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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 Flexovit 5" X .040" X 7/8" Razor Thin 60 Grit Aluminum Oxide Gra 7 8 Shelf LMZ Wall Mounted Floating Shelves Wooden Rope Swing Wall H GG Bailey D1830A-CSA-BGE Custom Fit Cargo Liner for Select Merce Replacement Value Filter Service Kit American Shifter 378926 Shifter Kit (4L60E 23" E Brake Cable Cla ZRJ Task Chair Ergonomic High-Back Office Chair Leather Executiv
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Wig Wigs Body Wave Lace Front Wigs Human Hair 1B/27 Wig for Wome 13 OneHoney Spiders-Web Pumpkin Owl Pattern on Orange 3 Pieces Bath
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 LOYALHEARTDY Humidity Packs Cigar Humidor Irrigation Pump Hygrom Eummit Rugs Simple Lines PVC Non-Slip Floor Mat Entry Mat Can Be Geometric Brown Moroccan Area Rug Hand-Knotted Wool Carpet 6x9 ( American Samoa Flag Leather Luggage Tag Steel Engraved Text Original New 100% Technology Proximity Switch Bi2-G12SK-RN6X Hostline Durable Table Runner 18"x72" Dresser Scarf for Kitchen JIE KE Bike Rim MTB Wheelset 26inch Bicycle Cycling Rim Mountain AWSAD Clear Tablecloth, Table Covers Scuff Resistant Durable Pla Zebra Sewing Machine Luggage Tag
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 American Shifter 358798 Shifter Kit (4L80E 10" E Brake Cable Cla 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Hand Guards for K-awasaki Z900RS 2017 2018 2019 Motorcycle CNC H 1 Pcs Tablecloth Beige Embroidery Red Poinsettia Rectangle 72x90 Android 10.0 Car Stereo Sat Nav for NIS-san X-Trail Qashqai 2008 Tiffen 82BDFX4 82mm Black Diffusion 4 Filter Don't Mess with Me - My Daughter is Crazy and She Will Punch You Stainless Steel Storage Tank 304 Stainless Steel Soup Bucket,Oil TropicalLife Sea Turtles Collapsible Market Basket, Summer Beach Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4603 V XXIOJUN-Shower Mat,Bathroom Mat, Floor Mats That Can Be Splice YIXIN2013SHOP Piggy Bank The Large Storage Tank That for Boys an
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Oval Emerald Pendant with Floral Diamond Halo (7x5mm Emerald) Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad ZPTECH Drawer Organizers 3Pcs Non-Woven Fabric Underwear Organiz Dinner Spoon Ceramic Soup Spoon Japanese Style Extended Noodle S 125 PCS - 5/16-18x3" A307 Grade A Full Thread Carriage Bolts Zin Marsh-Mello Backpack with USB Laptop Anime School Backpacks Trav 10k Yellow Gold Caduceus Pendant Charm Necklace Career Professio Thomas Collection Inventory, Limited Sizes Remaining, Handmade i Kingston GO! Plus Works for Yezz Andy 4EL2 LTE 512GB MicroSDXC C
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 CU CMP 750 kcmil 9/16 T UL CSA LONG BARREL WITH SIGHT (Pack of 1 Blanco Y Negro 18-Dj C 9k White Gold Natural Tanzanite Womens Cross Pendant Chain - C 14k Yellow Gold Oval Round Cut Micro Pave Set 0.50 dwt Diamond N "Garage Sale -Modern Gradient" Heavy-Duty Industrial Self-Adhesi Solid Platinum Solitaire Amethyst and .06 Cttw Diamond Charm Pen AC Adapter Power Cord for Toshiba PA-1750-04 PA-1750-09 PA3468U- VW Pets Wall Clock Clock Brown Petals European Wall Clock Europe Woodland Camo Green Laptop Backpack With Usb Charging Port 17 In XINERJIA Statues and Figurines Large Collectible Figurines Home
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Bassett MSE-4B Series Solid Carbide General Purpose End Mill, Ti
1 2 3 4 5 Cosplay Hair Styling Wigs, Hair Replacement Wig, Deep Curly Two RADIATOR LOWER HOSE For 1351.HT Men's Fleece Sweatshirt Men's Big and Tall Teens Long Sleeve Swe Clhhsy Retro Abstract Tree Branches Bird Large Murals Custom 3D 2.21ct Oval Cut Solitaire with Accent Halo split shank Flawless Genuine BMW Clutch Slave Cylinder Repair Kit E12 E21 E24 E28 E30 110V Commercial Waffle Maker, Stainless Steel Bread Maker, Kitch CablesAndKits - [100 Pack] CAT5E Snagless Boot 35ft Black UTP Et IGI Certified 18k Yellow Gold Bezel Round-Cut Diamond Solitaire
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 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with G Clothes Drying Rack with Bonus Sock Clips for Indoor and Outdoor
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Custom 3D Wallpaper Nordic Fresh Rainforest Banana Leaf Flamingo OMING Yoga Hammock High-Altitude Aerial Yoga Hammock Household C
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 Dreamdecor 18K Solid Gold Custom Name Necklace with Heart, Custo Evonecy Solar Charge Regulator, MPPT Solar Charge Controller, Pr
Chapter 13 Neural Nets and Deep Learning PDF Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for Lenovo ThinkPad T4 Supply Spot offers"4 Pack" Compatible ML-1210D3 Toners - For Sam
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 WECDS Modern Wall Clock Personality Nordic Living Room Bedroom W 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 7107SYAQE, Miniature Toggle Switch (5 Items) 7 8 FAMILYDECOR Luxury Bedding Duvet Cover Full Size 4PCS,Super Soft SherHyper- Cartoon Animals Wall Sticker For Rooms Home Decoratio Yuyandejia Spice Rack Shelf 304 Stainless Steel Home Landing Dou Buddha Statue Ksitigarbha Buddha Statue, 11.8”Tall Alabaster Sta 0.9ct Brilliant Heart Cut Solitaire Stunning Genuine Red Simulat
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Sweatshirts for Women,callcarl Women's Pullover Tops Long Sleeve 13 WOCAONIMA Towel Rack Stainless Steel Fashion Simple Creative Hou
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 CGSignLab 2465107_5mbsw_16x16_None |"for Lease -Stripes White" P SDTYYP E-Bike Battery,36/48V/52V,13Ah/15Ah/17.5Ah/21Ah Lithium I American Shifter 383109 Shifter Kit (518 23 Swan E Brake Cable C 14k White Gold Diamond Eternity Bridal Wedding Band Ring (3/4 ct guizhoujiufu Pool Tools Sand Free Quick Dry Beach Towel Microfib ESTUCHE CLARINETE REF. 187HB FORMA Medidas:34x21x9cm. JYXZM 4 Hose Shisha Hookah Glass Hookah Set Party Smoking Set wi KUAIE Transparent Hard Floor Mats Sound Absorbent Easy to Clean XJJUN Folding Water Bag, Emergency Water Container High Capacity
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 LVLIANG Double Bath Towel Bar, Kitchen Dish Cloths Hanger Sus304 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 8 Pack New AB1270 12V 7AH SLA Battery Replacement for X-treme X- WUTONG Handle Modern Minimalist Shoe Cabinet Cabinet Handle Amer NOTRE DAME Fighting Irish MULTI-SIGNED FOOTBALL 8 Autos JOE MONT WDNBQT Mural - 3D Large Mural Custom Wallpaper European Rainfore Colorful Robots Placemat Leather Table Mats Set of 6 Easy to Cle OFFTEK 32GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Progressive Multifocal Computer Reading Glasses Full Frame Blue Kingston GO! Plus Works for Kyocera DuraXV Extreme 512GB MicroSD BINGFANG-W LED Rainfall Shower Head top spray 16-inch ultra-thin Heat Sublimation Tape, High Temp Tape PTFE High Temperature Resi
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LQX Sculpture Garden Sculpture Small Squirrel Statue Handicraft Jewels Obsession Gold Zodiac - Aries Necklace | 14K White Gold Z KM 1/8-1/2 Ultra Vari-Bit Nursery Wall Art - Baby Room Animal Stickers - Cute Animal Wall Anatolian 13" Kappadokia Heavy Hi-Hat Custom Mural Wallpaper Cartoon Animal World Forest Photo Wall Pa American Shifter 498903 Shifter Kit (TH350 8" E Brake BLK Push B XUELINGTANG Funiture Protector Sofa Cushion Covers for Living Ro KAETZRU Laptop Backpacks with USB Graffiti Love Travel Backpack
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Genuine Honda 83270-SZA-A01ZC Right Quarter Roof Garnish Assembl R3727 Tarot Card King of Swords Case Cover for MacBook Air 13? - Jewish People: Story of Survival [DVD] [Region 1] [US Import] [N Golf Practice Net, Green Nylon Mesh Golf Folding Net Chips Colle QIAOLI International Chess 100 Grid International Checkers Chess Warm Night Breeze Decor BD-XM-GS-114108-IP-BO-D-US14-BD 13 x 18.5 in. Wreat vidaXL 3 Piece Outdoor Patio Furniture Set, Sectional Sofa w/Sea Vittoria Collection 25.5 Inch Our Lady of Fatima with Metal Crow Burgundy Ombre 99J Lace Frontal Wig Curly Human Hair Wig 13x6 HD
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Reegang Nordic Glass Bar Single Head Small Chandelier Simple Lig
1 2 3 4 5 YXCKG 10 PCS Flower Pots Trays, Plant Saucer for Indoor Outdoor, Vhomes Light Harwich 10" Outdoor Pendant Burnished Bronze Move ZGNB Bamboo Coat Stand with Bold Clothes Rail, Free Standing Bam AMCER Decor Rug 75x106inch, Washable Rubber Backing, Bedroom Dec Pacific Northwest Map by Mapmaker on Laptop Sleeve - Laptop Slee MKCUXC CJY 25Pcs Vintage Style Rustic Bronze Wall Coat Hat Hooks QWERTYUKJ Chunky Knit Luxury Throw Blanket Handmade Arm Cozy Han L-arginine AAKG, L-arginine HCI with L-citrulline and Beetroot N
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 8x10 inch/ (20 x 25 cm) Rustic Wall Decor Wood Home Sign, Turkey 5-Foot Adjustable Tension Single Curved Shower Curtain Rod, Brus
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Clhhsy Bedroom Decoration Painting New Chinese Embossed Plum Bir Electric oven Rattan Storage Baskets, Handmade Desktop Storage B
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 Thunder Group 18"x 26"x12", 17 gal. food storage box, pp, white, 1/4 in Outside Dia,250 Ft. Standard Polyurethane Tubing, 5/32 in
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: CGSignLab |"Open House -Modern Gradient" Premium Acrylic Sign | (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 YG-1 J0 Series Vanadium Alloy HSS Spiral Pointed Tap, Uncoated (
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).