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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 [12 Sets ]V-Pro 68235275AA Fuel Filter and 68229402AA 8157 Oil f 7 8 HELLOWINK Rectangle Table Cloths 60x90inch,Thanksgiving Geometri Dial Gauge - 8 Jewels Shockproof Dial Indicator 0.001mm 0-1mm Di Video Game Tournament (18" X 24") Yard Sign, Quantity Discounts, Mr Mower Parts Lawn Mower Snow Blower Belt Made With Kevlar For Kingston 512GB Samsung Galaxy Note 10+ 5G MicroSDXC Canvas Selec
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VO45DFR/31R-PUA11K40 Hydraulic Piston 13 Grey Snake Skin Doormats Non-Slip Washable Indoor Outdoor Rug Pa
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 GEHECRST 3 Red Roses Ornament, Crystal Collectible Figurine, Flo Sickspeed 16 Polished/Red Capped Aluminum 60Mm Extended Lug Nuts Cute Trendy Backpack With Pencil Case Kids School Bookbag Casual Plutus Brands Plutus Full Stripe Handmade Throw Pillow, 20" x 26 Miami Vice (Unrated Director's Cut) Rusty Men's Marsh Crew Neck Sweater Sweatshirts Lunarable Abstract Reading Pillow Cover, Geometric Squares Optic Monitor Arms Stands Column Monitor Desk Mount Stand Dual Scree GemAbyss Beads Gemstone Chalcedony Carnelian Faceted Tear Drop G
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Dell PowerEdge R820 8 Bays 2.5 Server - 2X Intel Xeon E5-4607 6 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Shop Square 8” Cast Iron Grill Press, Pre-Seasoned Burger Press YIBO Double-Sided Portable Large Mouse pad Player Waterproof PU Extra Small Outdoor Round Table Cover Kingston GO! Plus Works for Xiaomi Redmi 3S Prime 512GB MicroSDX Z.L.Q Wigs Dark Green - Purple Gradient Wig Ladies Handmade Lace G1/4 Thread PC Water Heat Exchanger,Computer Radiator Water Cool MAIZ Sun Hats 2021 Summer Lady's Big Bow Sun Hat Ribbon Style Vi Medicool Advanced Hand Sanitizer | 48oz Baosity 14'' Heavy Duty Rotating Caulking Gun Hand Tool Sealant SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 CQR Men's Tactical Pants, Water Repellent Ripstop Cargo Pants, L Genuine Toyota 58905-33050-B0 Console Compartment Door Assembly Lunarable Coffee Area Rug, Foamy Hot Coffee Beverage in White Mu Amymami Beer Bar New 20inx16in Sports Team CB Neon Sign (Various American Shifter 360071 Shifter Kit (TH350 10" E Brake Cable Cle Car Floor Mat Mats for Cars Front Non Slip Durable Safe Travel A LED Ring Light, Table Top 10-inch USB Ring Light, 3 Light Modes Gaming Chair Office Chair Swivel Reclining Desk Computer Gaming Foxs Slide Sandal For Women Men,Flat non-slip soft black soled,O
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Sheicon Purity ≥99.995% Zinc Metal Granules Reagent Grade Granul EMIAOTO 4PCS Fuel Injector for Nissan RB20DET Skyline 180SX 200S ArtVerse John James Audubon Brasilian Caracara Eagle Pillow (w/R Angeleno Heritage Christmas House Flag Dowel Set Winter Santa Ma Aux Armes Et Caetera Boys Suit Tuxedo 5 Piece Set Windowpane Plaid Peak Lapel Vest Ki Jim Clift Design Film Reel Gold Lapel Pin LUOKANGFAN LLKKFF Spare Parts Smartphone LCD Screen and Digitize D DOLITY 4-in-1 Car Vacuum Cleaner Tire Inflator Tire Pressure G Rexroth New Aftermarket A10VSO45DRG/31L-VSC11K40 Hydraulic Pisto
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Society6 Paris Map by Mapsland on Wall Hanging Tapestry - 88" x
1 2 3 4 5 Rexroth New Aftermarket A10VO45DRG/31R-VKC12K02 Hydraulic Piston Smart LED Night Light Wireless PIR Motion Sensor Light,Indoor/Ou Modern Rugs Woven Printed Chic Style Area Rugs Soft Carpet Rugs Roxy Women's Pina to My Colada Straw Sun Hat Helly-Hansen 53056 Women's Thalia 2 Short Ring Light Dimmable with 3 Light Modes 10 Brightness Level LED 1000 Piece Puzzles for Adults- White Tiger Goldfish- Jigsaw Puzz Star Wars Rebel Heroes Vader Rainbow Glimmer Graphic Hoodie Why Squint Get Tint (18" X 24") Yard Sign, Quantity Discounts, M
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 ZSMPY Vacuum Cup Flask Thermo, 500 Ml Stainless Steel Insulated ProSphere Wake Forest University Men's Performance T-Shirt (Spla
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Erection Enhancing Sex Toy Water-Resistant Sec Toys Easy to Clea Rear Bumper Reinforcement Compatible with 2011-13 Kia Sorento St
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 FFYY Camping Chair,Portable Camping Chair Outdoor Folding Chair Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4617 -
Chapter 13 Neural Nets and Deep Learning PDF 22-1/2" External Circlip Pliers, Powder-Coated Ring Band (Width = 2.2mm)
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 12 Packs Kitchen Cabinet Knobs,Unicorn Blue Breakground,Pulls Cu 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 [email protected]. 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 Car Floor Mats for Lexus LS500H 2018-2019 Full Covered Advanced 7 8 Rembrandt Charms Ladybug Charm, 10K Yellow Gold Gdrasuya10 Fiber Optic FTTH Tool Kit, Fiber Optic Termination To Kids Room Decals - Safari Themed - Nursery Wall Decals - Baby Ro Handmade Genuine Real Leather Half Camera Case Bag Cover Panason ZLSP Bathtub Storage Rack Suction Cup Curved Rack Telescopic Bat
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Genuine Hyundai 89100-3NAA1-WIT Seat Cushion Assembly, Rear, Lef 13 zxb-shop Floor Ashtray Ashtray with Two Grooves for Placing Ciga
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 AJ WALLPAPER 3D Purple Flowers 0608 Floor Wallpaper Murals Wall 3 Piece Bedding Cover Set Red Buffalo Plaid Comforter/Duvet Cove DIY 5D Diamond Painting by Number Kits Tree Stone,Full Drill Dia Filament Dryer, Plastic Safekeeping Filament Bags 30Pcs Reused F ANPART Suspension Assembly - Inner Tie Rod Ends - Power Steering TIZHONG Body Fat Scale Smart Digital Bathroom Weight Scale Body University of Illinois Fighting Illini Team Name Pendant with Ne MENGDONG Mural Wall Art Paint by Numbers DIY Acrylic Painting Ki SignMission Designer Series Sign - No Parking at Anytime | Black
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Champion Men's Powerblend Fleece Pullover Hoodie, Script Logo 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Killer Filter Replacement for Main Filter MF0503946 Fish Tank Background Poster Aquarium Décor Dog Lover Pet Animals Binoculars, Children's Mini Portable Telescopes, Optical Lenses BLSAIALT Bamboo Pattern Travel Laptop Backpack School Bag Hiking Arts Language Bedspread Quilt Twin Size Colorful Flowers Love Yo Eummit Headset Over Ear Headphone Computer Headset USB On Ear E- Portable Lockout Kit, Filled, Electrical/Valve Lockout, Tool Box ANC Active Noise canceling Headphones Electric oven Grass and Willow Clothes Storage Basket with lid L Drillco Series 500 3/8" X 5" Bronze Cobalt General Purpose Heavy
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 PTFE Tape,PTFE Tape High Temperature Cloth Insulation Adhesive R 18" Black Multi-purpose 3 Tier Spice Rack Backpack Lunch Bag Sets for Boys Girls,Red Rose Backpack Set w July King Car LED Brake Lights Night Driving Lights Turn Signal LED Flashlight,COB LED Magnetic END Black Work Light Inspection 100% Cotton Running Pants for Men, Mens Elastic Mermaid and Octo ANR AYS Dynamic AMOLED Material LCD Screen and Digitizer Full As HUIYAN Sunblock Shade Cloth Shade Netting Shading Net Sunscreen Carburator 2100-78161-71 for Toyota 4Y
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Clara Pucci 1.76 Brilliant Princess Cut Solitaire Accent Stunnin Bonyak Jewelry 18 Inch Hamilton Gold Plated Necklace w/ 6mm Ligh MYHJ for Tmax T max 500 2012-2015 T-MAX 500 2013 2014 Yamaha Mot 5.5 MM Princess Cut Engagement Ring, Moissanite Accent Ring, Sol Replacement For Infiniti Qx70 Year 2015 Front Side Marker Light TFENG Dog Snuffle Mat Training Sniffing Grass Mat for Pet Cat Gu Cardone Service Plus 3R-311 New Power Steering Reservoir Rexroth New Aftermarket A10VO28DRG/31L-PRA11K68 Hydraulic Piston Amphenol Part Number PT07C-10-6PW CGSignLab |"Fall Sale -Chalk Banner" Premium Brushed Aluminum Si
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
WHITE MOUNTAIN Women's Bayhill Mule
1 2 3 4 5 DXSKJ Charcoal Grill Cooking Grate Charcoal BBQ Grill Outdoor Co Plus: Best of NZG for Mercedes-Benz Arocs Big Space SLT Tractor Blue 1/50 DIEC Easy Spirit Women's Kallye2 Slip-On Loafer TANGADYL Binoculars for Adults Kids, Durable Binoculars for Bird Clara Pucci 2.20ct Emerald Round Cut Pave Halo Solitaire Accent Klagenfurt Glacial Lake Worthersee Austria 1000 Piece Jigsaw Puz ZHAOTARPS Bathroom Trays, Bamboo Bathtub Stand Retractable Non-S 14k Gold 2mm High Polished Oval Hoop Earrings Measures 35x23mm W
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 Waist cushion WGZ- Waist Pad Office Sedentary Memory Cotton Beau Clhhsy 3D Art Wallpaper Custom Wallpaper 3D Photo Mural European
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 4Pcs Shower Curtain Sets with Non-Slip Bathroom Rugs,Medieval Ab XZGDEN Hair Replacement Wig, Honey Blonde 13 6 Lace Front Wigs 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 Garage-Pro Tail Light for JEEP GRAND CHEROKEE 14-17 LH Inner Ass 6-20X5/16 Phillips Pan Self Tapping Screw Type A B Fully Threade
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: FlexOVit 2 1/2" X 1" X 1/4" 120 Grit Aluminum Oxide Mounted Flap (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 Tyenaza Floating Shelves Wall Mounted Shelves Display Shelf Floa
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).