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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 ArtPlaza Albrecht Durer - Self Portrait 2 Decorative Panel, 27.5 7 8 Historic African American Garden House Flags Kit Patriotic July 24 inch Wooden Lazy Susan Mahogany with Puritan Pine stain OFFTEK 1GB Replacement RAM Memory for BenQ Joybook 6000 E-106 (P Kingston GO! Plus Works for LG UN540 512GB MicroSDXC Canvas Card Kimiwodaite Nemuritai
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 American Shifter 463099 TH400 Shifter Kit 12" E Brake Trim Kit D 13 American Shifter 486929 Shifter Kit (904 6" E Brake Cable Clamp
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Black Tilting Wall Mount Bracket for Pioneer PDP-5030HD Plasma 5 Society6 Canadian Animals Black White by Sharon Turner on Water RTGB My Hero Academia Hoodie,Fashionable Hooded Long Sleeve Loos wangqianli Ladies' Straw Hat Outdoor Seaside Beach Hat Sunscreen Outdoor Research Men's 24/7 Shorts Eulbevoli Battery Operated Light, LED Tree Lamp IP20 Waterproof Nmc Bilingual Lockout Pouch Kit American Shifter 523027 Shifter Kit (C6 23" E Brake Cable Clevis GECOKU Micro Landscape Meditation Buddha Statue Decoration Japan
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VSO45DFR/31L-VWA62K68 Hydraulic Pisto 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 California 1911 State Bear Indoor Outdoor Dyed Nylon Flag Rope H Calicomfy Hand Made Rust Fine Hand-Knotted Sultanabad Area Rug f American Shifter 434185 Shifter Kit (4L60 23 Swan Trim Kit BLK P Howilath Trendy Cartoon Dinosaur Print Car Seat Covers Set of 3, Now Hiring Maintenance (18" X 24") Yard Sign, Quantity Discounts Hummingbird Camping Stool Portable Folding Stool with Carry Bag Lovejoy 68514439175 Steel 80 Round Hub, 3-5/8" Bore, 2.66" Lengt 8 Pcs Coasters for Drinks Ultra Absorbent Ceramic Coaster Non-sl N\C Fashion Women's Backpack Waterproof Rucksack School Bag Suit DaJiKan 1.8/2.1/2.4/2.7/3.0m 3 Section Baitcasting Fishing Rod T
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Large Photo Murals 3D Wall Paper for Living Rooms Tv Background Charger for Motorola NTN9816 Dual Bay in-Vehicle Rapid Charger Oulaer Hair Highlight Long Straight Human Hair Wig 13x4 HD Trans NBK Japan MJC-80CS-EWH 7/8 inch to 1 inch Jaw-Type Flexible Coup Desecraft 250gsm Textured Cardstock Paper, Double Sided Solid Sc Singles Complete American Shifter 528456 Shifter Kit (727 23 Swan E Brake Cable C Fuel Pump, Aluminum Alloy Fuel Oil Pump 5007423 Replacement Acce aihanbaihuodian Wigs Dyed Long Curly Hair Ladies in Europe and A
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LSXIAO 120gsm Waterproof Tarpaulin, Lightweight Polyethylene Cur BTYAY Wood Chip Hand-Woven Basket Picnic Shopping Basket with So HELLOWINK Duvet Cover 3 Piece Bedding Set Queen Size, Pink Wonde EMIAOTO 4¡ÁParking Sensor PDC 2125420018 A2125420018 for -Benz C Delkevic Full 4-1 Exhaust compatible with Yamaha XJ600 S N SEC Rindasr Vacuum Cleaner,100W Storage Wet and Dry Vacuum Cleaner D QIUMIN Women Sandalias Casual Beach Slippers Sandals Buckle Belt 14K Madi K Cz Children'S Heart Post Earrings PAINTSCRATCH Touch Up Paint Pen Car Scratch Repair Kit - Compati Socira Fleece Sherpa Blanket,Bible Verse Inspirational Faith Scr
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
JINYUN S-Shaped Push Up Stand2,Steel Push-Up Brackets,Comfortabl
1 2 3 4 5 FuRyiGold 5D Diamond Painting Kits,Full Drill Cross Stitch Embro PANOOB 4K 8CH PoE Video Surveillance Systems, 4K/8MP 8 Channel N YJRZT Sculptures Statue Ornaments Figurine Woodcarving Solid Woo ZDSM Footrests for CMX250 CMX 250 CA250 1996-2011 Foot Pedal Mot Set of 4 Luxe Hydration 12oz Insulated Stainless Steel Wine Tumb ZOE GARDEN 4 PCS Shower Curtain Set with Non-Slid Rug Runner, Ab N/ A Decorative Mural- Wallpaper 3D Garden Wall Papers Roll Home Jewels Obsession 14K Yellow Gold Anchor 3D Pendant with 18" Neck Saint Bernard w/Rough Coat Paddy Wagon Doogie Collectable Figuri
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 RTYUI Bath Mat, with Strong Suction Cup, Bath Mats, Coir Door Ma WERTYU Hanging Swing Egg Chairs Outdoor Swing Chair Cushion Hang
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Rexroth New Aftermarket A10VO28DFLR/31L-VRC61K03 Hydraulic Pisto Society6 Art Nouveau,Original Wood Work, Elevator Door, NYC Buil
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 January Birthstone - 3.50 CT Marquise Cut Garnet with Moissanite Large Flower Gladiolus Bulbs,Garden Flowers,Mysterious Magic Lig
Chapter 13 Neural Nets and Deep Learning PDF April Birthstone - 1/4 CT Modern Snowflake Pendant Necklace with Watch Waterproof Tester, Portable Durable Watch Pressure Tester
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 Squeeze Bottle, Comfortable Squeeze Cooking Bottle Anti-slip Ket 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 2 Tier Stainless Steel Steamer Pot Steaming Cookware Induction C 7 8 Shahbanu Rugs All Over Floral Design Ivory WoolSilk 250 KPSI Na Room Decoration Doll Statue Figurine Ornament Cute Pink Doll Mod Mighty Max Battery 12V 75AH Battery Replacement for CSB GPL12750 Trellis Red Runner Rug Hand-Tufted Wool Carpet 3x8 (2' 7'' x 8' Mystery Box Electronics, Mystery Boxes Random, Birthday Surprise
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Swim at Your Own Risk Sign, Pool Sign, (SI-6781) 24x36 Inches, 1 13 BWBZ 2 Pcs Kitchen Cabinet Hardware Green and Environmentally Fr
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 16 oz Stainless Steel Coffee Mug with handle - Nebraska Cornhusk Vxeqnr 4 Gallon 16L Automatic Touchless Intelligent Induction Mo Modern Contemporary Area Rug for Living Room, Thanksgiving Happy DAMAM26SNMBF0 - D Sub Connector Housing, 26 Positions, High Dens Bamboo Zen Stones Pond Car Seat Covers 2 Pcs Reindeer Horn Polye Bluebonnet Jewelry Sterling Silver Handmade Bluebonnet Flower Ea Rechargeable Adult Toy for Women Couples,Powerful Tongue Suck QTBH Desk Arm Mount Mechanical Spring Single Monitor Desk Mount InterestPrint Christmas Snowflake Men's Hawaiian Short Sleeve 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 Personalized Parents Wedding Gift to Daughter or Son on Wedding 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Rick and Morty Blown Minds Unisex Adult Pull-Over Hoodie KGDC Book Mark Bookmarks with Metal,Classical Fan-Shaped Bookm Cabilock Corner Table Shelf Metal Floor Storage Corner Tower 2 T Guyker Brass Guitar Bridge Saddles Set of 3-10.8mm In-Tune Compe Lift Spindles Cv82Xx 3" Lift/Non Adjustable Upper Control Arms X Dinosaur (2) Case for iPad Pro 12.9 in Case 4th Gen 2020 Tablet Proverbs 3:5 - Trust in the Lord - Bible Quotes Canvas Wall Art Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4603 v ZRONGQF Folding Chairs for Outside Portable Fishing Chair Campin Woven Storage Baskets for Closet - Rattan Storage Basket with Li
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 HWCUHL Wall Stickers Kids Bedroom Forest Animal Cheetah Canvas A 1000 Pieces Wooden Jigsaw Puzzle Saint Simons Island Georgia Lig Believesinkinto Under Desk Drawer Slide Out Under Table Drawer O NaughtyBB Lumbar Support Pillow Lower Back Pain Relief Memory Fo FWZJ Anime Carpet, One Piece: Monkey D. Luffy 3D HD Print, Home Bitiger Military Tactical 7 Inch Boots Breathable Lightweight Me SAMACHICA Plus Size Dresses for Women Casual Button Down Shirt D ChileYile Hypoallergenic Wrinkle Free Bed Sheet,Four Seasons Q Alina Natetkova - Girl Power 2 Fabric - Digital Inspirational Ph
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 JIUCHUAN Indoor Doormat Gray Light Marble Stone Texture Backgrou DAMPER-CRANKSHAFT Hymj 3 Pack Plant Pallet Caddy, Plant Stand Round Flower Pot Mov Oulaer Hair Ombre Body Wave Wigs Human Hair 1B/27 Color 13X4 HD 12x17 Tuscan Needlepoint Wool 17th-Century Aubusson French arth TK Classics Cover Set for BARBADOS-10b Aruba New Saint Michael Slaying Chained Statue Home Decor Figurine EB- Valleverde 45124 Moccasin Woman Pendleton Men's Long Sleeve Classic Fit Lodge Wool Shirt 12x18 Inch Bolster Cylindrical Pillow Insert Form
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
RENSLAT Imported Copper Chanting Buddha Sound Bowl Singing Bowl
1 2 3 4 5 Corolado Spare Parts, Carburetor for Makita 6000 Troy Bilt Homel 2011 Mercedes-Benz GL450 RIGHT Fog light lamp 2518200856 NEW 3.40ct Princess Cut Pave Solitaire Accent Red Simulated Diamond AMLaost Paddle Gearbox Car Accessories Steering Wheel DSG Paddle American Shifter 344879 Shifter Kit (6" E Brake Cable Clevis Tri zlw-shop Tissue Box Holder Creative Handmade Watermelon Tissue B Ambesonne Colorful Ottoman Cover, Retro Spring Grunge, 2 Piece S Open Glass neon Sign #10595 Made in USA ashtray Square Glass Ashtray for Home Indoor and Outdoor Decorat
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 Baga Goodies Pre Lit Battery Operated Fold Out White Wooden Adve RONGYUANDS Attack On Titan Warm Soft Novelty Ultra-Soft Micro Fl
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 AT89C51ED2-SLSUM, MCU 8-bit 8051 CISC 64KB Flash 3.3V/5V 44-Pin Statue LMZli Brass Happy Buddha Sitting Laughing Buddha Feng Shu
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 8,5x12 Metallic Bubble MAILERS, Glamour Padded Quality Shipping Ai No Katachi
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: GJF Rugs and Carpets for Living Room Anti-Slip Bedroom Floor Car (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 YHYH Coin Bank Astronaut Piggy Bank, Children's Piggy Bank Resin
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).