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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 LXF Heavy Duty Outdoor Doormats with Aluminum Frame, Non-Slip Ha 7 8 1/2 Carat (ctw) Natural Tear Drop Blue Sapphire Ring in 14K Whit American Shifter 399283 Shifter Kit (4L60 8" E Brake Cable Clamp HKJZ SFLRW Wireless Earbuds, Bluetooth Earbuds in Ear w/Mic CVC6 18k Rose Gold Synthetic Cubic Zirconia Natural Peridot Womens Laptop Backpack with USB Charging Port,13-15.6 Inch Fashional Co
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Mustache Wax 2 Pack - Beard Moustache Wax for Men - Strong Hol 13 3/4 CT Infinity Knot Necklace for Women with London Blue Topaz (
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Masi, Round wooden tray with floral design [10 Pack] Safety Face Shields | Adjustable Protective Shields | #10-24 x 3/4 Coarse Thread Thread Cutting Screw Hex Washer Head Lunch Bag And Backpack Combination Pack Pineapples Black White L LPZY Ultralight Portable Compact Folding Beach Chairs,Mini Campi Bird Feathers Laundry Basket Collapsible Fabric Laundry Hamper F zerogravitee Send Noods Adult Hooded Sweatshirt PAINTSCRATCH Touch Up Paint Pen Car Scratch Repair Kit - Compati Wallpaper Murales 3D Wallpaper Embossed Horses Wallpaper for Wal
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 XZ-XAOY Aluminum Wall Mounted Towel Rail, Brushed Finish Double 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Documentary - Shogen Kiroku Higashi Nihon Daishinsai Vol.8 [Japa Lace Bead Satin Wedding Holy First Communion Special Occasion Fl ERA Paints Automotive Touch Up Spray Paint Kit for Saturn LW1 20 SUOFEILAIMU 1pc LMF60LUU Long Type Round Flange Linear Bushing L Diamond Painting Kits Large Size Snow Sky Cabin,DIY 5D Diamonds MQXW Piggy Bank Money Boxes Coin Money Storage Hungry Eating Dog Set of 12 Hollywood Ice Multicolor Light Up LED Ice Cubes JXEXF Masked Rider Anime Backpack Black Large Capacity School Ba 3079 BK001, 14 AWG Hook-Up Wire, Alpha Wire Floral Welcome E Initial Garden House Flags Kit Monogram Spring
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Antique Fruit Prints Set of 12 Giclee Fine Art Prints - Unframed Diamond Art for Adults Kits Black Buhhda Green Light DIY 5D Disn SFYSP Dollhouse Miniature with Furniture, DIY Dollhouse Kit Plus Contemporary 13-3/8 inch Sub Zero Stainless Steel Finish Cabinet Wall Sticker Children s Room Cartoon Blue Elephant Family Wall S KIrby anime Pullover Hoodies 3D Realistic Printed Pattern Fashio 14 Inches Plant Caddy Plant Stand with Wheels Heavy Duty Flower GemAbyss Beads Gemstone Blue Chalcedony Beads, Faceted Onion Bea JBZD clamp Angle clamp 90 Right Angle clamp Woodworking Vise Woo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Hackett Men's Slim Fit Butcher Stripe Shirt Pink XKDIJIUJB Giraffe Double-Sided Leather Placemats Set of 6 Heat R New TRIPP LITE ECO550UPS ECO Series Energy-Saving Standby UPS Sy Zoo-Max Cotton Pyramid Bird Toy 16"L x 4"W (2 Units) Beginner Fleece Bed Easy Restraḭnts Kit Personalized Car Quilt - Ideas Gifts for Mom Dad - The Green and 18k Rose Gold Natural Emerald Opal Womens Ring - Sizes 4 to 12 Dell PowerEdge R740 8 x 2.5 Hot Plug 2X Gold 6136 Twelve Core 3G American Shifter 444848 Shifter Kit (PG 6" E Brake Cable Trim Ki SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
QianBao Compatible with Carbon Fiber Steering Wheel Logo Decorat
1 2 3 4 5 Fsogasilttlv Settee Cover 3 Seater,Stretch Sofa Cover Cotton Ela Diamond Art for Adults Kits Bull DIY 5D Disney Rhinestone Diamon 3D Printed Blanket Pomeranian Animal Kids Soft and Warm Christma Pastel Leaf Mandala Large Wall Decal Removable Sticker Relaxatio YMLSD Chandeliers,Creative Feather During Led Chandelier During ZOMOY Animals of Wild World Seamless Pattern,Front and Rear Floo ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with C Gemstone Rings for Women, Gold Hexagon Ring, Half Eternity Ring, 10-16X1 3/4 Unslotted Indent Hex Washer Self Drill Screw Full Th
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 Electric Towel Warmer Rack, Electric Towel Rack, 8-Bar Wall Moun Pump pihure Wireless Remote Control Wearable Kitty Backdoor Pils
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 GXFWJD Cycling Wheels 26 27.5 Inch MTB Bike Disc Wheelset Double Clitoral Sucking Toys Clitoris Sucking Vibrators Woman Vibrator
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 Wood Jigsaw Puzzles 2000 Pieces for Adults Kids-Rooster by The s American Shifter 488739 Shifter Kit (FMX 6" Trim Kit CHR Push Bt
Chapter 13 Neural Nets and Deep Learning PDF Dall Dining Chairs Wood Legs Table Chair Linen Cushin Makeup Cha OneHoney 3 Pieces Bath Rugs and Mats Set Country Sunflower Green
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 20 Sheets A4 Dark Fabric Inkjet Heat Transfer Paper 8.25x11.75 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 CGSignLab 2469843_absw |"Keep Out -Ghost Aged Rust" Premium Acry 7 8 YONGLIANG Home Decoration Baiyun Sun Warm Cartoon Wall Stickers Mystery Box Mystery Boxes Random, Lucky Birthday Surprise Box Su Awareness World Down Syndrome Day Burlap Garden House Flags Kit Puccy Privacy Screen Protector Film, Compatible with PHILIPS 253 CGSignLab 2464536_bnrm |"Vehicles Will Be Towed -Stripes Blue" W
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 L-SHISM Camping Chair Mini Ultralight Folding Camp Chair Portabl 13 LiPengTaoHome Corner Shelf Metal Corner Shelves Multi-Tier Corne
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 KnBoB Necklace Hollow Teardrop Pendant Valentine Gift Necklace w Personal Massage Remote Control Plug s with 10 Multiple Vibratin French Fries Universal Car Armrest Cover Soft Auto Center Consol Running Wolves Camouflage Reusable Insulated Tote Lunch Bag Food Fashionable Men Shave Tool Kit, Stainless Steel Shaving Brush St Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2620 V4 8-C WDWL Climbing Rope Climbing Rope Outdoor Wearable Aerial Work Ro Solid 14k Rose Gold Blue Sapphire and 1/8 Cttw Diamond Charm Pen ZHAOTARPS Bathroom Trays, Adjustable Telescopic Anti-Skid Bathtu
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 N213MC3 Steyr New Cylindrical Roller Bearing 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Personalized Sugar Skull Make Your Mind Fly Quilt, Gift for Your PolarPro QuartzLine 46mm ND4 Camera Filter - Optimized for Inspi Steel Eyebolt, Not For Lifting, 3-1/2" Length, Threads, Imported Osborna Arrt of Course Im Right Im A Wearsch Dog Bone Pet Tag Contact Lens Box,ANGGREK Portable Round Transparent Cover Contac Elephants Flag Microfibre Pool Beach Travel Towels Quick Dry Lig Kyydod Outdoor Gardening Angel Welcome Sculpture Decoration Resi Wall lamp LED Neon Atmosphere Bedside Light Home Decoration Crea Visive Mens Hybrid Quick Dry Board Shorts/Walk Short Size 30-44 Universal Wall Sticker Mural Decoration Wall Kids Room Wall Stic
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LVLUOKJ Garden High Back Chair Cushion,120 x 60 cm Patio Outdoor Nemesis Now Lepus 26cm Figurine, Blue, One Size WLG Printer Storage Rack Multi-Layer Creative Landing Mobile Off Gel Seat Cushion Non-Slip Cover Breathable Honeycomb Pain Relief For 03-07 GMC SIERRA (07 CLASSIC) (WITHOUT C3/DENALI) FRONT BUMP 1 Pc of Electric Current Transformer Ratio 500:5A InterestPrint Fantasy Colorful Watercolor Cat Men's Summer Butto AddOn Sonicwall 01-SSC-9790 Compatible TAA Compliant 1000Base-LX Decal Stickers Multiple Sizes Shaved Ice Industrial Vinyl Safety
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 I Run This Castle Waterproof four-piece multifunctional work bag 1 Ft Power Extension Cord C13 to C14 Black/SVT 18/3-50 Pack Round Coasters Absorbent 4 Inch Ceramic Coasters for Home Bar Ki LIANGJUN Transparent Tarpaulin Waterproof Heavy Duty, with Gromm Gazeuse! Car Support Rod for Mazda CX-30 2019-2020 Front Bonnet Hood Gas Drillco Series 400 17/64" X 4 1/8" Black Oxide HSS General Purpo CYLINDRICAL ROLLER BRGS EKDSPW 36cm Floral Wreath Artificial Flower Wreath Spring and Su ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with L
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Kantee Dragonfly Pattern with Flower Quilt Bed Set Comfy Funny B
1 2 3 4 5 Electric Guitar Repair (18" X 24") Yard Sign, Quantity Discounts The Stars Go Blue - A Benefit Concert for the Colon Cancer Allia Family Piggy Bank Piggy Bank Gold Pig Piggy Bank Kids' Piggy Ban Cry of the Jackal L.K. Bennett Women's Darla-Nap Driving Style Loafer Ross-Simons 14kt Yellow Gold Multi-Link Rope Bracelet A-Tech 32GB (2 x 16GB) RAM for Alienware 17 17 R4 | DDR4 2133MHz Flowers Open Glass neon Sign #10689 Made in USA TtTt Rain-Raining Sun Cream Umbrella Tribune Dance Show Silk Umb
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 Baywell Sofa Side End Table, C Shaped Table Snack Table, End Sta Grey Poly Burlap Mesh 10'' x 10 Yard Roll - Wreath Mesh- Poly Bu
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Acrylic Cupcake Stand, Clear Dessert Display Hoder Stand With Ba Z-jingzi Antique Wall Mirror -Glass Decorative Wall Mirror, Holl
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 Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad BDI077408 Beadings Natural Russian Charoite Stone Round Beads Sm
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: No Credit OK King Windless Feather Flag Sign Kit with Complete 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 Jewels Obsession Silver 3D Moose Pendant | 14K Yellow Gold-plate
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).