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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 Amymami LED Light Beer Bar Neon Sign Billiards Game Room Pool Sh 7 8 Amazing Formulas Citicoline - 250 Mg Capsules (Non-GMO,Gluten Fr LYYAN Adult Clip Adjustable SM Sex Toys for Women,32.3inch Coupl Dell PowerEdge R720 8 x 2.5 Hot Plug E5-2630 V2 Six Core 2.6Ghz Night Light Remote Control Air Plane 3D Light Led Table Lamp Ill LetsBuyGold 14k Yellow Gold Real Genuine Opal Aquamarine Woman
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ColorRite Tri-Coat 234 Passion Red Touch-Up Paint 1/2 Pint for K 13 Advancey Table Placemats and Table Runner Set Burlap Mats Chef G
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 CDQYA Women Scarf Fashion Print Cotton Spring Winter Warm Scarve Family Restroom Speedy Wheelchair Sign - NY/CT - Gray/White Mace Brand Triple Action Personal Pepper Spray (Black) – Accurat Vernonia OR topo map, 1:62500 Scale, 15 X 15 Minute, Historical, Mini PCI Express Adapter Mini PCI-E Riser Card Mini PCIE to Mini Bonyak Jewelry 18 Inch Hamilton Gold Plated Necklace w/ 4mm Ligh kjhgk Artificial Ivy Fencing Panel, Privacy Fence Screen for Bal Drama CD HARD EDGE DESIGN Girl's Youth Scottish Clan Crest Badge Mackenzi
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Oulaer Wig Loose Deep Wave HD Transparent 13X4 Lace Front Human 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VSO28DR/31L-PWA12K40 Hydraulic Piston UNICE Honey Blonde Highlight 13x4 Body Wave Lace Front Wigs Huma Fastasticdeals Custom Weatherproof Yard Sign Ice Cream #1 Outdoo Urban Trends Wood Shadow Box with Striped, Red Backing, Distress YINGGEXU Ceramic Porcelain Tea Set Accessories_Copper Ceramic Ha Puccy Privacy Screen Protector Film, Compatible with Dell Inspir Home Table Runner, Hotel Restaurant Table Clothes,Table Cloths H 925 Sterling Silver 4 mm Round Imitation Diamond Bezel-Set Solit FID10428 Barcode Ribbon ACCL 7Ft Cat6A UTP Super-Slim Ethernet Network Cable 32AWG Green
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Veri SanDisk Ultra 512GB MicroSDXC Works for Xiaomi Mi 4s by San guizhoujiufu Kitchen Mat Dish Place Mat New Geometric Pattern Pl Custom Wallpaper Photos Home Decor Mural Fantasy Rose Flower TV Puccy Privacy Screen Protector Film, Compatible with HP 24fwa 4T Jewels Obsession Gold Car Necklace | 14K White Gold Car Pendant Crone Metal and Mable Tray Table, Number of Legs: 2, Color: Brow Diamond2Deal 10K Yellow 2 mm Flat Wedding Band Ring for Women Daily Planet Goes to Australia: Fire Down Under Dunes Women's Iris braided Heel Sandal +Memory Foam Insoles
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ZMDZA Doll Plush Stuffed Toy Sofa Bed Pillow Home Display Model CHUFZSD I Love Someone Highly Accurate Smart Fitness Scale Weigh Ladieshow Foldable Laundry Hamper Basket with Wooden Frame Dirty American Shifter 526467 Shifter Kit (TH350 23" E Brake Trim Kit Baoblaze Tabletop Fountain with Warm Lights - Round Ball Falls I Fashion Unisex Lightweight Daypack Bag Bookbag Rucksack Alexison Protective Laptop Bag Laptop Sleeve Case 360° Protective 13 Inch ZTMLJT Twin Bedding (68x90 Inch) 3 Piece Colorful Dinosaur Print Rellamily Thanksgiving Holiday Table Runners 18x72inches, Farmho Roses Flowers Pattern Camping Stool Portable Folding Stool with
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Diamond Art Kits,Diamond Painting Purple Flower,5d Diamond Paint
1 2 3 4 5 Findamy Flowers Number Painting for Adults, Paintings Pictures A (Front Kit)(Heavy Tough-Series) 2 Silver Coated Cross-Drilled Di Lu Hong Multi-Function Dish Rack, S-Shaped Black Plastic Sprayin Lutema P0T84-1010-L01 FoxConn P0T84-1010 LCD/DLP Projector Lamp ARTIBETTER Floating Shelves Wooden Wall Mounted Storage Display ZHYYDS Roller Skates for Women and Men Classic High Top Canvas R New Package of 250 (pcs) 5/16"-18 x 2-1/2" Carriage Bolts - Plai CM-0354 Rotor Clip Equivalent External Retaining Ring, Medium Du S200 USB2.0 1600dpi Adjustable 4-Keys Colorful Glowing Wired Gam
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 Beach Sea View Photography Background Large Murals Coconut Trees unknows Beach Chair Cover, Boho Floral Cartoon Print Chaise Loun
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Drillco Series 200 1/4" X 4" Black Oxide HSS General Purpose Job CGSignLab |"Keep Out -Victorian Card" Heavy-Duty Outdoor Vinyl B
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 ZANZAN Laundry Basket Desktop Woven Storage Basket Rattan Round KYCHDY Explosion Models in Europe and The United States Partial
Chapter 13 Neural Nets and Deep Learning PDF Custom Library Desk Embosser - Personalized Round Seal with 50 G AINIYF Low Stool Multifunction Solid Wood Frame Flax were Able T
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 DP High Performance Clutch Kit (DPK213) 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 Brady SV410N, 47355 Notice This is A Smoke Sign, Pack of 20 pcs 7 8 Joie Women's Odeum Sandal Violet Dreams A-Tech 32GB RAM for Dell Latitude 5591, 5501, 5491, 5401 | DDR4 Rechargeable Automatic Vịbrạting Relax Pussy Pump Replacement For Lexus Is250, Is350 Year 2012 Parking Light By Te
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Ambesonne Winter Pet Bed, Frosty Air Holiday Pastel Orderly Repe 13 Explorer Cases 5823KTB 5822 Case with Custom Removable Padded Di
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Bluetooth Over Ear Headphones - Wireless Headset V5.0 with Deep CAIFENG Storage Rack Bamboo Bathtub Stand Multifunction Bathroom Cey99P-A Men's Hipster Pug Dog Quick Dry Short Swim Trunks, Slim SUOFEILAIMU-PHONE CASE Metal HRC60 2 Flute Ball Nose End Mill Ca Baiting Deer is Illegal Sign, Funny Deer Sign, 18x18 Inches, 3M Hand Chunky Knitted Blanket Thick Yarn Merino Wool Bulky Knittin Jewels Obsession Good Luck Earrings | 14K Yellow Gold Shamrock, 2.82 ct Round Marquise Cut Solitaire 3 stone With Accent Genuine Sword Art Online Alice Zuberg Anime Ultra-Soft Fleece Blanket Mi
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 GYJWXM Towel Bars Towel Rack Copper Fashion Simple Gold Color Ho 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 fake hair Short Afro Curly Headband Wigs for Women Synthetic Wig Quality JЕЕР DОDGЕ СНRYSLЕR RАМ Touch UP Paint Mango T HOSIMA 3D Printing Big cat Bedding Set Full Size Tiger Print for QLONG Rectangle Sliding Door Handles Sets | Barn Door Handles an Blue Spruce Chunky Hand Knit Blanket Buffy The Vampire Slayer Women's Costume Custom European-Style 3D Photo Wallpaper Wall Murals Wall Paper Killer Filter Replacement for Swift SF8400396UM N / A Outdoor Dining Set, Patio Dining Furniture Set,3 Piece Fol YellowMaps Newcastle WY topo map, 1:100000 Scale, 30 X 60 Minute
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 18/1P FEP Ins. Shield Twist Pair Audio/Control Cable T /50ft 827 St. Bonaventure University Official Stacked Unisex Adult Pull-Ov Amymami Beer Bar Pabst Neon Lamp Sign 17inx14in Beer Decor Handm James Jeans Women's Plus-Size Hunter High-Rise Jean in Coral Men's Color Matching Tapered Sweatpants Fashion Splicing Outdoor DIY 5D Diamond Painting by Number Kits Sunsets Beach,Full Drill 1 Pc of F6-28 Transformer Step Down 115VAC to 28VCT 1.1 AMP Angel Lover Preserved Flower Rose,Never Withered Roses,Upscale I Drawer Organizer Underwear Bra Organizer Storage Box Drawer Clos
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Davitu Cables, Adapters Sockets - Universal Car 12V bluetooth XDKJ Vintage Motorcycle Half Helmet Retro Baseball Cap Style Hel HIGHER MEN Interior Accessories Hand-Stitched Black Genuine Leat American Shifter 518099 Shifter Kit (4L60E 16" E Brake Cable Tri Red Diamond 14kt White Gold Mozambique Garnet 1/3 CTW Diamond ML Kishigo 1243 Type R Class 3 Ultra-Cool Mesh Surveyor Safety V LAOJUNLU Warring States Period Bronze Mermaid Antique Masterpiec Bigumbrella High Brightness White Light H8 H9 H11 LED Bulbs for HRiu00@ Fitness Leggings for Mens, Casual Peacock Spread His Tai QWERTYUKJ Chunky Knit Blanket Soft and Huge Throw Thick Giant Ca
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Teerwere Toy House Miniature DIY Wooden Dollhouse Handmade Minia
1 2 3 4 5 LiKin Towel Racks for Bathroom Towel Bars,Stainless Steel Swing Cellini Red Grey Diamond Wool Blend Argyle Big and Tall V-Neck S Japanese Akoya Cultured Pearl Drop Pendant with Diamond Clusters ArtPlaza Cheret - Musee Grevin Decorative Panel, 35.5x27.5 Inch, Motorcycle Brake Clutch Lever Motorcycle Brake Levers Adjustable 2020 Sci-Fi TV Series Motherland Fort Costume Women Officer Sold XM Ottomans ZfgG Portable Folding Stool with Back, Aluminum Mini Rexroth New Aftermarket A10VO28DFR/31L-PRA62K40 Hydraulic Piston Replacement Parts for Printer PRTA29553 for Ricoh MPC4503 C5503
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 Kimisoy Kids' Hooded Youth Sweatshirt Owl Yin Yang Comfy Hooded 2019-2020 Ram 1500 DT (New Model) Fuel Pump/Level Unit Module Ne
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Endangered Species Hippocampus Capensis Camping Folding Stool Ox Custom gift - Wailling Wall Israel - Square Hand Painted Glass T
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 Unfade Memory Privacy Fence Decorative Garden Fence Willow Fence Dangling Diamond Cross Pendant (1.7mm Diamond)
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: XZGDEN Wigs Hair Wig Lace Front Human Hair Wigs 150% Density Glu (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 MZP Chunky Knit Blanket Handmade by Soft Knitting Throw Bed Bedr
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).