Fixed Wall Mount Bracket for Panasonic TH- Wall Stickers Pencil and Notebook Wall Sticker Decal Modern Home TDREAM Elizabeth Nest, Pet Protector, Cat Universal Recovery Col Mystix London | Aphrodisiac-Essential Oil Reed Diffuser-100ml, 1 Dalyn Rugs Dover DV13 Rug, 9' x 12' Oval, Grape Ice Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2690 V3 12- Bedroom Bedding, Men's and Women's Quilt Cover Set, Cute Bulldog Happy Camper Universal Car Armrest Cover Soft Auto Center Consol 5/8-11X5 Carriage Bolt Grade 8 Fully Threaded Plain (Pack Qty 70
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 RTYUIHN 3D Wallpaper Mural Marble Modern Minimalist Geometric Li 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 CRTTRC Country Style Table Cloth PVC Tablecloth Washable Waterpr Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp NARUJUBU Landscape Light IP54 Waterproof Vintage Glass E27 Post DIY 5D Diamond Painting Kits Black White Lightning Full Crystal Caribou Lion Plastic Binder Envelope with Gusset, Clear, 1 Envelope (965 1pcs Car Mat Boot Mat Rear Trunk Tray Cargo Liner Cargo Mat Carg DRKFOP Snowboard Vail Colorado Snowpark Mens Short Pants Cargo S Synvy Privacy Screen Protector, Compatible with HP ProBook 6465b Water Detector Water Leakage Alarm Water Overloop Leakage Alarm
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 WZHIJUN Modern Indoor Doormat, Water Absorption Non-Slip Entranc ZIHUAD Headphones for Games, Eating Chicken, Headphones, Headset Pbldb 3D Sea World Wallpaper Mural Art Wall Wallpaper Murals for Fast delivery-Acrylic Monitor Riser for Office Home Desktop, Des LS LIMO STUDIO LIMOSTUDIO 18 inch Dimmable Ring Light with Camer CHENSQ Over The Door Hook Hanger,Stainless Steel Heavy Duty Door the teapot company Rattan Hanging Basket, Nordic Portable Flower Tiki Tiki Awesome 3D All Over Printed Hawaiian Shirt, Hawaii Shi DFYHVN Action Figure PVC Collection Model Anime Figure Character
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 FAT SHEEP Pmxxy Floral Printing Sofa Cover for Living Room Slipc Beethoven's 2nd Bundle - 9 Items: Raceline Trophy 14" Grey Wheels 27" MotoRavage Car Shark Fin Car Antenna Shark Fin,Fit for Toyota Camry 2019 20 Car Inflatable Mattress Rear car SUV car air Cushion Bed Rear se Car Seat Cover Viking Odin Comfortable Fashion - Seat Cover Prot Cartoon Christmas Polar Bear Urban Canvas Laptop Single Shoulder LuxMart Polyester 12x18 Wholesale Lot 12 Chad Country Car Vehicl Ballroom Blitz US 2004 Texas State Quarter BU Uncirculated 25 Cents Coin Black
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Ass-DG Compatible with RS RS Heritage Edition Z28 Z28 Heritage E
1 2 3 4 5 3.42ct Brilliant Oval Cut Solitaire with Accent Halo Designer Ge yijia0213 Japanese Duvet Cover Cartoon Anime Adult Bedding Set Q WUCHENG 2 Holder Flower Stand Metal Plant Pot Stand Flower Displ Welcome to the NHK | 4 Discs | Anime Manga | NON-USA Format | YellowMaps Stuart VA topo map, 1:48000 Scale, 15 X 15 Minute, Hi Sickspeed 4 Pc Black/Polished Caps Aluminum Locking Lug Nuts Whe brandless European and American Women's Spring and Autumn Semi-E Zirgo 317699 Heat Sound Deadener for 65-70 Chevy Full Size Flo Decal Stickers Multiple Sizes Furniture Sale Red B Industrial Vi
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 Women Accessible Restroom Sign - Brown/White (3 Units) Romanti Rectangle Tablecloth Tropical Palm Leaf Pink Flamingo Ex
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 LEILUO 81PC Universal Oscillating Multitool Quick Release Saw Bl 4 Pieces Car Mat Carpet Watercolor Vintage Cartoon Bunny Rabbit
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 35" Round Gaming Chair mat, Chair mats for Hardwood Floors, Vect Honda Carburetor Assembly. 16100-Mey-D11 New Oem
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: Women’s Pinafore X Style Apron Baking Cooking Gardening Soft Lin (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 Wallpaper Hand-Painted Peony Flowers Black Bedroom Background Wa
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).