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Product description



Keep your food fresh and secure with the help of this 8 Qt. Translucent Square Food Storage Container with Red Gradations and Lid - 2/Pack
Ideal for high-volume foodservice establishments, this 8 qt. food container features a smooth, non-stick interior complete with red standard and metric graduations. Not only does this useful design increase yields and promote fast, efficient clean-up, but it also enables accurate measuring and portion control.
Additionally, this product's durable polypropylene construction is resistant to stains and chemicals, which ensures increased longevity in addition to added flavor and freshness protection.

Made in America
This item was made in the United States of America.

NSF Listed
This item meets the standards imposed by NSF International, which focuses on public safety, health, and the environment.

Dishwasher Safe
This item can safely be cleaned in a commercial dishwasher.

Stackable
This item can safely be stacked with identical or indicated items to promote easy transportation and space-saving storage.

Store Safe
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BPA Free
This item is free of the chemical Bisphenol A (BPA) and is safe for food contact.

Freezer Safe
This item can withstand low temperature applications and is safe for freezer storage.

Overall Dimensions:
Top Diameter: 9 15/16"
Height: 7 15/16"
Capacity: 8 qt.
Material: Polypropylene

8 Qt. Translucent Round Food Storage Container with Red Gradatio








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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 Rear Cargo Liner, PVC Rear Trunk Floor Mat Waterproof Cargos Pro 7 8 Men'S Fleece Hoodie Pullover Winter Workout Jackets Full Zip War OhhGo Wall Mounted Hooks Rustic Wooden Creative Wall Mounted Coa Printedin3D Flamingo Magnetic Mailbox Cover for US Large Size Daesar 3D Christmas Curtains, Window Curtains 2 Panel Sets Red W UJHNM Decor Sculpturesstatue Figurines Resin Crafts Deer Home En
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Pink Balloon Leather Table Mats Set of 6 Washable Non-Slip Place 13 LCGGDB Forest Full Size Fitted Sheet Pillowcase Sets,Palm Tree
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HelloCreate Wood Floating Shelf Rustic Wood Corner Floating Shel Backpack with Lunch Bag Set Ocean Dolphins Fish Bookbag with Lun NU308W NSK New Cylindrical Roller Bearing Yamako Shinto Alter Shrine Japanese Tono-Cypress Wood Kamidana B Kids Cute Airplanes And Helicopters With Faces In Cloudy Sky Bab Water cup ceramic cup, frosted ceramic coffee mug, mug, gift cup American Shifter 504539 Shifter Kit (4L80E 10" E Brake Cable Cla AI - Allis-Chalmers Shop Manual. PART NO: A-SMAC11 The Skull with Beautiful Flowers Leather Table Mats Set of 6 Was
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Riyyow Towel Holder Multifunction Foldable Towel Rack 304 Stainl 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Women's Casual Pants,High Waist Casual All-match Flower Print St DBS UK Desk Lamps Lamp LED Living Room Solid Wood Table Lamp Stu Parts Accessories 200A 3-12S Electric Skateboard VESC for Esk8 American Shifter 456621 Shifter Kit (700R410" E Brake Trim Kit D CUTEY Motocross Helmet Adult MX Off-Road Helmet Scooter ATV Helm Harmonic Balancer Remover, Crank Pulley Puller Time Saving Balan SignMission Designer Series Sign - Visitors with Left Arrow | Gr Chinese festival of the world - the world beautiful because of y A-Tech 32GB Kit (2 x 16GB) for Dell XPS 15 9550 9560 9570 2666Mh 100 Custom Clear Die Cut Stickers | Custom Clear Stickers | Cut
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 RBC Bearings Pitchlign Heavy Duty Needle Roller Bearings and Inn Mystery Box Electronics, Mystery Boxes Random, Birthday Surprise ZANZAN Money Banks Cheap Vinyl Piggy Bank Creative Storage Tank Let's Boogaloo 4 Koolzap For CAPA 09-12 Elantra Touring Hood Panel Assembly Prime WLLYP Thickness 0.45mm Yellow Tarpaulin Rainproof Cloth Sunshade PajamaGram Pajama Set for Women - Cotton Jersey Pajamas Women 2.5 ct Pear Baguette cut 3 stone Solitaire with Accent Flawless Sickspeed 4 Pc Blue/Polished Spiked Aluminum 60Mm Locking Lug Nu
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HealthyLine Tourmaline Stone Sauna Belt - Far Infrared Heated Ma Lyy Home Bathroom Safety Handicap Grab Bar, Grab Bar for Shower Veri SanDisk Ultra 64GB MicroSDXC Works for HTC Desire Q by SanF cjcaijun Wigs 3 Bundles with 44 Closure Indian Straight Hair Fre YFMYY LED Wall Sconce Modern Triangle Warm White 6000K Sconces L ZZBBZZ-YJ Geometry Area Rugs 60cm 80cm 100cm 120cm 140cm 160cm 1 LBMTFFFFFF Carpet Rug Rugs Rug Carpet, Modern Light Dark Green L Double Penetration DP Backstage Play Wand Ring Back-Side Massage Diamond Embroidery Large DIY 5D Diamond Painting Kits(Raccoon 80 Wife Wife Men Gifts Best Wife Laptop Sleeve Bag Durable Laptop C
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ARTSHOWING Christmas Area Rug 4' x 6', Durable Floor Carpet for
1 2 3 4 5 StarSun Depot Snowflake 20x20 Pillow in Natural 100% Linen with Black White Milk Lover Spray Photo Wallpapers for Wall 3 D Livin Kastar 3-Pack Battery and LTD2 USB Charger Replacement for JVC E 925 Sterling Silver Rhod plat 4 2 3mm Fwc Pearl Aquarius With 1i 1 Pc of PCB Mount Power Transformer, 120VAC -> 12.6/6.3VAC, 600m XIAOMIN 67mm ND Fader Neutral Density Adjustable Variable Filter (New Part) Compatible with Toro 100-3524 Switch-SEAT for Garden 1.9ct Brilliant Round Cut Solitaire Fine Genuine White lab creat GALAWAY WiFi Range Extender, 1200Mbps WiFi Extender with 4 Exter
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 Jww Home Decor Blanket Chunky Knitted Blanket Super Soft Hand Ma TMP1105 LM40UU LM40 LM 40mm Linear Motion Bearings 406080 mm (2
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Room Divider, Hand Carved 5-Panel Room Divider 78.7"x65" Solid M Plutus Brands Plutus Fun Paisley Handmade Throw Pillow, 20" x 26
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 POP Design 2-PK Floating Pool Lights 15" Globes, 4 Color Setting TEAYASON Bird Feeder Outdoor Portable Hanging Iron Feeder Rainpr
Chapter 13 Neural Nets and Deep Learning PDF Portioning Scale,22 lb,12-1/4 in. L,SS - TAYLOR TE22FT A.K. AllYourNeedz. 6" Candy Finish Ball with Glitter Lines - 3/B
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 2.0 ct Brilliant Round Cut Solitaire Natural Deep Pomegranate Da 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 Blue Ocean Mens Bathingsuit for Men Swimwear 7 8 QUARKJK Telescope Military HD Compact Binoculars 8X32 Optics Tel I Saw What You Did [Region 2] DZSLTC Dirt Bike 6-Speed Adjustable Clutch Brake Levers K for Su QWZ Weight Scale Bathroom Scales Bathroom Scales 5-150kg Bathroo GHS Strings M3045 4-String Bass Boomers, Nickel-Plated Electric
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Men's Bones and Paws Athletic Sweatpants, Casual Sport Pants wit 13 toaster Sandwich Toaster, Professional Waffle Maker, Household M
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 UUYYEO 500 Pcs Waxing Spatulas Wood Craft Sticks Wax Applicator FWZJ Anime Duvet Cover for Demon Slayer: Kochou Shinobu, 3D Prin OFFTEK 32GB Replacement RAM Memory for Intel S2600CWTR (DDR4-213 Brown Muted Geometric Vegetable Dye Oushak Turkish Area Rug Wool AURELIOR Rainbow Clouds Unicorns Dot Blue Handle Pull, Cabinet H 5D DIY Diamond Painting Kits for Adults,Modern Pictures Full Dri Bowose Lamp Garden Creative Stained Glass Table Lamp Rose Flower EL DISCO DE ORO DE Table Runner European Style Lace with Tassels, Thicken Reusable
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VSO71DRG/31L-VPA61N00 Hydraulic Pisto 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Norlake 151603 Shelf Wire TISAGUER Long Floor Mat Horses Pink Circus Pattern Vintage Carni Z.L.Q Wall Clock Wall Clock Color Creative Decorative Wall Clock XYSQWZ Monitor Stand, Electric, Universal Desktop Heightening Ba Ineedup Driver Side Replacement Mirror Black Exterior Mirror Fit noflik V-Neck Sorona Scrubs Top - Scrub Tops Women | Scrubs for BANNESE 5 inch Plant Stand Metal Flower Pot Holder Succulent Dis Artistic Weavers Cadarn Printed Oriental Area Rug, 9'3" x 12', L Dola-Dola 5 Panel Screen Room Divider Aerial Photo of Fornells a Chicken Police - Paint it Red - Nintendo Switch
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Wigs Women's Long Curly Wig Color Wig High Temperature Silk Chem 14K Yellow Gold Madi K Polished Cross Post Earrings The Decor That is Adored Steampunk Octopus Statue Figurine Metal Bundle - 9 Items: System 3 ST-3 Bronze 14" Wheels 28" MotoRavage HELLEN O/X Type Leg Effective Correction Band Belt Bowed Knee Va Wholesale CASE of 25 - Sanford Uni-Ball Vision Elite Refills-Eli AI - Belt, Engine. PART NO: A-021947 HLONGG Steering Wheel Cover Universal 15 Inch/38CM Breathable An Drum Kit Accessories Drum Pedal Beater Mallet Durable for Bass D
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Cisco UCS 5108 Chassis with 8X B200 M4 Blade Server, Per Blade ( Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitchen Mat Are Oarencol Yellow Sunflowers Car Seat Covers Retro Florals Leaves Vinyl Wall Sticker for Stairs, 13 Pcs Stair Sticker, DM20200605G Weighing and Batching Controller, PSD-BZ8000 Weighing Convenient American Shifter 449105 Shifter Kit (4L80E 8" E Brake Cable Clam Portable Lockout Kit, Filled, Electrical/Valve Lockout, Tool Box Reproduced 16 x 20 Photo of: Calvin Coolidge, half length, stand UIN Women's Slip On Sneakers Casual Loafers Knitted Art Painted Bear print - Colorful Bear - Karen Tarlton 9x12, 11x14, 12x16, 2
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Drink Coasters High-grade Padded Coaster Insulation Pad Table Ma
1 2 3 4 5 AYTOYY Escape from New York Fashion PU Leather Rivet Shoulder Ba Wallpaper Murales 3D Wallpaper Retro Brick Wall Fitness Characte Rexroth New Aftermarket A10VSO71DFLR/31L-PUC62K15 Hydraulic Pist 0.92cttw Brilliant Round Cut Halo Solitaire Natural VVS1 Genuine Square Envelopes - Self Sealing Envelopes for Thank You Notes, C 59" Wide Red and White Polka Dot Printed Poplin Tablecloth Drape Christmas Tree Absorbent Coasters 8-Piece Set, Ceramic Coasters Verified by SanFlash Ultra SanDisk 1TB Works for Canon PowerShot American Shifter 481217 Shifter Kit (C6 23 Swan E Brake Trim Kit
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 RVTYR 270 140 Camping Gear Hanging Hammock Portable Parachute Ha Steve Madden Women's Declairw Heeled Sandal
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 1/2/3Pcs Space Jam Blind Box ,Space Jam Blind Box Figures-One Ra 5 Pcs of 700-078 Transformers - New
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 8GB (4GBx2) Team High Performance Memory RAM Upgrade For HP - Co 5-Pack AFD2535DES Water Filter Replacement for Amana Refrigerato
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: Veri SanDisk Ultra 64GB MicroSDXC Works for Samsung SM-G970U by (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 Equilibrio Sport Shirt - Midnight with Fuchsia and Light Blue Ch
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).