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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 Sheets Sets for Bed,Bedding Printed Comforter Set Microfiber Dow 7 8 14k White Gold V-End Prong Pear-Cut Diamond Solitaire Pendant (3 Apevia Java 500W ATX Power Supply COUPER LE MOTEUR Black and White Protective Cushioning Rug Pad Indoor Outdoor Mon Herend Reindeer Bunny Figurine Chocolate Fishnet
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 YJRBZ Modern Long Carpet Runners for Hallway, Width 60cm/80cm/10 13 ALERA VA296015MC Valencia Series Open Storage Hutch, 58-7/8w x 1
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 1.02 Ct Certified Black Diamond Gold Bridal Ring, 0.37 Ct Antiqu haoricu Men's Knitted Cardigan Sweater Autumn Outdoor Sweatshirt The Oregon Trail SOTROWIN Sandals for Women Fashion Casual Summer Flat Crystal Rh LIMEI-ZEN Waterproof, High Power Binoculars 12x42 Bak4 Prism for Endangered Species Parantica Kuekenthali Camping Folding Stool O Jewels Obsession Gold Crucifix Necklace | 14K White Gold Latin C Floral Flower Hawaiian Shirt, Hawaii Shirt for Men, Summer Cloth Verified by SanFlash Ultra SanDisk 64GB Works for i-Mate Ultimat
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 14k White Gold Script Letter E Initial Monogram Name Pendant Cha 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 0.38 CT Lab Created Morganite Pendant Necklace, Cluster Drop Nec Yqs Placemat Set of 4 PVC Bamboo Plastic Placemats for Dining Ta vacuum cleaner, Desk vacuum cleaner Nail RepairNail Care RBC BEARINGS BH2428LSS 1-1/2" Bore x 2.8175"OD High Misalignment Rexroth New Aftermarket A10VSO45DRG/31L-PWC12K03 Hydraulic Pisto Yuzhijie Craft White Lace Decorative Umbrella Photography Scene 20 Sẹẹds Cạrpobrotụs rossịị ( Sẹẹds) Sụccụlá FDSF Alloy Code Combination Cam lock Keyless Post Mail Box Cabin New Fashion Style Mens Leather Jackets Motorcycle Bomber Biker B Chance The Rapper Casual 3d Printed Backpacks Lunch Bag Cooler T
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Woven Seagrass Belly Basket Seaweed woven flower goal with leath Stay Gold Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4607 6 New Pack of 500 Pcs 3/8-16 x 3/4" inch Stainless Steel Carriage WELLFLYHOM Auto Car Seat Covers for Women Car Full Set with Desi Geometric Transitional Oushak Turkish Oriental Area Rug Wool Han SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 2.4GHz 10-Cor Chutian Global Trading Binoculars, 40x22 High-Definition High Ma Seat Belt Must Be Worn Warning Vehicle Safety Business Sign Deca
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Indoor Room Rug, Courage The Cowardly Dog Uphome Flannel Microfi OEMUSEDAUTOPARTS1.COM-Owners Manual Book Compatible with 2011 Au EILANNA Lightweight Breathable 3 Piece Bedding Set with 2 Pillow Replacement Parts, Carburetor Air Fuel Filter Kit for Stihl Fs38 Kingston GO! Plus Works for Samsung Galaxy S8+ 512GB MicroSDXC C American Shifter 497426 Shifter Kit (8" E Brake Cable Clamp Clev StopTech (127.42082CL) Brake Rotor 6 pcs 90x132 Premium Polyester Rectangular Tablecloths Home Line Contact Lens Travel Case, Portable Contact Lenses Storage Box Co 6 3/4-24 Western Sulphite SFI Plasticleer Window (1 1/8 x 4 3/4
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Estink Rock Wall Grips, 12Pcs Tree Rock Climbing Holdswith Sturd
1 2 3 4 5 Cetus Moon Embellished Zodiac Constellation Fine Art Giclee Prin Adam Lambert - 36X48 Rare Poster Print FCA #IDP50061 Decorative Mirrors for Wall Decor,Flower Shape Wall Mirror for B JQSM for S-UZUKI GSX1300R GSX650 GSX1400 V-Strom 650 1000 DL650 GGAA Reading Pillow Bed Chair Chair Pillow Collection Foam-Fille XLDD Travel Cover Blanket Velour Bed Throw Blankets - Super Soft CGSignLab 2468351_absw |"Do Not Enter -Victorian Card" Premium A I Make People Beautiful Lunch Bag Adjustable Shoulder Strap Insu Catalina Rug Signature Persian Rug Isfahan Wool Beige Floral 8x1
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 KMFDM Vogue Fashion Men's Man Casual Sweatpants Pant with Pocket Spiral Tie Dye Backpack for Girls School Backpacks for College S
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Cole Haan Women's Studiogrand Kt Tr Fashion Sneaker BRILLIANT TOOLS BT158024 Werkstattwagen-Einlage mit Ringmaul-und
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 Emiqude Men's Flower Casual Button Down Short Sleeve Hawaiian Sh Mighty Max Battery 12V 7.2AH SLA Battery for Belkin AP30800-10 P
Chapter 13 Neural Nets and Deep Learning PDF DIY 5D Diamond Painting by Number Kits, Cat Kids Full Drill Diam Petunia Plant Flowers - 1000 Jigsaw Puzzles for Adults for Kid
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 SAXX Men's Underwear SPORT MESH Boxer Briefs with Built-In BallP 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 Logitech G213 Prodigy Gaming Keyboard with 16.8 Million Lighting 7 8 450 EXC 450EXC Carburetor/Carb 2004 2005 NEW 1.15 ct Twisted Loop Diamond Pendant 14K Gold (G,VS) Signature R Campbell DD0720167 35 Piece 15" x 9.5" Repair Links and Cold Shu Generico Mens Cotton Trousers Stretch Skinny Slim Fit Sweatpants Lather Wood Shaving Soap - Bay Rum - Simply The Best Luxury Sh
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Night Light 1PC LED Night Light Mini Light Sensor Control Nightl 13 1.20ct Round Cut Pave Solitaire Accent Davidsonite Mint Green Si
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Masturbator Toys for Women Rechargeable Automatic High-Vacuum Pe 50Pcs. WHOLESALE Tibetan Silver HEART of Hearts Large Charms Pen Mammut - Men's Aconcagua Light Midlayer Jacket, Granit Melange, zxb-shop Bird Feeders for Outside Lovebird Canary Aviary Transpa Surgewaves B6 Wireless Transmitter Receiver Two-in-One Wireless ZPTECH Drawer Organizers Women's Storage Bag Travel Necessity Ac Clhhsy 3D Art Wallpaper Custom Photo Wallpaper 3D Waterfall Land Combustible Gas Detector Methane Detector Gas Detector Combustib Supplies for Blue Easter Egg Hat Bunny Figurine Holding Egg - Bu
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Goodman 5 TON 16 SEER Air Conditioner bundle (GSXC180601 CAPF496 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Plants Vs. Zombies Travel Laptop Backpack,With Usb Data Cable An Rexroth New Aftermarket A10VO45DFR1/31L-PRC61K40 Hydraulic Pisto Bundle For 07-09 TUNDRA FRONT BUMPER PAD VALANCE REBAR RETAINER Martin Tool 610 Black Oxide Wrench Nature Landscape Custom 3D Wall Mural Wallpaper Small Creek Wate OneHoney Happy Funny Quotes and Footprint 3 Pieces Bath Rugs and AYLYHD Table Protector Plastic Tablecloth Desk Cover, Rectangle Clara Pucci 2.1 ct Brilliant Princess Cut Stunning Genuine Flawl LoomBloom 9'5''x12' Hand Knotted Wool Oriental Area Rug Rust, Bl KM 1/2 Speedbor 2000 Wood Boring Bit (2 Units)
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 GRATNNA 3 Piece Bath Rug Set,Pet Dog,Non-Slip Washable Bathroom New Go Away Theme Gnome and Squirrel at The Window Wall Plaque H Heathrow Scientific HS1424C 100 Ml, Diamond Polystyrene Weigh Bo JOYGOOD Outdoor Statues Romantic Pink Courtyard Garden Decoratio 8L 6100 SYNNERGY 5W30 Filter Motor Air Oil Change kit W163 ML350 DENTISTA - Windless Swooper Flag 3x11.5 ft Tall Feather Banner S 2000 Best ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with L Travel Backpack For Women Men Clear Seamless Texture Stylized Pa
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ZSY LZ-5299 Small Dual Drive Battery 12V7AH1 with 2.4G Remote Co IDEALSANXUN Men's Casual Loose Fit Multi-Pockets Military Cargo Custom 3D Wallpaper Mural Colorful Umbrella Oil Paper Umbrella T Qomrcy Jellyfish Wallpaper Round Mouse Pad for Office and Home W Crochet Beanie with Pom Pom 6 Ft Round Soft Carpet for Kids Girls Non-Shedding Entryway Door KYCHDY Beige-Purple Gradient Wig Ladies Handmade Lace European a Coral Fleece Area Rugs Soft Non Slip Floor Carpet Comfy Accent R ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with M SanFlash Kingston 512GB React MicroSDXC for ONN ONA19TB007 with
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 Savannan Rectangle Area Rug Indoor Runner Rug, Merry Christmas E Double-layer Velvet Jewelry Box European Jewelry Storage Box Lar WZHONG Heavy Duty HDPE Shade Canopy, Garden Flower Plant Greenho Emoshayoga Bamboo Bathtub Storage Rack Bathtub Storage Shelf Eco Ruby Infinity Knot Pendant with Diamonds (5mm Ruby) Faux Leather Grained Faux Leather Fabric Leatherette Vinyl Heavy ProSphere Herriman High School Girls' Pullover Hoodie, School Sp ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H Synvy Privacy Screen Protector, Compatible with HP OMEN by HP 27
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 LIUMANG Garden Statue Garden Sculpture Decorations Craft Frog Re ZXDHNS Modern Murals Art Poster – W X H/177 X 118 Inch – Removab
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Case for Ipad Pro 12.9 Tropical Leaves Flowers Protective Case C LUOKANGFAN LKKFF Cell Phones LCD Screen LCD Screen and Digitizer
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 18 Gallon Fuel Gas Tank Direct Fit for 1970 Chevy Camaro Pontiac Mitsubishi Materials MS2MSD0520 MS2MS Series Carbide Mstar Squar
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: Wall Mounted Shelf Floating Shelves Floating Wooden Wall Shelf S (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 Air Filter FEBI compatible with IVECO MERCEDES Eurocargo I-Iii 9
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).