Zipline is Airbnb’s data management platform specifically designed for ML use cases. Previously, ML practitioners at Airbnb spent roughly 60% of their time on collecting and writing transformations for machine learning tasks. Zipline reduces this task from months to days – by making the process declarative. It allows data scientists to easily define features in a simple configuration language. The framework then provides access to point-in-time correct features – for both – offline model training and online inference. In this talk we will describe the architecture of our system and the algorithm that makes the problem of efficient point-in-time correct feature generation, tractable.
The attendee will learn
Importance of point-in-time correct features for achieving better ML model performance
Importance of using change data capture for generating feature views
An algorithm – to efficiently generate features over change data. We use interval trees to efficiently compress time series features. The algorithm allows generating feature aggregates over this compressed representation.
A lambda architecture – that enables using the above algorithm – for online feature generation.
A framework, based on category theory, to understand how feature aggregations be distributed, and independently composed.
While the talk if fairly technical – we will introduce all the concepts from first principles with examples. Basic understanding of data-parallel distributed computation and machine learning might help, but are not required.
Zipline is Airbnb’s data management platform specifically designed for ML use cases. Previously, ML practitioners at Airbnb spent roughly 60% of their time on collecting and writing transformations for machine learning tasks. Zipline reduces this task from months to days – by making the process declarative. It allows data scientists to easily define features in a simple configuration language. The framework then provides access to point-in-time correct features – for both – offline model training and online inference. In this talk we will describe the architecture of our system and the algorithm that makes the problem of efficient point-in-time correct feature generation, tractable.
The attendee will learn
Importance of point-in-time correct features for achieving better ML model performance
Importance of using change data capture for generating feature views
An algorithm – to efficiently generate features over change data. We use interval trees to efficiently compress time series features. The algorithm allows generating feature aggregates over this compressed representation.
A lambda architecture – that enables using the above algorithm – for online feature generation.
A framework, based on category theory, to understand how feature aggregations be distributed, and independently composed.
While the talk if fairly technical – we will introduce all the concepts from first principles with examples. Basic understanding of data-parallel distributed computation and machine learning might help, but are not required.
Generating biggest possible value to the businessAli Craigmile
I've been thinking a lot recently about how to help a digital delivery team be more Lean - by highlighting to them (in a simple way) just what they're spending their time on.
I've come up with a model recently for visualising time spent on Features, on Infrastructure, Bugs and the other stuff (e.g. overheads, or the cost of doing business).
The question I pose, and try to answer in this slide deck is: "How do I decide what to do next?".
* I'd be interested to hear how you decide what to do next?
* What tools and techniques do you have in this area? and,
* How might this model help you focus on generating value?
Developed the Inventory Management System for ERP Implementing in Manufacturi...sushil Choudhary
This paper deals with development of inventory management system for a manufacturing Industry. The developed software System is easy to use, less time consuming & all detail about the inventory items & transaction status. Enterprise Resource Planning (ERP) software presents a frame work for organizations to better utilize their processes. The report is about windows based application. The Front-end is developed using Visual Basic. A visual programming environment provides all features that are required to develop graphical user interface as ready to use components. The programmer does not have to write code to create and display commonly required user-friendly features each time around. The Backend used is SQL server database that ensures total security and no data loss or corruption. The database management systems are warehouses of information, where large amount of data can be stored. The Reports are developed using Crystal Report. Crystal Reports is the standard reporting tool for Visual Studio .NET. It brings the ability to create interactive, presentation-quality content; to the .NET platform. Crystal report is an integral part of the Visual Studio .NET environment. The main idea of this paper is to handle the all details of inventory management system. In this software package has been developed to smoothen the processing of item transaction in inventory such as item receive, item issue & report generation such as stock statement, issue register & receive register etc. This Software will help in automating all the process like receiving and issuing application in inventory. Key Words: ERP, Inventory management, Front-end Database SQL, Back end- Visual basic
Tuning for Systematic Trading: Talk 2: Deep LearningSigOpt
This talk explains how to train deep learning and other expensive models with parallelism and multitask optimization to reduce wall clock time. Tobias Andreassen, who supports a number of our systematic trading customers, presented the intuition behind Bayesian optimization for model optimization with a single or multiple (often competing) metrics. Many times it makes sense to analyze a second metric to avoid myopic training runs that overfit on your data, or otherwise don’t represent or impede performance in real-world scenarios.
Thinking Outside the Cube: How In-Memory Bolsters AnalyticsInside Analysis
The Briefing Room with Mark Madsen and IBM
Live Webcast on Aug. 27, 2013
Visit: www.insideanalysis.com
What's old is often new again, especially in the world of information management. The innovation of OLAP cubes years ago transformed business intelligence by empowering analysts with significantly faster number-crunching capabilities. Today, with data volumes exploding, a new kind of cube is offering similar value, thanks in large part to in-memory analytics.
of The Briefing Room to learn from veteran Analyst and practitioner Mark Madsen of Third Nature, who will explain how this new wave of in-memory technology can give analysts a needed boost for dealing with the rising tide of data volumes and types. He'll be briefed by Chris McPherson of IBM Business Analytics, who will tout IBM Cognos Dynamic Cubes, which were specifically designed to let business users maintain the speed and agility they need for their analytical solutions.
How to Improve Data Labels and Feedback Loops Through High-Frequency Sensor A...InfluxData
Ezako is a startup specializing in time series analysis. Ezako helps its clients detect anomalies and label their time series data. It helps accelerate the labeling process and analyze vast amounts of data from a variety of sensors in real-time. The company provides anomaly insights and makes it easier for data scientists. Ezako is the creator of Upalgo, which is a time series data management tool that uses AI to automatically detect anomalies in streaming data.
During this webinar, Ezako will dive into how high-frequency sensors can generate huge amounts of data which can become desynchronized. This can result in data quality issues as it can contain errors and glitches. Ezako uses machine learning, labelling and feedback loops to identify these errors. Discover how the company helps improve its clients’ data quality and reduce the number of validation mistakes.
For many Agile teams, delivering software is the end of a journey. We ship one feature, have a beer, and move on to the next highest feature on the product backlog. However, shipping software is simply the beginning. Several studies cite that users on average use less than 30% of the features in a software application, yet our goals and metrics seem aligned with shipping more features. Agile teams talk more about increasing throughput or reducing cycle time than building features that better engaging with their users, so in some ways, Agile has actually accelerated the pace of ‘feature-itis.’
The Use of Functional Size in the Industry.pdfNesma
In this webinar, the emphasis is on the use of Functional Size in the Industry, and we focus on several use cases where functional size helps organizations to make impactful decisions based on objective metrics and data.
While traditional performance metrics often measure individual output or adherence to pre-defined plans, measuring performance in agile teams requires a different approach. Agile teams operate in iterative cycles, prioritizing adaptability and learning over rigid goals. So, why do organizations still measure their performance?
By using the right metrics in the right way, organizations can empower their agile teams to thrive and deliver exceptional results.
Software Cost Estimation webinar January 2024.pdfNesma
In this webinar you will learn why Software Cost Estimation is important, what is the Software Cost Estimation Body of Knowledge for Software and the ways you can become a professional certified software cost estimator SCEC!
The journey of UNISON Cost Engineering in the field of automotive software cost estimation started in 2018. The expectation is that in 2030 the cost of software will be 50% of the total production cost of a car. To help the OEM get a proper understanding of the software development cost they need to use some form of size measurement to compare, challenge and control the cost of software development by the software vendors.
The COSMIC battle between David and Goliath - Paul HusseinNesma
No more exhaustive and emotional discussions on price and deliverables. Predictable prices for projects and changes. No escalating maintenance costs. This can only be done by specifying exactly what you want and outsource it to the right service providers that have the required platform already in place.
Succesful Estimating - It's how you tell the story - Amritpal Singh AgarNesma
Estimating the Cost of something is a profession. But then you have to tell the story about the estimate to whoever needs to hear that story. The success of how you tell the story is determining the success of the cost estimate.
CEBoK for Software Past Present Future - Megan JonesNesma
The Cost Estimation Body of Knowledge for Software is in development for a number of years within ICEAA. First as a section of the general CEBoK, but it will be established as a separate CEBoK-S for Software, since software is becoming very prominent within the cost estimation community.
Agile Development and Agile Cost Estimation - A return to basic principles - ...Nesma
Is there a natural tension between agile development and traditional cost management or do we need to return to basic principles? Even when you are flexible, you still need to make a plan, build an estimate and measure what you have achieved.
Resolving Cost Management and Key Pitfalls of Agile Software Development - Da...Nesma
Agile software development does not always live up to the promises. Especially in the field of IT Cost Management. Without proper estimation and tracking the value cannot be made clear.
Project Succes is a Choice - Joop SchefferlieNesma
Project success is a choice. Don't stop thinking about the best way to do a project, agile or not. Select the best competencies to ensure that the project will be successful.
Deze presentatie beschrijft een praktische implementatie van het gebruik van Nesma functiepunten in Agile deliveries. Deze presentatie is gepresenteerd door Richard Sweer van Infinity tijdens de webinar Afrekenen met functiepunten. Voor meer info: www.nesma.org; conference@nesma.org.
Top Features to Include in Your Winzo Clone App for Business Growth (4).pptxrickgrimesss22
Discover the essential features to incorporate in your Winzo clone app to boost business growth, enhance user engagement, and drive revenue. Learn how to create a compelling gaming experience that stands out in the competitive market.
AI Fusion Buddy Review: Brand New, Groundbreaking Gemini-Powered AI AppGoogle
AI Fusion Buddy Review: Brand New, Groundbreaking Gemini-Powered AI App
👉👉 Click Here To Get More Info 👇👇
https://sumonreview.com/ai-fusion-buddy-review
AI Fusion Buddy Review: Key Features
✅Create Stunning AI App Suite Fully Powered By Google's Latest AI technology, Gemini
✅Use Gemini to Build high-converting Converting Sales Video Scripts, ad copies, Trending Articles, blogs, etc.100% unique!
✅Create Ultra-HD graphics with a single keyword or phrase that commands 10x eyeballs!
✅Fully automated AI articles bulk generation!
✅Auto-post or schedule stunning AI content across all your accounts at once—WordPress, Facebook, LinkedIn, Blogger, and more.
✅With one keyword or URL, generate complete websites, landing pages, and more…
✅Automatically create & sell AI content, graphics, websites, landing pages, & all that gets you paid non-stop 24*7.
✅Pre-built High-Converting 100+ website Templates and 2000+ graphic templates logos, banners, and thumbnail images in Trending Niches.
✅Say goodbye to wasting time logging into multiple Chat GPT & AI Apps once & for all!
✅Save over $5000 per year and kick out dependency on third parties completely!
✅Brand New App: Not available anywhere else!
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✅Commercial License included!
See My Other Reviews Article:
(1) AI Genie Review: https://sumonreview.com/ai-genie-review
(2) SocioWave Review: https://sumonreview.com/sociowave-review
(3) AI Partner & Profit Review: https://sumonreview.com/ai-partner-profit-review
(4) AI Ebook Suite Review: https://sumonreview.com/ai-ebook-suite-review
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May Marketo Masterclass, London MUG May 22 2024.pdfAdele Miller
Can't make Adobe Summit in Vegas? No sweat because the EMEA Marketo Engage Champions are coming to London to share their Summit sessions, insights and more!
This is a MUG with a twist you don't want to miss.
A Study of Variable-Role-based Feature Enrichment in Neural Models of CodeAftab Hussain
Understanding variable roles in code has been found to be helpful by students
in learning programming -- could variable roles help deep neural models in
performing coding tasks? We do an exploratory study.
- These are slides of the talk given at InteNSE'23: The 1st International Workshop on Interpretability and Robustness in Neural Software Engineering, co-located with the 45th International Conference on Software Engineering, ICSE 2023, Melbourne Australia
Custom Healthcare Software for Managing Chronic Conditions and Remote Patient...Mind IT Systems
Healthcare providers often struggle with the complexities of chronic conditions and remote patient monitoring, as each patient requires personalized care and ongoing monitoring. Off-the-shelf solutions may not meet these diverse needs, leading to inefficiencies and gaps in care. It’s here, custom healthcare software offers a tailored solution, ensuring improved care and effectiveness.
Navigating the Metaverse: A Journey into Virtual Evolution"Donna Lenk
Join us for an exploration of the Metaverse's evolution, where innovation meets imagination. Discover new dimensions of virtual events, engage with thought-provoking discussions, and witness the transformative power of digital realms."
Transform Your Communication with Cloud-Based IVR SolutionsTheSMSPoint
Discover the power of Cloud-Based IVR Solutions to streamline communication processes. Embrace scalability and cost-efficiency while enhancing customer experiences with features like automated call routing and voice recognition. Accessible from anywhere, these solutions integrate seamlessly with existing systems, providing real-time analytics for continuous improvement. Revolutionize your communication strategy today with Cloud-Based IVR Solutions. Learn more at: https://thesmspoint.com/channel/cloud-telephony
Utilocate offers a comprehensive solution for locate ticket management by automating and streamlining the entire process. By integrating with Geospatial Information Systems (GIS), it provides accurate mapping and visualization of utility locations, enhancing decision-making and reducing the risk of errors. The system's advanced data analytics tools help identify trends, predict potential issues, and optimize resource allocation, making the locate ticket management process smarter and more efficient. Additionally, automated ticket management ensures consistency and reduces human error, while real-time notifications keep all relevant personnel informed and ready to respond promptly.
The system's ability to streamline workflows and automate ticket routing significantly reduces the time taken to process each ticket, making the process faster and more efficient. Mobile access allows field technicians to update ticket information on the go, ensuring that the latest information is always available and accelerating the locate process. Overall, Utilocate not only enhances the efficiency and accuracy of locate ticket management but also improves safety by minimizing the risk of utility damage through precise and timely locates.
Zoom is a comprehensive platform designed to connect individuals and teams efficiently. With its user-friendly interface and powerful features, Zoom has become a go-to solution for virtual communication and collaboration. It offers a range of tools, including virtual meetings, team chat, VoIP phone systems, online whiteboards, and AI companions, to streamline workflows and enhance productivity.
Introducing Crescat - Event Management Software for Venues, Festivals and Eve...Crescat
Crescat is industry-trusted event management software, built by event professionals for event professionals. Founded in 2017, we have three key products tailored for the live event industry.
Crescat Event for concert promoters and event agencies. Crescat Venue for music venues, conference centers, wedding venues, concert halls and more. And Crescat Festival for festivals, conferences and complex events.
With a wide range of popular features such as event scheduling, shift management, volunteer and crew coordination, artist booking and much more, Crescat is designed for customisation and ease-of-use.
Over 125,000 events have been planned in Crescat and with hundreds of customers of all shapes and sizes, from boutique event agencies through to international concert promoters, Crescat is rigged for success. What's more, we highly value feedback from our users and we are constantly improving our software with updates, new features and improvements.
If you plan events, run a venue or produce festivals and you're looking for ways to make your life easier, then we have a solution for you. Try our software for free or schedule a no-obligation demo with one of our product specialists today at crescat.io
Essentials of Automations: The Art of Triggers and Actions in FMESafe Software
In this second installment of our Essentials of Automations webinar series, we’ll explore the landscape of triggers and actions, guiding you through the nuances of authoring and adapting workspaces for seamless automations. Gain an understanding of the full spectrum of triggers and actions available in FME, empowering you to enhance your workspaces for efficient automation.
We’ll kick things off by showcasing the most commonly used event-based triggers, introducing you to various automation workflows like manual triggers, schedules, directory watchers, and more. Plus, see how these elements play out in real scenarios.
Whether you’re tweaking your current setup or building from the ground up, this session will arm you with the tools and insights needed to transform your FME usage into a powerhouse of productivity. Join us to discover effective strategies that simplify complex processes, enhancing your productivity and transforming your data management practices with FME. Let’s turn complexity into clarity and make your workspaces work wonders!
E-commerce Application Development Company.pdfHornet Dynamics
Your business can reach new heights with our assistance as we design solutions that are specifically appropriate for your goals and vision. Our eCommerce application solutions can digitally coordinate all retail operations processes to meet the demands of the marketplace while maintaining business continuity.
Iwsm2014 sizing the entire development process (mauricio aguiar & luigi buglione) ifpug
1. Sizing The Entire
Development Process
Mauricio Aguiar
TI Métricas
Luigi Buglione
Engineering Ingegneria Informatica SpA
2. • Agenda
– The Relevance of NFR
• A Short Story
– NFR and SNAP
– Measuring and Evaluating NFR Productivity
3. Which programmers
are more
productive?
Well, those who
complete more
programs per month
should be the best.
4. Right... But some
programs are BIG!
Then you will have to
account for size – count
how many lines of code
each programmer
produces.
5.
6. Programs got
bigger after we
started
measuring lines
of code.
Everyone
wants to
look
productive.
SLOC
7. Maybe we
should measure
something
programmers
can’t control.
I guess
you’re right.
SLOC
8.
9. That Albrecht guy from IBM had a good idea – ‘function points’.
They’re based on user input so programmers can’t mess with
them.
That’s great! What
still bothers me is
there are some
things FPs don’t
count.
10. Like what? Things like requests
for a very small
response time, or
complex
calculations.
11.
12. We are using cost drivers to adjust
for things FPs don’t count.
How does that
work?
13. We adjust the FPs up or down
depending on each cost driver.
Oh I see… To
account for
situations where
two programs are
the same size but
have different
Exactly. complexity levels.
14.
15. I can’t decide which sizing method to use –
some say IFPUG, some say COSMIC, some
say NESMA, some say FiSMA… some still
use MkII.
It looks like
these so-called
measurement
experts don’t
know what
they’re talking
about!
16. One thing I know is we
must measure functional
size.
Sure. How
about non-functional
attributes?
17. I’ve heard some people talk about
‘nonfunctional size’ but I’ve never
seen it. Just like flying saucers…
Maybe you
should try
SNAP.
Say that
again?
21. IT systems with higher tech-levels contain a higher % of NFRs
fundamental to properly determine boundary/scope (cfr. COSMIC)
Using only FSM-based measures can underestimate the overall
project effort ( don’t forget that any FSM method sizes only
product FURs)
23. Source: Buglione L., The Next Frontier: Measuring and Evaluating the
NonFunctional Productivity, MetricViews, IFPUG Newsletter, Vol.6 Issue No.2,
August 2012, pp.11-14, http://www.ifpug.org/metricviews/
24. IIFFPPUUGG ffoorr NNFFRRSSNNAAPP
SSooffttwwaarree
NNoonn--ffuunnccttiioonnaall
AAsssseessssmmeenntt
PPrroocceessss • New NFR Sizing Method
Unit of measure: SP (SNAP Points)
Independent from FP (from FURs)
Superseeds the VAF concept
...it’s a start!
25. APM v2.2: Categories (4) & Sub-Categories (14):
1. Data Operations
a. Data Entry Validation
b. Logical & Mathematical Operations
c. Data Formatting
d. Internal Data Movements
e. Delivering Added Value to Users by Data
Configuration
2. Interface Design
a. UI Changes
b. Help Methods
c. Multiple Input Methods
d. Multiple Output Methods
3. Technical Environment
a. Multiple Platform
b. Database Technology
c. Batch Processing System
3. Architecture
a. Component Based Sw Dev
(CBSD)
b. Multiple Input/Output
Interface
26. APM is available at IFPUG site
Copyrighted under Creative Commons
This means it is for free
Order it in the IFPUG.ORG store at no cost
SNAP Quick Reference Guide (Free)
SNAP Collection Tool (Free)
IFPUG CSP exam (Certified SNAP Practitioner)
Case studies
TTT Deck
Several companies are now
licensed to train SNAP
SNAP workshop
Planned:
SNAPTips – every month
More case studies
27.
28. • Agenda
– The Relevance of NFR
• A Short Story
– NFR and SNAP
– Measuring and Evaluating NFR Productivity
33. y = ax + bx + c 1 2
y = ax + b
FP vs. Effort* (Type = MIS ) (n=16) y = 6,1357x + 184,12
R2 = 0,7129
...whatever the fsu and nfsu chosen!
3000
2500
2000
1500
1000
500
0
0 50 100 150 200 250 300 350
FP
Effort* (m/d)
• Note: the higher the
“b” constant, the higher
NFR contribution, the
worst R2
•...thus, let’s measure
nfsu!
• MS-Excel does not
offer a 3D graph for
multiple regression.
However, we still get
numerical results
34. • FUR vs NFR
– UR needs to be properly elicited and decomposed towards the EP level
– Avoid the ‘scope creep’!
– Not only product, but also project-related URs (‘ABC’ schema)
• NFR and SNAP
– The IFPUG way to size NFR (nfsu)
– Current APM v2.2
– What’s currently available now
• Measuring and Evaluating NFR Productivity
– It’s technically possible, just need to break down tasks in your WBS
– Needed for “Zero FP” projects (corrective/adaptive maintenance)
– …let’s start and try!