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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 New Package of 35 (pcs) Hex Head 1/2" x 4 Lag Bolts Galvanized W 7 8 Mästuräbätör Mäle Mästerburbätör Töy Sticker Men Sexy Töyes Self MGPRO New Replacements Steel Front Bumper Face Bar Compatible wi American Shifter 503012 Shifter Kit (AOD 10" E Brake Cable Trim Cute Fashion Hand Chunky Wool Knitted Blanket Thick Yarn Merino xinyawl Alarm Clock Projection Radio Alarm Clock LED Digital Des
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 3pc Girls Teal Blue Coral Pink Patchwork Quilt Full Queen Set, S 13 Hexagonal Shank Three-point Woodworking Drill Bit Perforating Su
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 NEW Front Brake Pad Set and Wear Sensor Kit Genuine For BMW E82 Goodman 2.0 TON 14.0 SEER Air Conditioner Bundle with Furnace (G Beware of Dog Sign German Shepherd, Dog Warning Sign, 18x18 Inch Qsuofurb Chinese Style Embroidery Summer Men Casual Loose Short UAC RD 6676C A/C Accumulator Oauxy Mini Portable Air Conditioner Fan 3 Wind Speeds Evaporativ Rexroth New Aftermarket A10VO28DFR1/31R-VRA12K03 Hydraulic Pisto 3D Blooming Flowers 2465 Wall Paper Print Decal Deco Wall Mural Qwjdsb for VW, for Tiguan I 2007-2020, Armrest Dual Layer Large
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 BD-13291 DIY Beads Natural Freshwater Pearl Beading Square Shape 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Cuifati WiFi Card, Performance optimization, Full Height and Low 1/5 Cttw Diamond Two-Stone Bypass Ring Band (.20 Cttw) (Width = 420 Pieces Antique Silver Tone Jewelry Making Charms Findings Fa Premier Protein Shake, Café Latte, 30g Protein, 1g Sugar, 24 Vit Heisser Sand Society6 Luxurious Faux Gold Leaf Polka Dots Brushstrokes by Gir Verified by SanFlash Ultra SanDisk 1TB Works for Asus ROG MicroS F-29-1 zsst Laptop Sleeve Case Cover Cute Puppy in Baseball Mitt Carryi HOMESROP Kids Play Tent Children's Pop Up Tent for Boys Girls In
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Throw Pillow Cover 18x18 in Home Decor Pillow Sofa Pillow Decora ZHONGTAI Floor Coat Rack Metal Coat Stand, Free Standing Coat Ra ZPTECH Drawer Organizers Adjustable New Drawer Organizer Home Ki DXKHDYZ Collectible Figurines Nordic Resin Simple Abstract Deer Rug Source One-of-A-Kind Oushak All-Over Handmade 9x13 Beige Woo Mighty Max Battery 12V 9AH Replacement Battery for Liebert GXT3 Welcome Income Tax Service King Windless Flag Pack of 4 Sign wit 14k White Gold Amethyst Round 8mm Polished Amethyst and .05 Dwt Dog Paw PrintExquisite custom printed school or office Backpack
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Dison 43" / 110cm 5-in-1 Circular Collapsible Multi-Disc Light R Lands' End Men's Waterproof Packable Windbreaker Jacket Rembrandt Charms Squash Charm, 10K Yellow Gold Open Trail HD 2.0 Axle Rear Compatible With Polaris RZR XP Turbo LKDF Clear Table Cover Protector, Thick Clear Desk Protector Tab Watercolor Fabric Shower Curtains, Pink Flamingo Couple in The S Breeze Decor Dog Pekingese Happiness Garden House Flags Kit Anim Cigarette Case RDJSHOP Can Hold 20 Ultra-Thin PU Storage Box Sta HUHUO Ceramic Flower Stand, Plant Stand,Outdoor Plant Stand, Chi NXFGJ Leather Fabric Grained Faux Leather Fabric Leatherette Thi
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
BreaAP Lower Radiator Hose Compatible with F250 F350 F450 F550 S
1 2 3 4 5 Bluelans Family Pool, Inflatable Swimming Pool Rectangular for C KATARINA Amethyst and Diamond Heart Pendant Necklace in Gold or MONROE 23965 Shock Absorber buggies unlimited Club Car Precedent (04-Up) Golf Cart Replaceme American Shifter 530896 Shifter Kit (AOD 23 Swan E Brake Cable C EILANNA Usb Backpack Carry On Bags 17 Inches,Ocean Sunrise Nauti ZHANGWUNIU WUZ Store Right Engine Stator Cover Protector Case Sl 500/1000/1500/2000 Pieces Jigsaw Puzzles, HD Wooden Puzzles, Chi Kingston GO! Plus Works for HTC Desire 320 512GB MicroSDXC Canva
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 Equality Day Wine Tumbler With Lid Feminism 12oz Double Wa Happy Easter Bunny Driving Truck Eggs Adult Children Backpack Ba
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Wecnday-Home Compact Binoculars High Power Telescope HD Binocula Fetcus Corner Brackets - Stainless Steel Floating Shelf Brackets
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 Fantasy Home Decoration Blanket Illustration of Mystic Night Lan ScottDecor Modern Aquarium Fish Tank Dynamic Man on The Bike Per
Chapter 13 Neural Nets and Deep Learning PDF ZPZDD LED Light Night Lights Lamp Wall Decoration Decorative Sig SHENYUAN Wig Wigs 13X6 HD Lace Frontal Wig Body Wave Lace Front
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 Genuine GM Parts 15131574 Driver Side Taillight Assembly 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 "Coming Soon -Basic Black" Wind-Resistant Outdoor Mesh Vinyl Ban 7 8 Tabletop Fountain Golden Cornucopia Tabletop Water Fountain Resi FAG NJ315E-TVP2-C3 Cylindrical Roller Bearing, Single Row, Strai Derale 25773 Low Profile Sandwich Adapter Kit STUMPE Beer and Ale Cerveza Lighted Wall Sign LAOTANG 7PCS Graduation Yard Sign Decorations 2021 - Congrats Gr
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 LUXERAD 3 Layer 4.5mm Performance Silicone Radiator Hose For Su 13 Personalized Parrot Happiness is A Warm Quilt - Parrot Quilt Qui
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 GOG Freak Boremaster Insert Kit - Aluminum - Soft Case XIALIMY Hair Clips and Headbands 10PCS Colorful Seersucker Waffl NBK Japan MJC-95CSK-EWH 1 1/2 inch to 40mm Jaw-Type Flexible Cou SWAOOS Hamsa Hand Pendant Pave Zircon Wish Card Necklaces Rose G Round Rug for Dining Room Bedroom Black Bee Filling Floral Non-S Color Small House Children's Room Bedroom Wall Decorations Wall Key Storage Lock Box, Easy to Install Rust Free 4-Digit Combinat Calvin Klein Women's Petite Split Sleeve Jumpsuit with Self Sash Waterford Crystal Alana Port Wine
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 XIZHOUCUN Hook On The Door Hanger-6 Hooks On The Door for Hangin Ultra-Slim Black Flat/Fixed Wall Mount Bracket for LG 47LM8600 4 XDCGG Steering Wheel Cover Heart Summer Wildflowers Drawn Cornfl KRV26LLH - NTN - Needle Roller Bearing - Factory New HJKKLL Fit for Samsung Galaxy A6, A8, 2018 Plus, Kickstand, A6, Backpack for Teens Men Women Storage Packet,Horse Race Equestria ZHOUMOLIN 1/2/3/4 Seater Flower Pattern Sofa Cover Sofa Slipcove Purple Beautiful Butterfly Round Large Outdoor Mat Sandless Micr eCarpet Gallery Area Rug for Living Room, Bedroom | Hand-Knotted ProSphere Iona College Boys' Zipper Hoodie, School Spirit Sweats
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 XDCGG Steering Wheel Cover Pop Art Ceetah Head Ceetah Microfiber 14k Gold Polished Fancy Mesh Bracelet 7.5 Inch Jewelry Gifts for Wasser End Table, Adult Assembly Required: Yes, Top Color: Clear Men's Sneakers Slip-On Tennis Shoes - Lightweight Walking Shoes MOUNTUP Dual Monitor Wall Mount Freestanding Monitor Stand Bund Wallpaper Mural 3D Retro Wood Grain Three-Dimensional English Le Kingston 512GB Samsung Galaxy Note 3 Neo MicroSDXC Canvas Select WARNING BIOHAZARD (W/GRAPHIC) Liyuzhu 6 PCS G4 126LEDs 3014SMD LED Light Bulb 5W LED Corn Ligh
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Golden Fabric Rose Background Mural 280cm(L)x200cm(H) Dell PowerEdge R730xd 24B 2.5" SFF - 2x Intel Xeon E5-2680 v4 2. Pbldb High-Definition Fruit Fresh Summer Hawaii Seawater Living Ambesonne Dinosaur Coverlet, Cheerful Jurassic Nursery Themed Ch Panegy Men's Hiking Outdoor Cargo Short Pants Summer Quick Dry H Men's 100% Polyester Blue White Strips Red Crawfish Beachwear, F When The Dm Smiles It'S Already Too Late Unisex Leakproof Lunch Custom Mural Cute Cartoon Balloon Bear Cub Animal Child Room Bac LKDF Clear Desk Cover Protector, Clear Desk Cover, Rectangular V ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with Y
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Clear-Lay Acid-Free Transparent Film, 14 X 17 in, 0.005 mil Thic
1 2 3 4 5 Home Orange Tribal Ikat Lumbar Throw Pillow Modern Contemporary Oval Emerald Solitaire Pendant with Trio Diamond (7x5mm Emerald) Magazine Rack -Solid Wood Wall Magazine Rack Rack Wall Hanging C Peppa Pig M004176 2in1 10inch Bike Training, Multi BUQDA Car Hand-Stitched Suede Steering Wheel Cover,for Volkswage 3D Printing Blanket Volcano Fleece Throw Blanketsuitable for Chi ADSVMEL Christmas Tree Blue Christmas Tree with Ball Accessories Westward HSS Round Adj Die, 13/16 In, 10,24 Pitch - 10N559 Pack Fhis Dispensing Dispensing Machine Manual Switch Manual Controll
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 CARCOVERCJH Car Cover Hatchback Cover Sedan Cover Convertible Co November Birthstone - London Blue Topaz Halo Pendant with Diamon
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 BigNewPowered Global AC/DC Adapter for Sager NP3245 Clevo N240BU Clara Pucci 1.85 ct Heart Cut Solitaire Accent Halo split shank
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 Night Riding Accessory with USB Rechargeable for Women and Men f ROLLWAY LP1310U Cylindrical Roller Bearing
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: Classic Rosette Set with Turino Levers Left Hand Passage in Anti (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 Emergency
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).