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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 Motorcycle Cover Compatible with motorcycle covers Ducati Scramb 7 8 Cutting board Square PE multifunctional double-sided cutting boa Dmtrab for Amazon Kindle Fire HD 8 (2020) /Fire 8 Plus Case, T-S SignMission Designer Series Sign - Do Not Block Sidewalk Access KCMYTONER Compatible for Dymo 30299 Jewelry/Price Tag 2-up Label Dr. ColorChip Road Rash Automobile Touch-Up Paint Kit, Compatibl
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 SPOTOR Matte Black Half Open Helmet Half Flip-Up Helmet ABS Anti 13 NGK Iridium IX Spark Plug BR8EIX (4 Pack) for RENAULT FUEGO 1982
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 New GeForce 9500 GT 1 GB GDDR3 PCI-Express Graphics Card (for Wi 3D Door Stickers Murals Ryutp DIY Vinyl Self-Adhesive Door Decal Go-Parts - PAIR/SET - for 1991 - 1992 Toyota Corolla Rear Tail L BD-18556 DIY Beads 3mm Rondelle Faceted Mix Color Gray Labradori Verified by SanFlash Ultra SanDisk 64GB Works for Meizu m2 Micro Genuine OEM Air Filter for Saab 4876074 N/ D Women's Patchwork Pants Hight Waist Distressed Straight Wid Caterpillar Beanies (Adult) Ramanlas Bicycle Heatbeat Storage Bins with Handles Large Storag
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Summer Enjoyment Meiyya 6.7x4.5in Garden Sculpture Garden Statue 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 RADNOR Large Economy Grade Split Leather Palm Gloves with Canvas Nsoking Sakura Saber Kimono Okita Souji Costume Fate Grand Order RedlineGoods Shift Boot Compatible with Mazda 2 2008-2014. Black SpArc Platinum for NEC LT470 Projector Lamp with Enclosure Bucket For Foot Bath,Sauna Accessories Sauna Bucket Water Bucket Artificial Bonsai Simulation Bonsai Pine Tree Simulation Tree Ou Garden Furniture Covers,Prevent Sand and Dust Equipment Sets, We Protective Cushioning Rug Pad Wonderful and Beautiful Underwater DIY Painting by Numbers for Adults,Framed Canvas DIY Painting Pa Car Styling Steering Wheel Decoration Frame Cover Trim Interior
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Graphic Tank Tops for Women Funny Cat Print Sleeveless Shirts Su Jewels Obsession Gold United-States-Of-America Necklace | 14K Wh Trish Lucia Womens Pointed Toe Flat Mule Chain Backless Slip on Shahbanu Rugs Afghan Ersari with Elephant Feet Design Natural Wo CarSeat Cushion Comfort Seat Protector Memory Foam Seat Cushion DIAOD Sale Custom Personal Logo Wooden USB Flash Drive 2.0 Creat Double Window Invoice Envelopes w/Peel Press (4 1/8 x 9 1/8) - EBC S13KR1681 Brake Kit Marquee Engraved Diamond Whiskey Stones Gift Set (Personalized P
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 stool Cotton and Linen Bench, Shoe Bench, Cloth Can Wash Househo Ceramic Coasters 8 Pieces with Cork Base, Absorbent Drinks Cups Dft 3 Colors 2 Sizes Cake Stands Metal Cupcake Dessert Display H Ambesonne Tropical Armchair Pad and Slipcover, Exotic Monstera L InterestPrint Vintage World Map Casual Spread Collar Tops Standa Front Rear Brake Pad Sets Kit Genuine For BMW F30 F31 F32 F33 XIANYUNDIAN Portable Professional DSLR Camera Travel Monopod Tri Arts Language Bedspread Quilt Twin Size Valentine's Day Love Hea Foldable Clothing Storage Box Large Office Sundries Toy Storage ''HANDMADE''Cell phone stand gray and pink, Docking station can
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
.925 Sterling Silver Double Strand Magnetic Clasp Spacer Bead St
1 2 3 4 5 1-Light 14 Inches Retro Vintage Industrial Sconce Wall Light Fix Replacement For Suzuki Vl1500 Intruder 800 Cc Year 2002 Parking ERA Paints Automotive Touch Up Spray Paint Kit for Mazda Mazda8 Garden Furniture Covers Outdoor, Furniture Cover Set Waterproof, Large Insulated Lunch Box For Men Women, Shining Sequins, Reusab JJBWZX Hotel Duvet Cover Queen Size 90X90In 3 Pieces (1 Duvet Co TYC 150181 Replacement Fuel Pump (DODGE), 1 Pack Long Tie Store | Extra Long Silk Necktie for Tall Men | Reg Widt zdz Light Gray Hard Floor Chair Cushion,47 X 47 Inchs Round Non-
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 RuPost Pavone/Angel Figurine FENGWXINW Figurine Animal Statue Ornaments Sculptures Statues Or
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 9'x11'10" Blue Abstract Wool And Silk Hand Knotted Oriental Rug American Shifter 391287 Shifter Kit (C6 6" E Brake Cable Clamp 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 Kimball - Full Brim Hard Hat Wddwarmhome File cabinets Nightstand Bedside Table, Household Be
Chapter 13 Neural Nets and Deep Learning PDF SARO LIFESTYLE Quilted Throw Pillow, 20" Down Filled, Slate 095 096 01M Transmissions 7 Piece Solenoid Set Wire Harness 19
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 DIY 5D Diamond Painting by Number Kits, Cat on High Heels Kids F 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 Rent ME King Swooper Feather Flag Sign Kit with Complete Hybrid 7 8 American Shifter 427864 Shifter Kit (4L60E 23" E Brake Cable Cle ECSWP Handmade Bamboo Storage Basket Folding Clthoes Laundry Bas 1Pc 45Cm Soft Plush Stuffed Animal Cushion, Cute Soft Plush Toy 20 Pc 2012-2018 Ram 1500 Truck Oem Chrome OEM Factory Lug Nuts | Uscg Badge Us Cutterman Automatic Tri-Fold Umbrella Light Automa
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Decoration Flame Lights 12 Led Outdoor Solar Light Waterproof To 13 Mannequin Torso Body Professional Female Mannequin Body Torso Dr
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 LIMEI-ZEN UA3268D Ammeter Voltmeter Ohmmeter Diode Digital Clamp 5D Large Diamond Painting by Number Kits Monet Lilies DIY Full D Cartener Hot Glue Gun Holder Original Wood Stand Organizer Flora CL-031 Rotor Clip Equivalent External Retaining Ring, Light Duty Wildberries Filter 4 Water Filter, Replacement for Maytag UKF800 CGSignLab |"for Lease -Victorian Card" Premium Acrylic Sign | 27 3D Printer Parts Accessories, 3pcs TC4 Nozzles 0.2/0.3/0.4/0.5 Dil Ne Phir Yaad Kiya Soundtrack Cosplay Costume 3 -The End of During the tower Anime Short sleev
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 Packs Kitchen Cabinet Knobs,Vintage Texture with Bird Foot Pr 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Shoulder Bags Luxury Handbags Women Bags Designer Soft Tassel Mo Shower cap Dry Hair Cap|Fine Embroidery Dry Hair Towel | Quick D Society6 Art Deco Fan Pattern by Kookie Pixel on Wall Hanging - NYDZ Towel Rack Towel Rack 1pc Towel Rack Towel Rack Bathroom Ac 3dRose Polar Bear Resting Trivet with Ceramic Tile, 8 by 8", Bro Dheera Portable Ultralight Tent Backpacking Tent with Carry Bag Statue Décor Figurines Couple Bicycle Decorations Home Living Ro TTNM s Plush Dog - 7-12CM Stuffed Animal , Keychain Gift Toy , D QQ-Studiocom 100PCS Brown Kraft Stand-Up Zipper Bags w/Hang-Hole LUSTAR Plant Stand Rolling Wooden Planter Caddy Potted Plant Sta
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Personalized Best Quilt, Gift for Your Lovers Quilt Set Bed Moth Tops for Men Block Printed Cardigan Knit Long Sleeve Stand Colla Wall Decal Beaching Not Teaching, Mural Wall Decal Sticker for H Personalized Cat Pillow-My Life is Ruled by Two Spoiled-Thanks f Corolado Spare Parts, Recoil Pull Starter for DEK 5650 6500 6500 Beauty Decor Non-Slip Area Rugs with Rubber Backing Throw Rugs R ZSHUZHI Lab Distillation Apparatus 500ml 1000ml Lab Distilling A BUERYUZ Applicable Ipad Pro Protective Case The Last Airbender D Society6 Yellow White Half Circle Pattern by Rose Gold on Wall
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Craft White Lace Decorative Umbrella Photography Scene Prop Umbr 100% Cotton Activewear for Men, Men's Casual Love is Patient Swe ZYF Step Stool Folding Step Stool Folding Ladder Stool, Plant St Pallet Caddy with Wheels, Iron Potted Plant Stand with Wheels,He LLNN Insect Villa Acryl Ant Farm DIY Nest, Ant Farms for Kids, 3 Sun Loungers Cushions Zero Gravity Chairs Cushion Old Paper Back RUDRAFASHION Round Cut 14K Gold Plated Blue Sapphire Cross Penda Pen Plax BA627 Quick Kleen Cage Flexovit 4 1/2" X .065" X 7/8" RazorCombo 60 Grit Aluminum Oxide RANMCC Jean Jacket for Men Slim Fit Ripped Denim Jacket Coat
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Cristal d'Arques L8240 Vase, Crystalline, 27 cm
1 2 3 4 5 CoolCookware Onward 15.5in. Stainless Steel Dual Bar Burner Water Storage Tank with Faucet Plastic Car Water Tank Horizontal House Decor Fish Tank Poster Big Patchwork of Different Patterns Kingston GO! Plus Works for Lava ARC 9 512GB MicroSDXC Canvas Ca Jiulong Goldfish with Cap Board Short Beach Shorts Pants Swim Tr Mafulus Womens Ankle Boots Round Toe Faux Leather Stacked Low He IW.HLMF 10X50 Military Binoculars with Compass Rangefinder Fogpr Stainless Steel Tension Shower Curtain Rod Rust-Resistance Sprin SHYPT Lanyard Credit Id Badge Holder Key Rings Bag Student Women
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 Beauty Decor Window Sheer Curtains for Bedroom Living Room Happy Goodithy LHD Interior Door Armrest Leather Outer Frame Support f
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Wall Murals Wallpaper Dream Forest Big Tree Tree House Wall Mura Herend Lion Porcelain Figurine Reserve Collection
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 DNP M260 Ultra Durable Wax/Resin Black Thermal Barcode Ribbons ( Him cologne eau de parfum spray 1.7 oz eau de parfum spray dream
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: FAG NJ205E-M1 Cylindrical Roller Bearing, Single Row, Straight B (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 Justin 3163 - Chestnut Deerlite Boot 10 Inch
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).