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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 Romanti Rectangle Tablecloth Autumn of Sunflowers Yellow Table C 7 8 DKYUNDING Bluetooth Speakers,Bluetooth Speaker 2 8W Portable W Bean Bag Chair Cover, Adults and Child Large High Back Bean Bag Home Décor Accents Perfect Quality Horse Shape Vintage Home Deco Creative Pewter Designs Portuguese Water Dog Christmas Ornaments Ochoos HK036.56 HK040808 HK050909 HK0306 HK0408 HK0509 Drawn Cup
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Fenix TK35 CREE XM-L2 U2 960LM 5modes LED Flashlight 2015Version 13 Uniquely Designe Ćọċḳring Fun Sling Red
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 100 Easter Beer Bottle Caps for Brewing Crafts Marshall Thundering Herd HBS Green Vinyl Slip Over Bar Stool Sea RYYAIYL Bathroom Safety Rails Handrails/Bathroom handrails Child DINGGUANGHE 6R Square Locking String Guitar Tuning Pegs Key Tune S CHENGJIN Fashion Simple Jewelry Storage Mirror Cabinet with LE LIAN Coat Hook American Simple Woodiness Clothes Hook Wall Hangi Telio Bamboo Rayon Stretch Rib Knit Rose Sapphire, Fabric by the Synvy Privacy Screen Protector, Compatible with HP ZBook Firefly Scag Anchor Brkt, Deck Spring - 48v Part # 424369
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MOSISO Camera Backpack 17.3 inch, DSLR/SLR/Mirrorless Case Large 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Hippie Girl BT251039 Quilt - Unique 3D Design, Suitable for All Custom Programmed CardAccess Prox Cards - Compatilbe with 26 bit Howard Tate Backpack for Teens Men Women Storage Packet,Haitian Fishing Boat Columbia Men's Sharptail Long Sleeve Shirt Clifford Brown Max Roach USA Re-manufactured OEM Fuel Injectors / 5-piece/GENUINE DELPHI/ tote bag hobo bag crossbody bag for girls and women Lim-style tural Bearding Balm 2oz (2212-2543-2385) Model (11110- Ecommersify Inc 5FT-Tudor Brown-Poly Lumber ROLL Back Porch Glid
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Rexroth New Aftermarket A10VO71DRG/31R-PSA11N00 Hydraulic Piston IZOD Men's Breeze Short Sleeve Button Down Patterned Shirt Ruby Cluster Ring 0.7 CT, Gold Engagement Ring (2.5 MM Round Sha Perry Ellis Men's Untucked Roll Sleeve Slim Fit Check Shirt PinMart Gold and Navy 17 Year Safety Award Enamel Lapel Pin LUOWAN Bedding Set of 3 (1 Cover, 2 Bed Pillowcase Without Sheet R0526 Red Dragon Case Cover for MacBook Pro 13? - A1706, A1708, Large Bath Towels Soft and Plush, Sage Green Baroque Curved Bran Clhhsy Custom Mural Wall Paper Modern Abstract Golden Geometry 3
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Self Drilling Screw,Pan,PK2700 DoDoe Black White Grey 1/2/3/4 Seater Sofa Cover Tight wrap All- Valentine's Day Carnival Replacement Keg Lid, Keg Cover, Stainle BarnwoodUSA | Custom Rustic Farmhouse Collectible Shadow Box Pic HARD EDGE DESIGN Boy's Youth I Love You Till The Cows Come Home Veri SanDisk Ultra 64GB MicroSDXC Works for Philips Xenium I908 Courage The Cowardly Dog Large Capacity Zip Backpack Bag Laptop Oreilet Simulation Bird, High Simulation Bird Statue Decor, Fine Ochoos 10PCS/lot Metal Ball Bearing Roller with U Groove Guide W Deep Rubber tire, Auto Motorcycle Vacuum Quality Control Standar
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Muslim Warrior 13 Century Hand Painted Tin Metal 54mm Action Fig
1 2 3 4 5 Corolado Spare Parts, 5Set Air Filter Pre Filter for Stihl Ts700 Baldwin Reserve ENROUTSR112 Entry Round Knob and Traditional Squ Jewels Obsession Gold Conch Shell Necklace | 14K White Gold Conc LBHAUSE 4 Pieces Bedding Bed Sheet Set Soft Microfiber Comforter (12 Pack) Drawer Pulls and Knobs Knobs for Dresser Drawers Set w Kingston GO! Plus Works for ZTE Z995 512GB MicroSDXC Canvas Card Acouto Side Mirror Covers Housing Caps,2Pcs Rearview Mirror Cove 1.50 CT London Blue Topaz and Moissanite Halo Statement Stud Ear PDGJG Mens Fashion Shirts Tie-Dyed Print Short Sleeve Casual Tur
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 FEGSX Scary Halloween Creeping Doll Ghost Creepy Bloody Zombie w Photo Wallpaper Continental Mediterranean Landscape Architecture
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Camilo 70 ProSphere Marietta College Men's Performance T-Shirt (Splatter)
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 Savoy Pull Color Chrome - (7 Pack) Hickory Hardware 5" Length Mo Thickened Washed Silk Hair Non-Slip Carpet Living Room Coffee Ta
Chapter 13 Neural Nets and Deep Learning PDF Lysee Screws - 20pcs M6 PVC nylon bolts screw external hex plast Women's Fashion T-Shirts Tops Causal Long Sleeve Loose Tunic Blo
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 Meyda Tiffany 142633 Dragonfly Agata Window Panel, 20" Width x 2 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 3 Lịvẹ Plạnts Mịnịạturẹ Trumpẹt Flowẹr - PutẠ7 8 ZMLZ Swingarm Spools Motorcycle M8 Stand Screws Swing Arm Swinga ceshiyongda Easy to Carry Sucking Vibators,Clitorial Sucking Toy LAOJUNLU A Large Round Bronze Pot with Dragon Pattern in The Spr 5530DN QSP Works with Dell: 5530dn 55ppm Mono Laser Tea Kettle for Stove top Whistling Teapot, Food Grade Stainless
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Tukapoka ON-E Pie-CE Roro-noa Zo-ro Suitable for General car sea 13 Yes Love, No Locks Leather Table Mats Set of 6 Washable Heat Ins
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ZYF Step Stool Folding Step Stool Wood 3 Tier Ladder Stool Multi AOOF Portable Lunch Bag Waterproof Picnic Bag Student Lunch Bag Jewels Obsession 14K Yellow Gold Vine Crucifix Pendant with 18" American Shifter 381246 Shifter Kit (2004R 23" E Brake Cable Cla ASDWS Tea Set, Ceramic Tea Cup Set, Wood Handle Tea Pot, with Te SYYUN Wall Sticker Wall Sticker 3D Window Decals Home Decoration SarahQ FRONT BUMPER FACE BAR BLACK W/O Fog Sensor Hole for 2013- magFlags XXXL+ Flag Terengganu | Landscape Flag | 6.7m² | 72sqft 1.94ct Round Pear Cut Solitaire 3 stone With Accent VVS1 Ideal D
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VO45DRG/31R-VPA12K05 Hydraulic Piston 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Round Black Onyx Fish Hook Earrings with Diamond Accents (6mm Bl Albion 14PI05201SSSC 5" Diameter Polyurethane on Iron Core Wheel XiaoCha Abstract Art Water Drops 3D Self-Adhesive Wall Stickers, Black Hills Silver Leaf Lever Back Earrings 6" Stainless Steel Digital ProAccurate Scale Sculpture Statue Decor Cast Iron Hippocampus Towel Rack Home Wal Golf Uncle Gift Coffee Mug Xuyang Classic Sterling 925silver Trendy Metal Feather Chain Lin LXDZXY Chandeliers,Crystal Chandelier,Crown Chandelier,Light DIY Door Wall Stickers Murals 34.6"78.7" Vintage Pattern Sticker
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Standard Abrasives 522414, Quick Change TS - S/C 2-Ply Disc, 2 x Swarm Ultra-Slim Black Adjustable Tilt/Tilting Wall Mount Bracket for TXXM Office Desk Aluminum Alloy Screen Clip, Screen Baffle Clip, Mean Streets Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4607 6 Women Pants Drawstring Elastic Waist Sweatpants Casual Long Pant RLDSESS Sun Rainproof Patio Umbrella, Automatic Opening and Clos Area Rugs Pad for Bedroom Living Room, Skull Roses Cute Flowers
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 OMIDM Decor Clock Home Bedroom Silent Clock Nordic Modern Clock Kingston GO! Plus Works for Xolo Q510s 512GB MicroSDXC Canvas Ca Journal A5Notebooks,Premium Thick Paper Lined Journal,Classic Ru Shahbanu Rugs Black Supple Collection Modern All Over Square Des Accuform MATR516VA, 7" x 10" Aluminum Sign with Legend:"No Tresp Pentacle Cross Stitch Pattern Casual Backpack Bookbag Hiking Out 1/4" Hole Rubber Push-in Ridged Stem Feet for Bose Sounddock Or Niviora Bundle Compatible with 1999-2006 Chevrolet 2Wd Front Bum Violonchelo Espanol Golden South Sea Cultured Pearl Lariat Necklace with Diamond (10
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
N\C Wooden Decorative Letter Love,Large Wood Letters for Wall
1 2 3 4 5 Solid 14k Rose Gold 1/10 Cttw Diamond Patterned Wedding Band Rin American Touch Up | Automotive Touch Up Paint for 2009-2016 Ford HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2660 V4 14-Core Coffee Mocha Skin Care Set. Spa Treatment. Handmade in CA, USA. DELL PowerEdge R430 4 Bays 3.5 Server - 2X Intel Xeon E5-2690 V4 Warframe Gaming RGB Mouse Pad Large LED Mousepad with 14 Lightin Cute Animal Panda Urban Canvas Laptop Single Shoulder Messenger juqingshanghang1 Home Decor- Macrame Round Mandala Cotton Tapest 3D Printing Blanket BakingFlannel BlanketMen's Women's Children'
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 Pcaocmro Seinfeld 3-Piece Bedding Set 86"X70" Comforter Cover Fu Premium Hotel Quality 800 Thread 800 Thread Count 100% Organic C
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Genuine Honda 83753-SV5-A00ZD Door Speaker Lid B3
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 Half Round Kids Floor mats Decorative Beautiful Green Grass in T Bombs - Microfiber Cleaning Cloth (Lens Cleaning Cloth - Sunglas
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: 3M 2A05C Protective Film Tape, 2" Width x 300ft Length (1 roll) (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 Vintage Style Milkshake Silhouette Case for iPad Pro 12.9 in Cas
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).