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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 Flexovit 5" X 1/4" X 5/8" - 11 FLEXON 24 Grit Zirconia Alumina G 7 8 XStyles18 - TGIF Pizza Shirt for Men Hawaiian Shirt Kalap 5 Yard Indian Print Cotton Fabric by Yard, Natural Dyes Sa JzyhNzd for Renault Kadjar 2016 2017 2018 2019, Car Dashboard Co Outdoor Patio Dining Set, 5-Piece Dining Table and Chairs Set w/ Shark Mouth TPU Case for New iPad/iPad Air/iPad Pro Generation A
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Guoguocy Motorcycle Cover, Compatible with Motorcycle Cover Duca 13 OFFTEK 32GB Replacement RAM Memory for HP-Compaq Pavilion Notebo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 5D Diamond Art Painting Kits Full Drill Fantasy Beauty Waterfall American Shifter 407457 Shifter Kit (4L80E 10" E Brake Cable Cla FVDHJD This Will be The Best Tool When Your Friend is Away, high Caltric Red Drive Chain And Sprocket Kit Compatible With Kawasak Polish Folk Art Laptop Backpack Women Men College Backpacks Book Society6 Sunshine Watercolor by Wellington Boot on Water Bottle IstanbulArtWorkshop 12'' Hand Painted Decorative Ceramic Plate F 3D Wallpaper Bedroom Photo Murals Large Customized Elegant Moder HARD EDGE DESIGN Unisex Born in 1947 - Aged Like a Fine Wine Swe
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 LUFISH Night Light,Magnetic Levitation Globe Night Light Floatin 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Wallpaper Murales 3D Wallpaper Marbled Golden Circle Big Tree El Ybrktl15-! Mens Regulator Mount Up Athletic Sweatpants, Casual S I Love to Wrap Both My Hands Around It and Swallow | Gag Gift an SIWY Women's Sara Low Rise Skinny Jeans in The Look of Love Niubiyaggj Command Hook Hook Strong Viscose Wall Hanging Wall Wa Layton's Mystery Journey: Katrielle and The Millionaires' Conspi Yuxahiugpyp Oil Bottle, Cooking Seasoning Oil Bottle Sauce Bottl KYCHDY Real Hair Front lace African Small Volume Brown Long Hair Synvy Privacy Screen Protector, Compatible with iiyama ProLite X Household Hot Water Bottle U-Shape Hot Water Bag Silicone Bottle
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 12 Packs Kitchen Cabinet Knobs,Christmas Baby Sloth,Pulls Cupboa Rexroth New Aftermarket A10VSO71DFLR/31L-PSA42K07 Hydraulic Pist Plastic Tablecloth for Dinning Table, Customizable 2MM Clear Pla Anime Floor Mat Anti-Slip Area Rug Rectangle Carpet Doormat Welc ZSHOW Girls' Long Winter Coat Parka Soft Fleece Hooded Puffer Ja General Pencil Semi-Hex Graphite #2 Pencils 12/Pkg-2HB. Pack of 14k Rose Gold 4-Prong Basket Cushion-Cut Diamond Solitaire Penda Birth Heroes of ice [Single-CD]
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Nordic White Ceramic Face Vase Modern Human Head Living Room Cre Fender Compatible with 2011-2018 Ram 2500 Front Passenger Side GemAbyss Beads Gemstone Marquise Shape Beads Natural Gemstone 8 Fila Women's Track Jacket Für Dich. (2 LP) [VINYL] Sickspeed 24 Pc White Spiked Aluminum Locking Tuner Lug Nuts 1/2 5800mAh Replacement Battery Compatible with Clevo P870DM2 P870KM ZOMOY Long Floor Mat Carpet,Electronic Guitar enveloped Flames o Dude Family American Gift Coffee Mug DIY 5D Diamond Painting Kit for Adults/Kids Large Size Poppy Flo
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Duct Tape Can'T Fix Stupid Automatic Tri-Fold Umbrella Sunscreen
1 2 3 4 5 Front Door Mats Entrance Rug for Absorbent Dirt, Mandala Pattern Three-Toed Slothprinting Women'S Lunch Bag,Portable Fashion Meal Pastel Color Pastel Sky Rainbow Funny Swim Trunks Men's Beach Pa Rexroth New Aftermarket A10VSO71DFR/31L-VPA11N00 Hydraulic Pisto Bass Drum Beater, Metal Felt Handle Percussion Instrument Access ARAYACY Outdoor Men's Multi-Function Sports Watch Smart Watch He Right Power Mirror NI1321163 96301JA04A 2007-2012 Fits Nissan Al Mini Masajeador Con Correa De Mariposa Pene Consolador Punto G C Wax Lyrical Room Mist 100ml Freesia
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 Trumpet Duets in Jazz PRE FILTER-10" SINGLE STAGE WATER FILTER, CLEAR HOUSING WITH SED
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Personalized Custom Name Usb Charging Port Laptop Backpack 15.6 RTR_GF 4 Pieces of Plain Steel Square Head Set Screws, Cup, 5/8"
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 The Trip to Bountiful [ NON-USA FORMAT, PAL, Reg.0 Import - Germ ANR AYD LCD Screen and Digitizer Full Assembly with Fingerprint
Chapter 13 Neural Nets and Deep Learning PDF KAETZRU Laptop Backpacks with USB Ancient Egypt Mummy Pharaoh Go MAONIN DIY Skeleton Design Candle Holder,Durable Candlestick Por
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 American Shifter 477330 Shifter Kit (700R423" E Brake Cable Trim 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 JDJD Bed Blanket Coral Fleece Flannel Blankets for Beds Faux Fur 7 8 Duvet Cover Full Size, Funny Cat - Washed Microfiber Bedding Set 9"H x 36"L, Rack Guard Round for Easter Bunny Chick Egg Springtime Friends Retro VNTG Decor F JIONS Mens Slip On Driving Loafers, Soft Leather Slip-Ons Dress 4-Piece Car Floor Mat for Guys Urban Style Modern Car Mat Carpet
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Elefezar Personalized Heart Locket Necklace Pictures Sterling Si 13 WANQINV Retro European Style Chandelier H65 Copper Glass Suspens
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Mitsubishi Grand Bassara Iron 40 Graphite 6-PW Shafts - Set of 5 Demon Slayer Kimetsu No Yaiba Japan Anime Car Seat Covers Front OFFTEK 32GB Replacement RAM Memory for HP-Compaq Omen 17-cb0059t 2 Lịvẹ Plạnts Fịcus Ẹlạstịcạ 'Ruby' - 4" Pot Ochoos Sanford Machine Test Eraser Strips NO.74 Pink for Ink Tes CGSignLab 2474539_bnro |"Seasonal Sale -Chalk Banner" Heavy-Duty OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo NIdezuiai Mural Wallpaper Customize 4D Wall Decoration,Nostalgic Throw Blanket Retro Sofa Cover with Tassel Geometric Patterns De
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Quilters Coffee Mug - Quilting Takes Me to My Happy Place Quilti 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 XingKunBMshop Double Tier Stainless Steel Bathroom Shelf Towel R 2000ml Hot Water Bag Large Waterfilled Hot Water Bottle Rubber L Loos Eye End Fitting, 304 S.S, Size 1/16 (Pack of 10) Triveni Art Crafts Elephant Wall Hanging Vintage Patchwork Tap Finest's Bedding Pinch Pleated Duvet Cover 1 Pc, 100% Egyptian C CARWORNIC Gear Men's Tactical Pants Lightweight Cotton Outdoor W Steelcraft 60-12260 Front Elevation HD Bumper Black Front Elevat JUNSG Garden Ornaments and Statues Roman Column Trophy Flowerpot KEEPREAL Women Bath Wrap Towel with Adjustable Closure, Cute Pan Lunarable Saying Fitted Sheet, Vintage Image of All You Need is
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Reading Jade Pyramid Crystal Award, 6" H Custom Reading Award, E NYKK Food Preservation Box Airtight Food Storage Containers, Cer LUANAYUN-PHONE CASE Precision LMK08LUU LMK08 LUU Long Linear Bea YCZDG Portable USB Fan Cooler Mini Handy Cooling Beauty Spray Fa Right Tail Light Assembly fits Ford Flex w/LED (silver border tr PT Auto Warehouse GM-2511E-FL - Seat Back Recliner Adjustment Ha TRUSCO Aluminum Knob TAB-40 1:14 RC Car 2.4Ghz Motors Rechargeable Off Road Vehicle Truck Ra UWLIFE Ocean Sea Mermaid Starfish School Backpack for Boy Girl K
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 New Corner Open Playtop Parrot Bird Cage - 36” X 25” X 61”H - 4 Bosphorus Cymbals T15HC 15-Inch Traditional Series Hihat Cymbals 10K Yellow Gold 3-Stone Ring Oval Red Ruby and Forever Brilliant Bai-rui Reṃoá¹­e Coná¹­roḷ Paṇtỵ Vịbrạtịng Viḅra EILANNA Usb Backpack Carry On Bags 17 Inches,Black And White Gam Rexroth New Aftermarket A10VSO28DFR/31R-VRC12K03 Hydraulic Pisto Kingston 512GB Lava Pixel V1 MicroSDXC Canvas Select Plus Card V BEYTII Sturdy Metal Imitation Wooden Leg Kitchen Dining Chair, L September Birthstone - 4.00 MM Solitaire Blue Sapphire Ring, HI- TOPINCN Freestanding Closet Organizer, C‑Shaped Floor‑Standi
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DABMAR LIGHTING GM1305S-LED16-VG Daniella Post Light Fixture w/C
1 2 3 4 5 DOITOOL 3D Printer Filament Reusable Spool 3D Printer Accessorie Salty Bonz Long Sleeve Moisture Wicking Fishing T- Shirt with 50 LANLANLife Playing Bunny Rabbits Polyresin Decorative Tabletop F KEHAIEN 80300 MM Floor Drain Brass Rectangular Antique Retro Lar Ultimate Bowling Urethane Dual-Color Thumb Solid- Orange/Neon Ye New A/C Evaporator Core for Civic RDX ILX Eckler's 1968-1977 Corvette Door Panel Mounting Hardware Kit 25- Car Cover Compatible with Suzuki JIMNY Waterproof Car Cover Full Adam and Eve Rose Vibertors for Women Quiet - Female Vibrarating
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 WECDS Blue Geometry Throw Blanket, Decorative Sofa Cover Bohemia Afro Kinky Curly Wig Ombre Honey Blonde 4/27 Colored HD Transpar
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 7.4V Battery Compatible with Bose 088772, 088789, 088796, Soundl OSALADI Halloween Night Light Silicone Bedside Lamp Battery Oper
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 DNSJB Garden Ornaments Beautiful Angel Girl Solar Powered Outdoo ERA Paints Automotive Touch Up Spray Paint Kit for Volkswagen To
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: JQDMBH Headset Holder,Headphone Stand Universal U Shape Wooden H (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 TYTZSM TZSJYYH Hand Crank Music 18 Notes Retro Wind-Up Wooden Mu
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).