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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 3D Printed Automatic Folding Umbrella Travel Umbrella For Men Wo 7 8 XYSQWZ Ergonomic Office Chairs, 360° Rotate Computer Desk Chair Diode 3MM 5MM LED Diode Light Assorted Kit, Electronic Componen DNP R316 Specialty Resin Black Thermal Barcode Ribbons (5 IN. X Trotters Women's Mary Loafer Realdo Summer Men's Sports Shorts Gym Training Bodybuilding Shor
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Kingston 512GB Spice Mobile Stellar 517 MicroSDXC Canvas Select 13 Breeze Decor BD-SU-GS-106065-IP-BO-D-US12-AM 13 x 18.5 in. Summe
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Badymin Portable Air Conditioner Fan Rechargeable USB Personal A Blue and White Simple Animal Pattern Microfibre Pool Beach Trave ZSH Air Fryer High Capacity 5L/1350W with Digital Display, Timer 53748-0504-TR750 - CONNECTOR, STACKING, HEADER, 50POS, 2ROW (537 Tavot Heated Blanket Shawl 2-in-1 USB Heating Blanket Shawl for YMMT AYDD 304 Stainless Steel French Pressure Coffee Pot Hand Ma Glass Cabinet Knobs 1.18 Inch Crystal Drawer Pulls Clear for Kit Dalyn Rugs Dover DV6 Rug, 12' Round, Putty WXQ-XQ Hand Shower, Shower Headyuiiopp Shower Head
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Lemon Chair Slip Covers, Stretchable Dining Chair Protectors, Re 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Holyart Terracotta Nativity with six Characters, Spanish Style 1 Entry HD Transparent Plastic Floor Protector Mat, Anti-Skid Wate ANPART Starter Fit for 2004-2007 Buick Rainier 2003-2005 Cadilla Liora Manne Frontporch Indoor/Outdoor Pillow, 18" Square, Icelan Flag Map Of Qatar Travel Laptop Backpack Anti Theft Water Resist Alert Stamping ProLite TL-25GM Heavy Duty Work Light - 25 Foot Round Kitchen Table Placemats for Dining Table Set of 6 Gamepad Live in Zagreb 2012 3D Door Stickers Self-Adhesive Waterproof Wooden Bridge With Coc YUXIwang Nozzle Car Cleaning Car Washer Wand Tips Metal Lance Sp
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 WPF Laundry Baskets Removable On Castors, Durable, Laundry/Sorte Kastar 2 Pack Battery and Rapid Dual Charger for NP-F990 PRO NP- CHENTAOMAYAN Saws Dia 4inch/105mm Diamond Turbo Saw Blade with S PENER Spring and Autumn Men's Fashion Casual Leather Jacket Sunrise At Beavertail Light Art Print (18x24 Giclee Poster, Wall Pbldb Simple and Modern Tv Background Wall Painting 3D Stereo Li Armageddon War Strategy Guide CERISIAANN 3535CM60CM Unique and Magical Metal Windmill-Kinetic, NIUASH Car Dashboard Cover Silicone Non-Slip Carpet Anti-UV Sun
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Nayuank Turbo TD08H Turbocharger ME158162 49188-01651 4918801651 zerogravitee Washington The Evergreen State Adult Hooded Sweatsh JumpingLight 12x18 Embroidered USA Thin Grey Line 220D Nylon Sle Anti-Scratched Buckle Soft Genuine Belts,Leather Belt for Men,wi BNSYY Yoga Towel Mat Hot Pilates and Fitness Yoga Towel Body Lin Chipex | Premium Touch-Up Automotive Paint Kit Compatible with M Kagerou Keenso Yoga Massage Mat Pillow, Muscle Relaxation Acupuncture Cu 222 Fifth Strata 12-Piece Melamine Dinnerware with Round Plates Vintage Poppy Flower Art Painting Placemat Leather Table Mats Se
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
American Shifter 352043 Shifter Kit (4L80E 8" E Brake Cable Trim
1 2 3 4 5 MYOH Lexington Appliance Pull with Back Plate, Aged Brass, 12 in Garden Furniture Covers, Outdoor Furniture Cover 420D Heavy Duty adidas boys Shorts Toyota 61088-60030 Door Lock Striker Retainer CRTTRC Decorative Tablecloth Imitation Linen Lace Table Cloth Di Cordless kettle Premium Stainless Steel Fine Mesh Strainers with ZXDHNS Wall Murals XXL - Cartoon Santa Self-Adhesive Wall Art St adidas Boy's Tastigo 19 Shorts Marketing Holders 11"W x 8"H Sign Frame Advertisement Wall Mount
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 NiyoKE Shirakawa Kotori-D.C. Anime Pillowcase 120cmx40cm(48inx16 Personalized Wedding Gifts Bridesmaid Coffee Mug - 15oz - Brides
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 DIY 5D Diamond Painting by Numbers Kit for Adults Kids Landsca Twinkle Star Microfibre Pool Beach Travel Towels Quick Dry Light
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 3D Photo Wallpaper Modern Simple Cave Seascape Nature Mural Livi Kastar 4-Pack SB-L160 Battery and LTD2 USB Charger Replacement f
Chapter 13 Neural Nets and Deep Learning PDF East at Main Novah Patterned Woven Set of 2 Basket, Brown Whole-Body Control for Multi-Contact Balancing of Humanoid Robot
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 TE Connectivity Part Number 1469002-1 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 Dr. ColorChip Squirt-n-Squeegee Automobile Touch-Up Paint Kit, C 7 8 Anti Fatigue Mats for Kitchen Floor, Mid Century Geometric Plant Lovedfgh Star Projector Cool Toys, Unique Design Built‑in Many CRTTRC European lace Table Cloth Wedding Decoration Kitchen Acce AMYAL Computer Monitor Stand Screen Riser 2 Tier Desk Organizer 10 x 13'2 Oval Hand Knotted Beige Tabriz Gumbad with Silk Orient
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Aluy's boutique Fairytale Mushroom Forest Bathroom Rug Mat Showe 13 Sterling Silver Girls .8mm Box Chain 3D Girl Riding A Stick Hors
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Society6 Neon Blue and Bright Neon Aqua Ombre Shade Color Fade b BIAOYU Wardrobe Wardrobe Storage Closet Portable Closet Storage GANFANREN Antique Brass Floor Drain Bathroom 10cm Shower Drain B Peridot Flower Cluster Pendant with Diamond (6x4mm Peridot) HTTMHU Plush Toys,3D Dinosaur Frog Plush Toys Pillow Soft Waist 3D Stone Splicing 2024 Floor Wallpaper Murals Wall Print Decal A 3D There are No Blooming Flowers 1421 Wall Paper Print Decal Dec Natural Citrines Round Stone Beads for Jewelry Making DIY Neckla 45inch Outdoor Iron and Wood Combined Industrial Garden Porch Be
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Bath Rug Absorbent Doormat Farm Theme Buffalo Check Plaid Truck 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Drillco Series 200 11/32" X 4 3/4" Black Oxide HSS General Purpo EOS M5 Case, BolinUS Handmade Genuine Real Leather Half Camera C Tuc Tuc Big Boys' Jungle Pocket T-Shirt Pdo Threads for Face Lift, Korea Secret line, Mono Screw Type 10 Sports Name Aerobics Travel Laptop Backpack Work Adjustable Shou Furniking Bookshelf Boards 4 pcs Black 31.5"x7.9"x0.6" Chipboard Replacement For Hp Hewlett Packard Wd548aa Battery By Technical Biscotti Girls' Little Flower Frolic Hi Low Dress ZHCHL Wigs Wig Black red Slope Long Hair Curly Wig Ladies Handma ZGZRXGY ONE Piece Series Anime Bedding Set, Monkey·D·Luffy, Ligh
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Diamond Painting by Number Kits(House Horse 80x220cm/32x88in) Fu Water cup ceramic cup, frosted ceramic coffee mug, mug, gift cup Take The Knee For Equality Reusable Large Lunch Bag Cooler Tote American Shifter 381916 Shifter Kit (TH200 23" E Brake Trim Kit Chunky Woven Blanket Polyester Fiber Throw Hand Woven Yarn Breat ROEWP Chess Board Games Set Traditional Chess Set,Black and Wh WEEDAY DIY black iron mute Wall clock, living room Restaurant be Monitor Riser, With Drawer Eco-Friendly And Non-Toxic Rust-Proof NANITHG Travel Laptop Backpack Bags Cooler Pug Dog Boxes Lightwe
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Dazzling Full of Vitality Comfort Leisure Waterproof Gift (Color 2.40 ct Round Cut Solitaire accent Halo Designer Genuine Natural Personalized Corgi Quilt, Valentine's Day Gift Quilt Set Gift to 100pcs Pink Paper Hang Gift Tags, Blank Marking Tags with String Replacement 21 24 26 28 30 32 34mm Universal Black/Fit For - Mik ANBF Bedside Lamp Modern Minimalist Creative Design Table Lamp C Guitar Parts 6L6R Guitar Deluxe Tuning Pegs Machine s Chrome Gol EZON-CH Decoration Quilted Bedspread Coverlet Fashion for Bedroo High Pressure Fuel Pump for BMW Mini R59 All JCW models N14 1351 TriJewels Red Garnet Diamond 1 ctw 10 Stone Womens Wedding Band
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Floating Round Opal and Diamond Loop Pendant (7mm Opal)
1 2 3 4 5 "Flags Signs" 6' Adjustable Telescoping Wood Grain Steel Flag 18k Rose Gold Natural Opal and Sapphire Womens Trilogy ring - Si Left Arrow Sign - Green, 18x18 Inches, 3M EGP Reflective .063 Al Water cup ceramic cup, frosted ceramic coffee mug, mug, gift cup LA LEELA Women's Swim Hawaiian Shirt Beach Aloha Party Short Sle TK Classics Cover Set for MONTEREY-09b Wheat Oriental Ziegler Larry Red/Black Wool Rug - 8'10'' x 11'4'' Tissue Dispenser Box Simple Rotating Buckle Wet Tissue Box Livin Cartoon Fish Seamless Book Bag Lunch Bag Combination Universal B
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 Roxy Women's Standard Solid Beach Classics Mini High Leg Swim Bo TE Connectivity Part Number 1934273-1
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 "Flags Signs" 2.5x4 2.5'x4' ft Sewn Embroidered USA American F Schützks 7X50 Binoculars for Adults, HD Nitrogen-Filled Waterpro
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 Rexroth New Aftermarket A10VSO71DFR1/31R-VPA61N00 Hydraulic Pist MengK Outdoor Furniture Dust Cover Waterproof Patio Table Covers
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: American Shifter 517136 Shifter Kit (AOD 16" E Brake Cable Trim (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 Adult Women's Gypsy Dress Striped Multi Halloween Costume HC-730
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).