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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 Bonyak Jewelry 18 Inch Hamilton Gold Plated Necklace w/ 6mm Whit 7 8 Verified by SanFlash Ultra SanDisk 64GB Works for Gionee Ctrl V6 Kingston GO! Plus Works for Alcatel 4013M 512GB MicroSDXC Canvas [12 PCS] Decorative Cabinet Wardrobe Furniture Door Round Drawer Six Toyssex Toys for Couples, Clitorial Stimulator Suction Vibra HKJZ SFLRW Bluetooth 5.0 Wireless Earbuds, TWS Wireless Earbud H
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ZXDHNS Modern Murals Art Poster – W X H/177 X 118 Inch – Removab 13 720 pcs 15mm Alfa System Press Studs"Capped" Snap Fastener.
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 XLNB Security Camera,Color Night Vision, 1080P WiFi CCTV Camera ChenTaid Minimalist Style Mail Wraps Cover White 21x18 in  for O SpeedyFiberTX – 2-Pack 300 Feet SC/APC to SC/APC Slim Simplex Ri XYSQ Lightweight Folding Stools, Camping Stool with Backrest Mad MAPOLO Laundry Hamper Homeless Cat Foldable Linen Laundry Storag MoonTour Abstract Watercolor Floral Japanese Backpack School Boo Rush Dance All Time Sports Baseball Chiffon Ruffles Baby/Toddler Navy Blue Vegetable Dye Abstract Wool/Silk Area Rug Hand-Knotted WGG Plant Stand Indoor Shelves Plant Holder Plant Rack Flower St
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Fleetguard Hydraulic Filter Cartridge Part No: HF35357 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Cutting Board Chopping Board Bamboo Cutting Board for Kitchen St Coasters for Drinks, Absorbent Drink Coasters Set Cool Bar Cup C Omoone Women's Oversized Faux Fur Collar Metallic Puffer Padded "Ice Cold Beer -Basic Black" Premium Acrylic Sign HEALLILY Electric Shaver for Women 4- in- 1 Women Razors Body Ha Baoblaze Portable Air Conditioner Cooling Fan Office Home Bedroo Alxiang Manual Driver Side View Mirror Compatible with Sport Uti Juesi Feṃale, Sucá¹­ion Cup Ðidḷo - Ðiḷlo Reạlistic 8 In FULONNGCO Starry Sky Starlight Nebula Space Universe Pattern Per 11 1/2 x 17 5/8 Job Ticket Holder Vinyl Plastic Sleeve, Set of 5
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Prettyia Garden Parasol Cover Umbrella Zipper Cover Sunshade Top Kanji Peace and Harmony Men Short Pants Baggys REOUG Waterproof LCD Display Panel Electric Bicycle E-Bike Scoot Irix Edge IFH-100-PRO Filter Holder Raybestos FRC12649N DISC BRAKE CALIPER HijingTT All Weather Car Floor Mats with Non Slip Rubber Backing Kids Alarm Clock Rainbow Fish Scales 6'' LED Screen Easy Digital BINBAOSS 2.3m Halloween Inflatable 7 Pumpkin Ghost with LED Ligh HSJA Customize Wall Mural Wallpaper Dolphin Turtle DIY Home Post
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Fevas MXL Timing Pulley 120 Teeth 12mm Bore,11mm Teeth Width,5pc Cup Coffee Mug, Gift for Women Men Boys Girls Vol. 2-Press Conferences 1.2v 2800mah Rechargeable Ni Mh Battery with Soldering Nickel Ta Trimming Tool Gardening Grafting Pruner Garden Set Kit Farming f Vintage Brown Geometric Nahavand Oriental Area Rug Wool Hand-Kno TISAGUER Backpack Stylish Water Repellent Casual Day-pack Bag,Mu Wall lamp Rectangle Wall Sconce Light Indoor Outdoor IP65 Wall L COLORSUM 2 Piece Non Slip Kitchen Mat Set Thanksgiving Autumn Ma YTBLF LED Alarm Clock Radio with 7 Color Lights, Bluetooth Wake
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Rexroth New Aftermarket A10VSO45DFR/31R-VUC12K40 Hydraulic Pisto
1 2 3 4 5 I Hate People Camping Reusable Large Lunch Bag Cooler Tote Insul Liyiyuan Christmas Decoration Garland Handmade Dead Branch Flowe Large Cable Knitted Premium Washable Soft Merino Wool Bedroom Ho Brakes Glass neon Sign #10515 Made in USA Lion Face Pattern Placemat Leather Table Mats Set of 6 Easy to C Hapeisy Wall Mounted Cross Rustic Wood Cross Gift Decoration Hom AURELIOR Tiger Pattern Animal Blue Green Leaves Handle Pull, Cab Mein Sommertraum Clara Pucci 3.6 ct Cushion Cut Solitaire Accent Stunning Genuine
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 Honeywell CableCommunications RG59 95% CCA BRD+18/ 2 STR WHTE - KBS Coatings 8302 OEM Satin Black BlackTop Chassis Paint - 1 Pin
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Sickspeed 20 Black/Purple Capped Aluminum Extended 60Mm Lug Nuts Fleetguard Air Filter Part No: AF26319
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 Correction Chair Kneeling Chair Solid Wood Color Optional (Color ZXCVB Bathroom Clothes Storage Dirty Basket, Small Fresh Basket
Chapter 13 Neural Nets and Deep Learning PDF Trinity Flashlight for Glock 34 gen5 Home Defense Tactical Optic (10pcs) 3/4"-10 X 5 Square Head Set Screws, Stainless Steel 18-8
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 HARD EDGE DESIGN Unisex American Grown with Irish Roots, Norther 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 Automatic mästerbrators handsfree Strõker Mäle Mästerburbator To 7 8 Power Sport Cross Drilled Slotted Brake Rotors and Ceramic Brake 20 Black 60Mm Aluminum Extended Tuner Lug Nuts Lugs For Wheels/R Morganite Teardrop Pendant with Diamond Accents (10x7mm Morganit Ochoos NA6919 6534919 Needle Roller Bearing 95x130x63mm Turquoise Decor Seabed World Backdrop Chamomiles Flower Blossom
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Jamaica Blue Mountain Coffee 5Lb. Bag 13 ZhHan Simulation Banana Wearing Male an^al P^Lug, Black 3 Ring W
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 American Shifter 442483 TH400 Shifter Kit (6" E Brake Cable Clam Rexroth New Aftermarket A10VO45DFR/31R-PKA61K40 Hydraulic Piston LSpace Women's Sandy Full Bikini Bottoms American Shifter 415086 Shifter Kit (700R4 12" E Brake Cable Tri Pocketmar Supplies for Quiet Kit: Garage Door Hinge Roller Tune Up Kit f Allied Brass CL-3-8 Carolina Collection 8 Inch Door Pull, Matte DNZJ Rooster Garden Statue- Indoor/Outdoor Garden Sculpture Rust Golden South Sea Cultured Pearl Diamond V-Bale Pendant (10mm G
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Golden J-Pop: Best 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 OOOMG 2m/6.5ft Pink Outdoor Straw Parasol Round Beach Umbrella P 3D Wall Mural Natural Scenery Wallpaper Landscape Bamboo Forest HSHUIJP Soft Toys Cartoon Cute Cafe Duck Plush Toy Stuffed Soft CHUFZSD Skull with Roses Sugar Skull -1 Highly Accurate Smart Fi 8'x10'2" Pink Hand Loomed Jacquard Wool and Art Silk All Over De "Hope" Heavy-Duty Outdoor Vinyl Banner UNICODEHAPPY Pendant Lighting for Kitchen Island Modern Glass Mi GZHair Christmas Day Hooded Blanket Flannel Plush Thin Quilt Sof Silver Cotton Pinch Pleat Pintuck Dust Ruffle Bed Skirt with 21" Queenker 3 Pieces Bath Rug Set Toilet Seat Cover Autumn Pumpkin
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Hydrographics Film - Hydro Dip Film - Hydrographic Film - Water KYCHDY steering wheel cover Steering wheel covers Black New Micr ZHU-CL Scientific Measuring Equipment EMV570 Start-Stop Function JP_Beads Tanzanite Bracelet Tanzanite Bracelets Gold Filled Fill You'll Never Know Pride US Israeli Transgender and Genderqueer Garden House Flags American Shifter 419235 Shifter Kit (FMX 16" E Brake Cable Clamp Rexroth New Aftermarket A10VO45DR/31L-PSC12K05 Hydraulic Piston Young Forever Valentine Gifts Special Angelic Collection Multi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Arts Language Tablecloth for Rectangle Table Colorful Stripe Pri 1.92ct Brilliant Round Cut Solitaire Halo Flawless Genuine Natur Lunch bag, Portable cold storage bagcold Extra Large 25L Export Wedding Arch Draping Fabric 3 Panels 30" x 20Ft Drapery Wedding 4 Piece Shower Curtain Sets with Non-Slip Rug,Toilet Lid CoverB Soft Area Rugs for Bedroom Summer Fresh Lemon Funny Skull Retro HCCTOZZ Alarm Clock Radio, Digital Alarm Clock, Alarm Clock Radi Spectrum IDCL Certified Diamond Wedding Earrings For brides - 14 Leopard Print B Casual Hip Hop Trousers Length Jogger Pants Bagg SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Opossum Rubber Stamp – Giant Heavy Duty Self-Inking - 2.7 inches
1 2 3 4 5 ZNND 20 Inch Bike Wheel Double Wall Rim Disc Brake for 7 8 9 10 The Simpsons Animation Camping Stool, Folding Samll Chair 12inch Kingston 512GB BLU Studio G Plus MicroSDXC Canvas Select Plus Ca VINISATH Front Rear Car Mats Set of 4,Crash Bandicoot Decorati Realistic Flower Purple Digital Desk Stand Clock with Electronic Personalized Angel Breast Cancer Awareness Quilt Birthday Gift t Creative Love Word English Photo Lettering Wallpaper Living Room U-Line UHRE124-SS01A Solid Refrigerator 24 In Reversible Hinge S Antiques King Windless Flag Pack of 3 Sign with Complete Hybrid
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 Tree Drawing Leather Table Mats Set of 6 Washable Non-Slip Place Mouse Pads Anime Girl, Gaming RGB Large Mouse Pad Gamer Big Mat
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Chicago Girl Travel Set Of 4 Prints, Cupcake Shop, Skyline, Navy Printronix - PRINTRONIX P52XX PAPER GUIDE CHAIN ASSY - 153778-00
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 Clhhsy Waterproof and Removable Photo Wallpaper Modern Fashion P QIAONAI sg816 Vintage Lion Head Furniture Pull Handle Silver Kno
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: 3D Pink Flower Branch 7332 Floor Wallpaper Murals Wall Print Dec (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 Mznm Wallpaper Custom Living Room Bedroom Dining Room Stereo Blu
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).