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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 Safari Nursery Stickers - Wall Decals Monogrammed - Animal Wall 7 8 StarTech.com USB C to DVI Adapter with Power Delivery - 1080p US Cat Blue Bicolor Ragdoll Happiness Garden House Flags Kit Animal Mercu Eye Shadow,Eye Lid Primer Cream Smudgeproof Non Crease Wat Brilliant Round Amethyst Diamond Halo Pendant 10mm (Feb. Birth Dallas Football Fans. Rookie of The Year Navy Onesie or Toddler
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Bonyak Jewelry 18 Inch Hamilton Gold Plated Necklace w/ 6mm Faux 13 AJ WALLPAPER 3D Path Flower Bush 3516 Floor Wallpaper Murals Wal
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with J "Over The Back" Fusible Interlining Embroidery Backing 12 Inches Starrett C11MEHC-600 Cast Iron Square And Center Heads With Sati Non-Slip Velvet Suit Hangers Space Saving 100 Pack Pink Hangers CHENPENG 4K 1080P Webcam with Microphone, Laptop PC Desktop Comp YANTAIAN Cellphone Spare Parts LCD Screen and Digitizer Full Ass Heart with Arrow Pendant, 0.88 CT Gemstones, HI-SI Diamond 6 MM JYHYGS Plastic Refrigerator Food Preservation Box Home Transpare Cake Tray Serving Stand Wrought Iron Cake Display Plate Cake Sta
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 YJRIC Wigs Mint Green Long Curly Hair Chemical Fiber Front Lace 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Diamond Painting Kits Full Drill London Bridge Round Drill,DIY 5 QiXian Toilet Brush Toilet Brush Antique Cleaning Brush Toilet B Unique Backpacking 30oz Tumbler, Eat. Sleep. Backpacking. Repeat BENEATH THE PALM TREES 14KT WHITE GOLD DIAMOND AUSTRALIAN OPAL Noori Rug Heirloom Amoughli Area Rug, Red Wild Animals Silhouettes Parasol Compact Rain Umbrella RainWind Mouse Pads Gaming Mouse Pad RGB Durable Computer Locking Edge La Youth Men Dmx Hooded Sweatshirt Long Sleeve Pullover Sweatshirts Beige Taupe Black Office Swivel Chair Mat Abstract Computer Chai GLOREX Latex Nativity Figures Set, Other, Multi-Colour, 31 x 22
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 DEYYA Outdoor Picnic Blanket with Waterproof Backing Washable Fo KSDCDF Wireless Earbuds Sport, in Ear Bluetooth Earbuds, Wireles 10k Yellow Gold Enamel Ho Christmas Stocking Pendant Charm Neckl ADHW Bike Wall Stand Parking Floor Storage Stand Rack Bicycle Lo YellowMaps Big LUE Mountains AZ topo map, 1:24000 Scale, 7.5 X 7 Xiaoqiao Send A-Level National Inspection Certificate Natural My Labrador Retriever Hawaii Beach Retro Custom Summer Beach Shorts 14kt Gold Franciscan Cross Medal. Includes deluxe flip-top gift Kimball - M1.5 Hex Key Wrench Pkg of 5 (4 Packages)
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Silicone Cooking Utensils Kitchen Utensil Set, Silicone Kitchenw Lennox Lewis Undisputed World Champion T-Shirt Dining Room Wall Art Bedroom Decor Bible Verses nursery Printabl Signature's Dried Plums Pitted Prunes, 3.5 Pounds Pack of 4 Slave to the Beat SUZM Aquarium Sticker Wallpaper Decoration Animal Cuddly Giraffe ECSWP Laundry Basket with Lid, Large Bamboo Dirty Clothes Hamper YQLKD Figurine Home Decor Modern Crystal Ornaments Metal Crafts 12 Pack Solar Garden Lights, Waterproof Solar Pathway Lights for Auto Front Seat Covers Set of 2, Universal Car Seat Covers Fit M
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Super Soft Shaggy Rugs Fluffy Carpets, Indoor Modern Plush Area
1 2 3 4 5 HYZX Free Standing Bath Towel Ladder Storage Organization Rack M Verified by SanFlash Ultra SanDisk 64GB Works for Samsung SM-G93 ZXXL Area Rug Clear Vinyl Plastic Carpet Protector Mats, Hardwoo Partomotive For 05-10 Avalon V6 Front Hood Panel Assembly Primed Hot Glue Guns Kit, Mini Hot Melting Glue Guns with 10 pcs Glue S Steampunk Airship Microfiber Towels (2 Pack) - Quick Dry Camping TGGFA Carburetor Carb for STIHL MS250 MS230 MS210 025 023 021 Ch DC Cure Casual Low Top Skate Shoes Sneakers Black/Grey 7 D (M) Hits of the 60s
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 Gay Caballero NU1024M FLT Cylindrical Roller Bearing
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 MICHAEL MICHAEL KORS Jet Set Travel Patent Leather Card Holder Z American Manufacturing Universal Manual Lift System
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 LIMEI-ZEN Crimping Plier 8-3/0 08-80mm² Terminal Cable Lug Plug Anime Final Fantasy Dirge of Cerberus Vincent Valentine Action F
Chapter 13 Neural Nets and Deep Learning PDF Tommy Bahama Bay Street Blues Silk Camp Shirt Phoenix Wonder Baby Toddler Anti Slip Skid Socks/Baby Kids Socks
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 Pbldb 3D Pretty Beach Scenery Wallpaper Decal Dercor Home Kids N 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 XUXUWA WH The Cane Makes Up Wicker Outdoor Outing Travel Snacks 7 8 Pbldb 3D Mountains Farmlands Wallpaper Decal Dercor Home Kids Nu Hook up Iron Clothing Racks/Clothing Store Shelf/Display Stand/W Dingo Men's American Spirit Boot Round Toe - Di 321 optimista 10 Buttercup Sola Flower Reed Diffuser for Aroma Diffuser Home F
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 djdjdj Leggings for Women Solid Warm Winter Tight Thick Velvet W 13 Princess Mononoke Backpack Personality Laptop Backpack Interesti
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 YWZHIQIAN Fleet Marine Force FMF Doc 3 Man's Track Pants Golf 1/ 3 Armour Etch Over N Over Reusable Glass Etching Stencils | Farm LBMTFFFFFF Carpet Rug Rugs Rug Carpet, Modern Leopard Carpet, fo LQGSYT Women Acrylic Shoulder Bag Strap Acrylic Chain Color Chic Shreem85 Wig European and Wig Women Short Hair Bobo Head Buckle American Shifter 471197 Shifter Kit (16" E Brake Cable Trim Kit YSYP Bathtub Tray, Bathtub Cover Anti-dust Folding Dust Board Ba Ambesonne Vintage Rectangle Pouf, Composition of Nostalgic Flora Mighty Max Battery 12V 75Ah Internal Thread Battery for Telecomm
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Duronic Single Monitor Arm Stand DM251X2 | PC Desk Mount | Steel 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Koolzap For 06-11 Civic Coupe/Sedan Front Hood Hinge Bracket RH NBK Japan MJC-95CSK-ERD 38mm to 45mm Jaw-Type Flexible Coupling Summer Retro Motorcycle Half Helmet Baseball Cap Style Half Helm household items Gothic Garden Metal Arches, Garden Arbor Used fo vancasso, Starry Dinner Set Vintage Look Ceramic Red 24 Pieces S Sheep Reusable Insulated Tote Lunch Bag Food Container Soft Lunc Poly Bag Guy Shipping Tags, Pre-Strung, 13 Pt, 4 1/4" x 2 1/8", Happy Easter Crib Skirt (Personalized) Beer Bottle Cap Holder Beer Cap Wall Art-Beer Cap Collector,Fa Customized Name 3D Cap Hat Teacher Cap All About Teacher 09 Text
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Kyukei Jikan 10 Pun Johnny Was Blanket LUMANO Cozy Reversible Large Throw Blankie Ex 2 PCS Car Seat Covers, Maryland Flag Front Seat Covers Auto Seat Indoor Doormat, Front Back Door Mat 20" x 31.5" - Pink Flowers P CHLDDHC Grab Bars Gold, Brass Support Handle Bathroom Safety Saf 910 Pieces Antique Silver Tone Jewelry Making Charms Crafting Be Haikyuu Laptop Bag Schoolbag with USB Headphone Charging Port, O Flower Tribe Ipad 2020 Pro Case with Pencil Holder Auto Wake and Halloween Sale (18" x 24") Yard Sign, Quantity Discounts, Multi-
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 RANRANJJ Coffee Mugs Cappuccino Cup and Saucer Set Perfect for S (Set of 3) | 15.25" x 1.75" modern kitchen tools Kitchen gadgets Dalyn Rugs Dover DV14 Rug, 12' x 15' Oval, Gold Dust Boston Terrier Bling Rhinestone Dog Tutu Dress, XL Pink History of Rock 2: 60's / Various Dogs Must Be Leashed at All Times Clean Up After Your Pet Sign, HARD EDGE DESIGN Unisex Scottish Clan Crest Badge Rait Sweatshir 9 Vivid Black - L Spike - Billet Aluminum Wind Shield Bolt for W HP Proliant DL360 G9 4 Bays 3.5 Server - 2X Intel Xeon E5-2687W Istanbul Mehmet Cymbals Modern Series MH-SHH14 14-Inch Radiant M
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Space Cookies 448g HeatSeal Smellproof Mylar Bags Resealable Sta
1 2 3 4 5 Alabama Red Elephant Men's Fleece Crewneck Hoodie Hooded Sweatsh Zjxxm Custom 3D Large Wallpaper Murals for Ktv Bar Ballroom Kara SJMMYD Briar Pipe Wood Long Handle Hand Carved Wood Smoking Pipe GAOXUFEI Wired Computer Mouse, high-Performance Gaming Mouse, 11 LED Front Left Drive Side Mirror Turn Signal Light Lamp Cover Ho JXDDD Outdoor Shade Sail, Triangle Awning, 445.7M Oxford Cloth W MANG Industrial Pipe Railings Staircase Handrails Wrought Iron S wig Wigs 13x4 Kinky Curly Lace Front Human Hair Wigs for Women T John Deere Original Equipment Latch #RE223609
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 Candle Holder Wedding Decoration Lotus Candle Holders Ceramics C GOUJIBADE Dukes-of-Hazzard Car Handrail Box Cushion Universal De
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 421275 Shifter Kit (4L80E 16" E Brake Cable Cla Allied Brass WM-6/3X 8 Inch Wall Mounted Extending 3X Magnificat
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 KUYH Triangular Shade Sail, Outdoor Shade Canopy, Garden Terrace CSS-Hamster New Carbon Fiber Gear Box Side Trims Compatible with
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: YINGZI Coin Bank Cat Money Bank Panda Thief Money Boxes Toy Pigg (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 Atlas Homewares SOTR-PN Solange Collection 9.50 Inch Hand Towel
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).