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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 Phoenix888 Kamadhenu Pearl Cow Gem of Gods 1Pcs 7 8 Aohi WXQ-XQ Basket Basket Nordic Kitchen/Toy/Clothing Storage Ba Kingston Brass PERMANENT GRID STRAINER-Polish Brass Finish METALICK Sea Turtle Graden Flag Hawaiian Graden Flag Hawaii Grad 7101P1YCQE, Miniature Toggle Switch (5 Items) Benjara Fabric Wrapped Throw Pillow with Hand Pleated Design, Bl
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 YXXY Back Or Belly Heating Pad Portable Cordless Heated Waist Be 13 Coolant Tank, Auto Coolant Recovery Tank Expansion Bottle Reserv
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Framed, Outdoor Pacific Coast HWY. 6"x16" Metal Sign, Rustic, Ca BINGFANG-W Concealed Shower Full Copper Boxed Valve Body with Li Replacement For Fr1-gcc-a Fr-1 Off-board Customizable Smart Char STARTOGOO Buffet Side Console Table Sideboard with Storage Drawe Technology Parts Store Mower Deck Deflector Shield for Craftsman DDSYJ 3D Wall Stickers Personalised Name Stars Wall Art Sticker HARTING - 09200100291 - Heavy Duty Connector Base Aluminium Body ATTENTION GARDER FERMÉ (FRENCH) Auto Paint Depot Touch Up Paint for Dodge Challenger, Charger-Ph
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 BDI077979 Beadings Black Onyx Agates Beads 6 8 10 mm for Jewelry 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Adult Wearable Snorlax Blanket for Adult Women Men Oversized She Parts Accessories New Arrival MT200S 4WD Omni Wheel Robot Car. Drum Pedal Beater Stick With Hammer Head Percussion Instrument A Scag Footplate, Frame Part # 423500 BMW Genuine Sealing Cap Plug Blind Plug D=8MM 525i 528i 530i 540 ANGLD-Non-Slip Pet Table Bowl, Ceramic Double Bowl, Protect The Dalyn Rugs Dover Rug, 10' x 14', Avocado Recordings 1972-1975 BeyeX Leather Flip Case Fit for iPhone X, Extra-Durable Card Hol Hawk HPS Front and Rear Brake Pads Compatible for 2002-2002 CHEV
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LIANGLIDE Patio Umbrella Holder Bench Buddy Deck Umbrella Stand Music Lover Dinosaur Backpack Laptop Casual Bookbags Daypack for Non-Slip 5' x 7' Area Rug for Bedroom Home Decor Carpet,Cool Man Golden South Sea Cultured Pearl Halo Pendant with Ruby (10mm Gol Cotytech Dual Monitor Wall Mount for Apple w/Quick Release Two O CU FLEX BRAID 530A 18in 2-HOLE 1/2 DIA MOUNTING HOLE (Pack of 1) Walkers for seniors Walking Frame, Lightweight Aluminum Mobility Super Eurobeat V.104 / Various Zogics Antibacterial Wipes, EPA Registered Surface and Gym Equip
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E Lighthouses of Casco Bay, Maine, Map (Unframed giclee print) COLORSUM Dining Table Runner and Placemats Grey and White Geomet Clara Pucci 1.92 ct Emerald Round Cut Solitaire 3 stone Accent S NGK Iridium IX Spark Plug BKR5EIX-11 (4 Pack) Compatible With TO 6827 BK001, 16 AWG Eco-Friendly Wire, Alpha Wire ZHCHL Desk Lamps Lamp Nordic Modern Minimalist Handmade Leather Pasta Bunny Shaped(170g) Brand: Annies AURELIOR Blue Pink Fish Tail Skin Mermaid Handle Pull, Cabinet H DIY 5D Diamond Painting by Number Kit Full Drill Crystal Rhinest
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Vintage Waterproof Gazebo Curtains, Colorful Boho Mustache Bicyc
1 2 3 4 5 LIANGWAN New Carburetor for Motorcycles for XJ600 Seca 1992-1998 FastUU Strength Training Props Toy, Strength Training Toy, Color hndfhblshr Power Tool Parts Accessories, Carburetor Advanced Cra Veri SanDisk Ultra 64GB MicroSDXC Works for BLU Quattro 5.7 HD b 4.00 MM Round Cut Tanzanite Solitaire Ring, HI-SI Diamond Ring, OneHoney Halloween Black Scary Skull 3 Pieces Bath Rugs and Mats Magnetic Chess Set,Chess Sets for Adults with Storage Suitable f Live in Venezuela Ebacastle Garden Gnome Statue Flower Fairy Creative Flower jar H
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 TE Connectivity Part Number 1-1617128-6 Motorcycle, Fit For - PWK / 21 24 26 28 30 32 34mm Carburetor Ca
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Bonyak Jewelry 14kt White Gold 1 CTW Diamond Cluster Eternity Ba DWCJIE Camping Chair Ultra Light Portable Foldable Seat Collapsi
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 6PCS HSS Steel Titanium Step Drill Bit Set 4-12/20/32mm Metal Ho Fluid Reservoir Fuel Gas Cap with Cover Key Tank for Kawasaki KL
Chapter 13 Neural Nets and Deep Learning PDF IEC Magnetic Motor Starter, 480VAC, 9-45A MYERZI Movable Rack Four Tier Hollow Bathroom Shelf with Wheels,
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 Freshwater Cultured Pearl V-Bale Pendant (8mm Freshwater Culture 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 TM Patriotic Welcome Full Curve Swooper Windless Flag Kit Advert 7 8 Natural Beautiful Wigs, Dark Roots Two Tone Ombre Long Full Lace DMZY Round Garden Table Cover, Patio Set Cover, Waterproof, Wind Bookshelf Retro Design 4-Shelf Corner Bookcase Rubber Wood Corne Black Canyon Sweet Dreams Massage Oil, 128 Oz (1 Gallon) Food Jars Storage Tank Compartment Fresh-keeping Box Plastic Sea
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Forever Collectibles San Jose Sharks Repeat Ugly Business Jacket 13 YIXIN2013SHOP Tissue Box Holder Square Plastic Paper Facial Tiss
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HLXX Room Floor Mats Indoor Doormat Flannel Printed Kitchen Rugs YHYH Coin Bank Phone Plastic Piggy Bank,Children's Password Pigg GyLazhuzizgg Wall Hooks Mucilaginous Hook Kitchen Wall Stickers LevelOne Fiber Media Converter (GVT-2000) 10X14 Oushak Area Rug Ivory Hand-Knotted Wool Oriental Carpet (9 QLIGHA Wedge Cushion Car Seat Heightening Non-Slip Cushion Granu Abbey England Restraints for The Wrist Ankles Medium Ultimate Textile -25 Pack- Herringbone - Fandango 60 x 108-Inch Laptop Bag Cute Colorful Cartoon Elephant 15-15.4 Inch Laptop Ca
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 for Infiniti QX80 6seat 2013-2017 Car Floor Mats Full Covered Ad 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ReynosoHomeDecor 28x32 Inch Rectangular Throw Pillow Insert Form Anime Cartoon Car Seat Covers, Universal Vehicle seat Covers car Queenker 3 Pieces Bath Rug Set Toilet Seat Cover Summer Tropical QuQiu Winch Line Cable Rope 14mm X 28m Synthetic Winch Line Rope for Rustic Ships Anchors Kitchen Trivet Cast Iron Supplier for H American Shifter 432787 Shifter Kit (C6 23 Swan E Brake Trim Kit Accuform, MEXT535XP, 7" x 14" Accu-Shield Sign:"Emergency Fire E RTYHN Women Wedges Platform Slipper Comfy Platform Espadrilles O ECOOPTS Faux Ivy Privacy Fence Screen Artificial Boxwood Panels KUYUC Collapsible Storage Bins Plastic with Lids, Foldable Stora
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 2.19ct Brilliant Round Cut Solitaire with accent Flawless Natura Spanish Matador Wall Stickers Home Decoration PVC Decals Living Easy to carry at home Umberllas Travel Sun Rain Umbrella for Wom American Shifter 523997 Shifter Kit (AOD 23" E Brake Cable Clamp ZXDHNS Photo Wallpaper Wall Mural - Mountain Cliff Waterfall Sce 300mm x 200mm x 1.5mm PRIVATE NO PARKING SIGN (WB) … 18 X Nature Inspired Geometric Cotton Pillow Setblue and White B 49th Test and Evaluation Squadron Unisxe Water Resistant Backpac MUSEDAY 4 Pieces Duvet Cover Bedding SetHappy Valentine's Day Pi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 New Anubis with Ankh Weighing Heart Ostrich Feather Figurine E Safety Barricade Light 9 Modes LED Signal Indicator Light Night InvisibleWings Kitchen Mat Cushioned Comfort Floor Mat Halloween Fresh Calendula Flowers Wicker Basket - 1000 Jigsaw Puzzles for Dining Room Chair Covers Slipcovers Set of 6 Vintage Gradient Br Kipp 06267-53105X20 Thermoplastic Novo-Grip Tapped Through Hole American Shifter 385656 Shifter Kit (4L60 23 Swan E Brake Cable LSAILON 6655 Starter Starter Motor Compatible with 2000-2004 for Decal Stickers Multiple Sizes Fresh Cut Flowers #1 Advertising P WFW MUXIANJU Wooden Vintage Tea Ceremony Set Tea Accessories The
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Children's Room Wall Paper 3D Bedroom Wall Painting Castle Hot B
1 2 3 4 5 Jewels Obsession 14K Yellow Gold Bass Pendant with 18" Necklace Hot Glue Gun, KEWAYO Upgraded Version Mini Hot Melt Glue Gun wit Field Wheat Poppies Cornflowers - 1000 Jigsaw Puzzles for Adults Alfani Mens Pinstripe Pullover Sweater ZHCHL Wigs European and Wigs Women's Gradient Color Front Lace C Head-Mounted 7.1-Channel Audio Soundproof Gaming Headset Soundpr Lace Front Human Hair Wigs for Black Women Curly Human Hair Wigs changshuo Storage Basket Picnic Basket, Woven Natural Wicker Bas ZHCHL Garden Furniture Covers 100x100x85cm, Black Furniture Cove
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 ZPTECH Drawer Organizers DIDIHOU Plastic Colorful Socks Underwea Personalized Bc Quilt Sets Quilt Sets King Queen Twin Throw Size
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Ochoos RNA6912 Bearing 688545 mm (1 PC) Solid Collar Needle Roll Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp
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 Rastafari Rasta Lion of Judah Cannabis Leaf Christmas Tree Skirt SuppliesMAX Compatible MICR Replacement for Konica Minolta bizhu
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: Kastar 3-Pack CGR-D28 Battery and AC Wall Charger Replacement fo (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 XiaoCha Color Starry Sky Dream 3D Self-Adhesive Wall Stickers, W
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).