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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 HTLC Steampunk Metal Cutting Dies Layering Die for for DIY Craft 7 8 MAMBO Jin-Siu Raised Garden Bed Elevated Planter Box Raised Garden Bed Don't Look at Me - Pipe Style Privacy Divider Autism Puzzle Piece Pattern Car Seat Cushion, Ice Silk Car Drive Absorbent Coasters Ceramic Stone Cups Coasters - Set of 8 - Drin
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Haynes Publications 1278 Auto Part 13 CHUFZSD Red Fox on Forst Garden Flag Party Flag Outdoor Flag Sea
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 American Art Classics Unicorn Million Dollar Bill - Wholesale Pa 3D Wall Mural Wallpaper Geometric Marbling Wallpaper for Walls L Round Tablecover Waterproof PVC, Thick Protector Clear Tableclot ZHCHL Furniture Covers for Storage 50x50x29in, Patio Furniture C Cameron Sino Rechargeble Battery for Sony HDR-TG1E XTEHVW-H0-0000-00000HBE7 Cree Inc. Optoelectronics Pack of 1000 Volcom Women's Go Go Wrap Open Front Cardigan Sweater (Regular YellowMaps Brigham City UT topo map, 1:250000 Scale, 1 X 2 Degre Pack of 2 3 7V 26800 7200Mah Battery 5C 35A Discharge DIY Nickel
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Zjxxm Custom Marriage Room Decoration 3D Wallpaper Romantic Love 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VO71DFLR/31L-VWA62K52 Hydraulic Pisto ProSphere Murray State University Men's Performance T-Shirt (Dig Niubiyazwl Storage Cubes, 1Pcs Storage Bins Boxes with Attached Stapler, Desktop Stapler 20 Sheet Capacity, Navy/Gold Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp 1/4-20X4 1/2 Carriage Bolt Fully Threaded Zinc (Pack Qty 400) BC Suitable for HO-NDA General Aluminum CNC Motorcycle Handlebars M Hemoton 15KG Rice Storage Container Multifunctional Insect Proof American Shifter 414895 Shifter Kit (TH400 12" E Brake Cable Cle ANPART Struts And Shock Front Pair Fit For 02 for BMW 320i,99 fo
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 INA NKIA 59/22 Needle Roller Bearings - Metric ,22 mm ID, 39 mm Verified by SanFlash Ultra SanDisk 64GB Works for Huawei Ascend Women’s Ethnic Printed Coat Blouses, Retro Loose Long Outerwear Imran Pak Persian Toya Brown/Gray Wool Round - 8'0'' x 8'3'' Spooky Pumpkin with Witch Hat and Crow 3 Pieces Bath Rugs and Ma JRYⓇ Shoe Lights for Increased Visibility Safety in The Dark Palm Leaves Leather Placemats, Set of 6, Waterproof, Heat Resist RUXIFEY LED License Plate Light Tag lights Compatible with Dodge 3D Sea Waves 6006 Floor Wallpaper Murals Wall Print Decal AJ WAL
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Photo Wallpaper 3D Deep Sea Scenery Large Mural Wallpaper Wall D LIFT Safety AV2-10 Viz-Pro2 Type R Class 2 Mesh Safety Vest with (2000 pcs) #10 X 1-1/4", Drywall Screws, Bugle Phillips Drive, F Pokerty Claw Rake, Steel Mini Durable Lightweight Convenient Dua WEIDA Chinese Style Gray Mosaic Green Sofa Pillow Board Room Hom Rexroth New Aftermarket A10VSO45DR/31L-PRC12K04 Hydraulic Piston Genuine OEM 58302-2EA00 PAD KIT-REAR DISC BRAKE / 583022EA00 for Trevco Green Lantern-Rainbow Corps Short Sleeve Adult 18-1 Tee44 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with T YZDKJ Colorful Japanese Bronze Blue Cotton Fabric, Printed Cloth
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
sakura haruno Youth Hoodie Casual Boys And Girls hooded Youth Pu
1 2 3 4 5 Solid 925 Sterling Silver CZ Cubic Zirconia Anchor Post Studs Ea American Shifter 494075 Shifter Kit (8" 518 E Brake Cable Clamp TMP1105 Windshield Windscreen Wiper Blades for Ford Explorer 201 Toddler Boys Sweatshirts Toddler Long Sleeve Crew Pullover T-Shi Epoxy Top - Gas Tank Dash Insert 87-07 Touring - Pin Up Spade Ma SignMission Designer Series Sign - Customer Parking Only, Unauth whdz True Wireless Earbuds, Bluetooth 5.0 Headphones, 3D Stereo LCD Screen and Digitizer Full Assembly with Frame for Xiaomi Red XDDWD Garden Arches, Metal Garden Arch, Garden Arbor Arch Steel
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 Crystal Clear Vinyl Roll Carpet Cover for Low Pile Rugs - 1m/3m/ GLKHM Bust Statue Figurine Blue Jays Bird Ornament Collectible F
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 378657 Shifter Kit (4L60 23" E Brake Cable Clev Lanuo Jigsaw Puzzles for Adults 1000 Piece, Chevrolet Camaro ZL1
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 Kingston GO! Plus Works for HTC Desire 825 512GB MicroSDXC Canva Lysee Screws - 10pcs GB834 M10 Carbon Steel thumb screw with col
Chapter 13 Neural Nets and Deep Learning PDF SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr for Acer X1226H Projector Lamp by Dekain (Original Philips Bulb
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 lxm Hand-Woven Rectangular Dirty Clothes Basket, Large Capacity 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 Rapid Tax Refunds (18" x 24") Yard Sign, Quantity Discounts, Mul 7 8 Synvy Privacy Screen Protector, Compatible with NEC MultiSync EA Emoin bHalloween Hanging Balls, 36 Piece Halloween Tree Ornament LOPADE Halloween Painted Door Hanging Boo Sign,Cat Face Decorati Case for iPad Pro 4th Generation 12.9 inch 2020, Liquid Silicone Society6 Autumn Spice Mandala in Coral, Cream and Rose by Mickly
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 21 x 21 Inches White Marble Sofa Table Top Peacock and Parrot De 13 EMIAOTO Transmission Oil Pan Filter ZF6HP26 for 2011 Audi A4 A6
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HKJZ SFLRW Battery Operated Fan, Flexible Clip On Mini Fan with Wall Decal Oh Deer, DIY Wall Mural Art Home Decor (About 1 S Taylor Hicks Home Square 4 Adjustable Shelves Wood Bookcase Set in Brown (Set Mikk-Line Baby, Toddler Kid Wool Cardigan Sweatshirt for Women, Womens Zip Up Hoodies Striped Long Sleeve Welieenice 2-15Y Flower Girls Wedding Ankle Length Sheer Back Go Lomonosov Porcelain Decorative Wall Plate Totem Animal Wolf 11.8 Ceramic Condiment Pots,250 Ml Seasoning Pots Salt Sugar Bowl wit
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Сharm - Gold Tone Pendant Necklace 1" Hebrew Jewish Star Of Dav 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Ambesonne Snail Armchair Pad and Slipcover, Monochromatic Hand D Power Reed Fits 1998 Ski-Doo Formula III 600 LT Oumefar Storage Case Environmentally Friendly Paper Holder Deskt Skinny Puppy Too Dark Park Backpacks For Girls Kids Boys School Wamika Christmas Snowflake Stocking Clock Auto Umbrella Windproo XJJZS Shaped Portable Home Push-up Support, Sports Arm Support F (500pcs) #10-32 X 1-1/2" Fillister Head, Slotted Drive, Machine Ash City Apparel Team 365 Ladies Campus Microfleece Jacket (XXX- Eagle High Alternator Fits MARINE ENGINES 3.0L 4.3L 5.7L 5.8L 7. SIPAILING Unisex Ultimate Crewneck Fleece Sweatshirt Men's Big a
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Pbldb 3D Grassland Animals Wallpaper Decal Dercor Home Kids Nurs Kunming~ Cute Poodle Jogger Pants 3D Sweat Pants Hip Hop Garment Car Emergency Kit Window Break Car Safety Hammer Multifunctional Inmate Family American Gift Coffee Mug MZP Chunky Knit Blanket for Bed Super Soft Chunky Knit Throw Bla Westin 09-12210A LED Work Light Diamond Texture Style Crystal Leather Placemat Heat Resistant Pl BJLWTQ Space Aluminum Handrail Black Armrest Bathroom Old Man Sl Lunarable Fruit Rectangle Pouf, Watermelon Banana Fresh Summer O
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 1945-1950 Feelyou Cartoon Octopus Quilted Coverlet Cute Ocean Marine Theme JIETU Foldable Travel Electric Kettle,4 Minutes Fast Water Boili Verified by SanFlash Ultra SanDisk 1TB Works for Xiaomi Redmi 4 DIY 5D Diamond Painting by Number Kits, Sunrise Landscape Diamon Wall Stickers Interior Decoration Art Mural Black Lady Beauty Gi Water Spray Pad, Inflatable Thickening Children's Watering Toys Die Is Cast 12 × 16 in Orchids Picture Black Frame for Wall or Tabletop Disp Hair Styling Wigs, Hair Wig, Deep Curly 13 4 Lace Front Human Ha
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
RTYUIHN 3D Wallpaper Mural 3D Creative Simulation Gray Black Ton
1 2 3 4 5 Adjustable Deck Hanging Side Table, Coffee Patio Garden Dining R Tool Welding RTP 025 K Tip Knife 2.5 420Ml Stainless Steel Food Grade PC Car Travel Heating Cup Elect ZOE STORE 2 Pieces Memory Sponge Indoor Doormats Set Fall Maple 10kt Yellow Gold Womens Round Diamond Bridal Wedding Engagement ABEO Benefit Neutral - Flip Flop Sandals Rexroth New Aftermarket A10VO28DR/31R-VRA61K02 Hydraulic Piston Midetoy Kitchen Rugs Sets 2 Piece,Black White Stripes Watercolor Gershwin Plays Rhapsody In Blue
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 New Zealand Kiwi Present For Birthday, Anniversary, Easter Sunda BUERYUZ Applicable Ipad Pro Protective Case Haikyuu Drop-Proof A
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Jewelry Making Charms WZ053 Rocking Horse Ancient Bronze Retro F Janet: The Velvet Rope
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 Airtex E2527M Fuel Pump American Shifter 475946 Shifter Kit (4L6023" E Brake Cable Clamp
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: Yt92Pl@00 Men's Dogs and Flowers (2) Jogger Sweatpants, Fashion (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 Sucking Toys for Women Vibrantor Tongue Sucking and Telescopic V
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).