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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 Threaded Stud, B7, Plain, 3/4-10x6-1/2, PK50 - U22080.075.0650 7 8 Keep Clear Floor Decals Black Yellow Anti-Slip Long Shape Lifest KEEPREA Cute Baby Sloth Towel Wrap with Dry Hair Cap Headband Kids' Hoodie Sweatshirt Pullover Children Attack On Titan Anime WEKAPO Stuffed Animal Storage Bean Bag Chair Cover for Kids | St JIXWU Nordic Art Abstract Carpet Living Room Bedroom Tea Table R
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 #10-32 x 1-1/4" Flat Head Slotted Machine Screw, 100 pk. 13 ErZhuiZi Silk Duvet Cover Set 4 Piece Embroidery Bedding Sets wi
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 High Flow Air Filter Fits 1996 BMW R1100RS ABS American Shifter 424529 Shifter Kit (904 23" E Brake Dipstick Fo Gilbin Infant Baby Super Cute Christmas Santa Holiday Warming Sl Motorcycle for Yam-aha XJR1200 XJR 1200 1995-1998 1997 1996 CNC Western Boots for Women Knee High Boots Chunky Block Heel Pull-o Round Rhodolite Solitaire V-Bale Pendant with Diamond (5mm Rhodo Slow Moving Vehicle Sign (6 Units) 3D White Stone 6777 Floor Wallpaper Murals Wall Print Decal AJ W Moroccan Pattern Front Seat Cover Auto Seats Protectors Premium
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 HomeSailing Wood Living Room Buffet Table Sideboard 120CM with D 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Brown Eyed Girl Charge it by Jay Turkish Glass Silver Beaded Charger Plate CESULIS Modern high Load-Bearing Towel Rack Bathroom Towel Rail Herend Giraffe Figurine Reserve Collection FengFZ 2X Solar Power LED Light Path Way Wall Landscape Mount Wa Replacement For Nissan 350z Year 2004 Parking Light By Technical Inflatable Stool Ottoman Pouf Footrest Blue and Gold Abstract Fi New Year of China Coffee Table Rug Home Bedside Round Retro Mats KIILING Motorcycle Brake Clutch Levers CNC Moto Handlebar Hydrau Replacement For Bmw F800st 650 Cc Year 2007 Parking Light By Tec
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Seven Worlds, One Planet | Documentary | 3 Discs | NON-USA Forma Embroidery Needlepoint Kits DIY Handmade Needlework Set Cross St 2 Pieces Small Pet Cage Hammock Hanging Tunnel for Small Animals HE3136 (6-1/2) AMCAN Adapter Sleeve SHENYUAN Trustable 2X Front Engine Cover Bonnet Hood Shock Lift GUADANG 1/4" Quick Connector Fitting Copper Turbo Nozzles Adapte American Shifter 354428 Shifter Kit (PG 8" E Brake Cable Clamp C Cunning Stunts QLOUNI Car Roadside Emergency Kit, Auto Truck Safety Emergency R
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Cosplay Hair Styling Wigs, Hair Replacement Wig, Kinky Straight Oversized Red Wine Glass Party Extra Large Beer Glass Goblet Cha 41 42Inch Acoustic Guitar Bag Star Planet Black Guitar Case 0.4 ZOE GARDEN Bathroom Rugs and Mats Sets, Small Ombre Teal Green M MEINAISEN Laundry Basket,Large Hotel Laundry Carts, Basket Laund GXK PU Leather High Back Executive Office Chair Ergonomic Comput 99320 - Portable Lockout Kit 10 Valve Lockout JJCF 78.74" x 39.37" Window Awning Door Canopy, Modern Polycarbo Rexroth New Aftermarket A10VSO45DR/31L-VPA12K04 Hydraulic Piston JOYDREAM 2pcs Sectional Couch Covers, Printed L-Shaped Sofa Cove
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Seat Covers for Men Women Cars,Personalized 3D Print Gold Glitte
1 2 3 4 5 Mystery Lucky Box Mysteries Boxes Electronic This is a Game Abou FACC Multi Functional Pants Rack Space Saving Hangers for Closet Drawing face Paint Splatter Grunge Alex Cherry 3D Printing Cover Digital kit for DIY Painting Oil on Canvas Adult Gift Children H Ultra-Slim Black Flat/Fixed Wall Mount Bracket for ViewSonic CDP HDGZ Chunky Knit Blanket Chunky Giant Knit Thick Yarn Blanket Bu 5D DIY Diamond Painting Kits Full Drill Black African Elephant 1 ProSphere California State University Chico Women's Full Zip Jac Schluter Kerdi-Line Shower Kit with 36 x 55 Inch Tray, Offset Dr
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 4.23ct Emerald Round Cut Solitaire 3 stone With Accent Flawless Mznm Custom 3D Photo Wallpaper Mural Living Room Forest Road Bou
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 (30 pcs) 2"-4.5, Thin Hex Jam Nuts, Hot Formed, Steel, Plain Corolado Spare Parts, Carburetor Oil Filter for Poulan Leaf Blow
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 CGSignLab 2471966_bnro |"Welcome -Nostalgia Stripes" Heavy-Duty Infant Baby Girls Boys Canvas Shoes Soft Sole Toddler Slip On Ne
Chapter 13 Neural Nets and Deep Learning PDF SPS Brand 12V 10Ah Replacement Battery for APC 600 600LS 600R 60 EXTINCTEUR (FRENCH)
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 WiCCI gt6-ZJ Cube Storage 16-Cube Book Shelf Storage Shelves Clo 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 Wall Light Fittings with Rotary Switch, Industrial Vintage Metal 7 8 Black Canyon Bamboo Citrus Teak Massage Oil, 128 Oz (1 Gallon) Rexroth New Aftermarket A10VSO45DRG/31R-VSA11K01 Hydraulic Pisto Custom Lenght Hallway Runner Rug Trellis Border Roll Runner 26 i Woman Flat Top Newsboy Cap Simple Handscrafted Military Caps Com Blue Butterfly 3-Piece Bed Set, 1 Duvet Cover and 2 Pillows, Sui
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Accuform MADM886VP, 7" x 10" OSHA Notice Safety Sign"No Solicita 13 SFLRW Wireless Bone Conduction Headphones Bluetooth 5.0 Open Ear
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Supply Spot offers Compatible 45460510 Toners, High Yield, For O LZYY Motorcycle Swing Arm Spools for B-M-W R1250GS for ADVEN-TU JD-ESSMO Green Apple Flock Heat Transfer Vinyl HTV Sheet T-Shirt Dining Room Chair Covers,Stretch Chair Slipcovers for Dining Roo YUEKDA 3D Duvet Cover 3 Pieces Simple Golden Leaves Printed Bedd Kane Carpet 13' x 15' Brown and Ivory Chevron Hand Woven Rectang BBZZFFCC Crystal Tissue Box Metal Nordic Decoration Luxury Offic 10Pcs Repair Nut Thread Sheaths Slotting 303 Stainless Steel Fem Christmas Express Delivery Red Truck Running Thai Ridgeback Dogs
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MOFUCA Outdoor Umbrella Replacement Canopy Camping Garden Beach 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 SuppliesMAX Compatible Replacement for Lexmark MS-317DN/MS-417/M Fuel Pump Strainer Kit Compatible With Ford Mercury 2002-2003 1/2"-3/8-16 x 5" Coarse Thread Socket Shoulder Screw Nylon Pelle Silver Black Red Motorcycle Fairings Fit For Suzuki GSX-R1000 K7 14k Sailboat Charm, 14 kt Yellow Gold Amphenol Part Number 97-4102A-28-21S(621) Rexroth New Aftermarket A10VO45DFR/31R-PWC11K04 Hydraulic Piston Layla and Other Assorted Love Songs Premium Dell PowerEdge R630 8 Bay SFF 1U Rackmount Server, 2X Xe AJ WALLPAPER 3D Flower Goldfish 3531 Floor Wallpaper Murals Wall
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 DINGGUANGHE 6Pcs/Set Acoustic Brass Guitar Strings Brass Strings Carlisle 4386863 Dayton Melamine Bouillon Cup, 8-oz. Capacity, 3 QIUMIN Summer Women Sandals Solid Color Open Toe Casual Ladies W American Shifter 361342 Shifter Kit (PG 10" E Brake Cable Trim K Mens Fleece Jackets Military Outdoor Winter Coats Tactical Army D Cell Flash Light Holder, Plastic, AirTek, Smooth Elmdor DW Access Door 14 x 20 Drywall Access Pack of 4 A-Tech 64GB KIT (8 x 8GB) for IBM-Lenovo System Series x3400 M2 1 Pc of 31Eh85 Control Transformer,75Va,4.02 in. H
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Camping Heating Sleeping Bag 3-4 Seasons Warm Cold Weather Light guizhoujiufu Monitor Stand Riser Desktop Full-Blown Motion Doubl RAINBOWLINENS Luxury 650 Thread Count Egyptian Cotton Classic Ta 5924 Personalized Dried Flower Night Light Custom Photo Resin He DIN RAIL 15MMX5.5MM SLOTTED 2M (Pack of 2) Wall Mount Corner Shelves, Square Hanging Decor Wall Floating Sh High Flow Air Filter Fits 2006 Suzuki GSF1200S Bandit LINNSZ 17Pieces File Tool Set with Carry Case,Premium Grade T12 Kobelco SK330, SK330LC Mark IV Excavator Parts Catalog Manual - Reyn Spooner Men's Cotton Flat Front Chino Walk Short Reversible
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Garden Decoration Garden Figurine Outdoor Ornaments,Cute Flower
1 2 3 4 5 ALAZA Floral and Dragonfly Backpack Daypack Laptop Work Travel C XZCWWH Custom Photo Wallpaper Kids Room Cartoon Animals Monkey W WHEEJE Long Distance Observation Telescope Binoculars Hd 10X25 H Zestion Men's Long-Sleeved Shirts Personalized Printing Slim Fit Impact Canopy 10' x 10' Instant Pop-Up Canopy Tent with Aluminum QHW Solid Wood Double Doors, Indoor Shutter Doors, Automatic Clo Xileg Ruffle Sweater Women Womens Beaded Sweaters Pearl Sweater Evan-Fischer Tail Light Assembly Compatible with 2014-2018 Dodge Ultra-Slim Black Adjustable Tilt/Tilting Wall Mount Bracket for
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 HTTMHU 1pc Punch Free Wooden Cloud Shape Baffle Shelf Floating S Movin On/ Various
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Quo Vadis Club EXECUTIF Sept Weekly Academic Diary 16 x 16 cm Ro XUEMEI Ultralight Backpacking Camping Tent Compact Single Person
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 Cute Cat Adults Travel Business Laptop Backpacks Unisex Work Bac ERA Paints Automotive Touch Up Spray Paint Kit for Mercedes-Benz
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: Victoria Bella 20" Height Vase Glass. Pattern: Decorative Flower (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 NEBO PROTEC ELITE HP230 - weapon light
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).