A webinar series where you can learn more about data and statistics. Everything from gathering your data and keeping it safe and secure to releasing figures that make a difference.
It contains information about- DNA Sequencing; History and Era sequencing; Next Generation Sequencing- Introduction, Workflow, Illumina/Solexa sequencing, Roche/454 sequencing, Ion Torrent sequencing, ABI-SOLiD sequencing; Comparison between NGS & Sangers and NGS Platforms; Advantages and Applications of NGS; Future Applications of NGS.
This document outlines the structure and requirements for Sections A and B of the English Language exam. Section A involves analyzing texts through close reading questions on language, structure, and evaluating the writer's methods. Section B involves planning and writing a story or descriptive piece with accurate vocabulary and grammar. The document provides time allotments and assessment objectives for each question.
The document discusses fundamentals of nursing palliative care. Nursing and palliative care are natural partners, as all nurses should have palliative care skills. Palliative care aims to improve quality of life for terminally ill patients and their families by preventing and relieving suffering. It involves an interdisciplinary team approach to address physical, psychosocial and spiritual needs. The role of nurses in palliative care focuses on symptom management, especially pain management, and providing 24-hour support.
A centrifuge uses centrifugal force to separate particles of different sizes and densities in a sample. It spins samples at high speeds in a rotor to generate centrifugal force. A urinometer measures urine specific gravity by floating in a urine sample and indicating the specific gravity level on its stem. Chromatography separates mixtures by differential partitioning as they flow through a stationary phase. Electrophoresis separates charged particles by their electrophoretic mobility under an electric field based on factors like charge, size, and shape. A colorimeter uses colorimetry principles to measure the concentration of an analyte by detecting the amount of light absorbed by its colored complex.
Integrated care strategies: A snapshot in progressJoyOkunnu
(1) This document provides an overview of emerging themes from the first iterations of integrated care strategies published by integrated care systems in the UK. (2) It analyzes 35 strategies and finds common priority areas like healthy aging, mental health, and reducing health inequalities. (3) The document also provides case studies on community engagement approaches taken by different integrated care partnerships.
Our bodies are constantly under attack by an army of microorganisms, toxins, allergens and other substances that are recognized as foreign (non-self).
The ways in which the body protects itself from pathogens can be thought of as an army consisting of three lines of defense.
Next Generation Sequencing (NGS) Is A Modern And Cost Effective Sequencing Technology Which Enables Scientists To Sequence Nucleic Acids At Much Faster Rate. In This Presentation, You Will Learn About What is NGS, Idea Behind NGS, Methodology And Protocol, Widely Adapted NGS Protocols, Applications And References For Further Study.
The UK education system is divided into four main parts: primary education from ages 5-11, secondary education from ages 11-16, further education which is optional after 16, and higher education. The curriculum is organized into key stages with mandatory subjects like English, maths, and science at each level. Teachers must complete initial teacher training with further opportunities for leadership roles like headteacher available after gaining experience. Examinations play an important role in the UK system with tests like the 11-Plus and GCSEs.
From asking a virtual assistant for the time to using facial recognition when you open your smartphone, Artificial Intelligence (AI) continues to evolve and integrate into our daily lives.
For our fifth webinar, we were joined by speakers from ONS to explain how we are piloting the use of Generative AI and Large Language Models. We were also joined by NHS England to explain how they are using AI in early screenings to detect cancer and how innovation can improve lives.
While clients are consuming more and more data, crucial business insights get lost in a sea of pixels. In his presentation Casper will discuss how different data visualization concepts and organizational techniques can be applied to the analytical processes to better help organizations integrate actionable data best practices the influences change and create business value. iLive2014 attendees can expect to get another view on why their current digital marketing indicatives sucks, and what they can do about it.
A presentation made on use of data for the South Wales Fire and Rescue Service Carers event on legislative drivers; data maturity; sharing personal data; open data; and good practice.
Knoware-Open Data-SUNZ12: Clare Somerville and Trish O'Kaneclaress
The New Zealand Government has issued a Declaration on Open and Transparent Government. What are the implications for public organisations of the intitaive, and what should they be doing to prepare and support it.
This document discusses data security and how to maintain data security. It begins by outlining some of the largest data security incidents in 2017, such as the Equifax breach of 145 million users. It then discusses what makes data insecure, such as being corrupted, tampered with, incomplete, or accessed without authorization. The document provides key principles for securing data, such as knowing what data you have, classifying it, limiting access, and developing a data retention policy. It also notes factors to consider like data localization laws and processing data in the cloud. The presentation is given by Joseph Mathenge of Serianu Limited, an African cybersecurity firm.
The Digital Continuity Action Plan (DCAP) is a collaborative cross-agency initiative to address the challenge of maintaining access to growing volumes of digital information created by New Zealand's public sector. The plan has six high-level goals: ensuring common understanding of the problem, well-managed records from creation, robust infrastructure, identifying high-value information, trusted public access now and in the future, and good governance. The DCAP will be implemented over three years through cooperation across disciplines and agencies.
All Things Open 2014 - Day 1
Wednesday, October 22nd, 2014
Jason Hare
Director of Open Data of the Open Data Institute
Open Government/Open Data
Sustainable Open Data Markets
GOV29 3rd Annual Australian Government Data SummitLoan Kiss
This document summarizes an upcoming government data summit with the following key details:
- The 3 day summit will have over 200 attendees, 35 renowned speakers, and 20 case studies presented across 4 streams. Key CXOs, Commissioners, and government officials will speak.
- The goal of the summit is to leverage data-driven analytics to improve evidence-based policy and service delivery. Attendees will learn how to ensure strong ROI from data initiatives and establish practical data governance strategies.
- An extensive list of expert speakers from Australia and abroad are scheduled including officials from the USDA, Australian Information Commissioner, and NSW Public Service Commission. Various case studies on predictive analytics, data sharing, and open data initiatives will also be featured
Knowledge and Information in an age of disruptive changeNicholas Poole
This document provides an overview of CILIP, the Chartered Institute of Library and Information Professionals, and the UK's knowledge economy and information professional workforce. Some key points:
- CILIP works to promote education, literacy and prosperity through libraries, information and knowledge management.
- The UK knowledge economy relies on knowledge-intensive industries and managing knowledge assets effectively.
- The UK information professional workforce is diverse in roles and salaries. While committed to training, many face barriers to career progression related to finances, qualifications and location.
This document summarizes research from Nesta on data skills and talent. It finds that while "datavores" who use data extensively are still a minority, demand for data skills is growing across all companies. Productive data analysts need a mix of technical skills like analysis and computing as well as soft skills like business savvy and storytelling. However, there is a shortage of data talent as firms struggle to find people with the right combination of skills. The report recommends improving data skills in education, developing standards for data professions, and ensuring access to overseas talent to help address the shortage.
The truth behind the numbers: spotting statistical misuse.pptxandyprosser3
As a producer of official statistics, being able to define what misinformation means in relation to data and statistics is so important to us.
For our sixth webinar, we explored how we handle statistical misuse especially in the media. We were also joined by speakers from the Office for Statistics Regulation (OSR) to explain how they play an important role in investigating and challenging the misuse of statistics across government.
This document provides an agenda and summaries for a data protection conference on February 7, 2014. The agenda includes sessions on challenges and a vision for the UK Information Commissioner's Office, how to make data protection a priority in companies, implications of the new EU Data Protection Regulation, and stories on using big data. Speakers will discuss topics like getting board-level support for data protection, making it a business priority to avoid disasters, and opportunities under new regulations to build better customer relationships through individualized treatment and consent. The event is supported by Opt-4 as a gold sponsor and will include lunch and networking. Upcoming related training workshops and an event on customer acquisition best practices are also promoted.
The art of depositing social science data: maximising quality and ensuring go...Louise Corti
The document provides guidance for depositing data into a research data repository. It discusses incentivizing researchers to share data, developing data policies, reviewing data for quality and disclosure risks, preparing documentation, assigning licenses, and providing support to depositors. The role of the repository manager is to work with depositors to prepare data according to best practices and the repository's standards to ensure long-term preservation and access.
Creating a Data-Driven Organization, Data Day Texas, January 2016Carl Anderson
What does it mean for an organization to be data-driven? How does an organization get there? Many organizations think that they are data-driven but the reality is that few genuinely are and that we could all do better. In this talk, I cover what it truly means to be data driven. The answer, it turns out, is not to do with the latest tools and technologies (although they can help) but having an appropriate data culture than spans the whole organization, where data is accessible broadly, embedded into operations and processes, and enables effective decision making. In this presentation, I dissect what an effective data-driven culture entails, covering facets such as data leadership, data literacy, and A/B testing, illustrating concepts with examples from different industries as well as personal experience.
Aligning stakeholders' perspectives in Open Government Data CommunityAdegboyega Ojo
The document discusses open government data (OGD) strategies and issues. It provides background on growing public and research interest in OGD. It outlines major OGD stakeholders like governments, citizens, and academia. The document analyzes OGD strategies used by different organizations and governments which focus on developing policies, directives, and actions to publish high value datasets. It also examines governance models and challenges faced in OGD initiatives like lack of political will, funding, and privacy/security concerns.
Jisc is a UK organization that champions digital technologies in education and research. It aims to make the UK a world leader in digital education. Jisc provides digital content, networking services, and advice to help educational institutions improve teaching and learning, increase efficiency, and satisfy inspection requirements. It has account managers and subject matter experts who can provide consultancy and bespoke training to help organizations and support staff development.
This document provides an overview of data science including its importance, what data scientists do, how the field has emerged, and how to become a data scientist. It discusses how data science can help answer important business questions using LinkedIn in 2006 as a case study. It also outlines the typical data science process of framing questions, collecting and cleaning data, exploring patterns, and communicating results. Finally, it introduces some common data science tools like SQL, analytics software, and machine learning algorithms and discusses options for continuing education in data science.
This document summarizes a webinar on managing information and communication technology (ICT) in organizations. It discusses establishing an ICT strategy aligned with organizational goals, conducting an ICT health check, managing ICT risks, investing in ICT using a run-grow-transform model, developing policies for issues like BYOD, taking advantage of discounted or donated ICT products and services, sources of ICT help and support, and positioning ICT as an enabler to support organizational service delivery rather than a goal in itself. Upcoming webinars on data protection and social media are also announced.
Measuring national well-being helps us to understand how we’re doing beyond standard economic measures. Our data at the Office for National Statistics (ONS) shows us what matters most to people when it comes to living a good and meaningful life.
Welcome to the monthly economic forum. Here we will be showcasing the latest economic and social developments with a wide range of analytic topics. Each month we will feature ‘State of the Economy’, providing a stock take of the latest trends and developments.
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From asking a virtual assistant for the time to using facial recognition when you open your smartphone, Artificial Intelligence (AI) continues to evolve and integrate into our daily lives.
For our fifth webinar, we were joined by speakers from ONS to explain how we are piloting the use of Generative AI and Large Language Models. We were also joined by NHS England to explain how they are using AI in early screenings to detect cancer and how innovation can improve lives.
While clients are consuming more and more data, crucial business insights get lost in a sea of pixels. In his presentation Casper will discuss how different data visualization concepts and organizational techniques can be applied to the analytical processes to better help organizations integrate actionable data best practices the influences change and create business value. iLive2014 attendees can expect to get another view on why their current digital marketing indicatives sucks, and what they can do about it.
A presentation made on use of data for the South Wales Fire and Rescue Service Carers event on legislative drivers; data maturity; sharing personal data; open data; and good practice.
Knoware-Open Data-SUNZ12: Clare Somerville and Trish O'Kaneclaress
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This document discusses data security and how to maintain data security. It begins by outlining some of the largest data security incidents in 2017, such as the Equifax breach of 145 million users. It then discusses what makes data insecure, such as being corrupted, tampered with, incomplete, or accessed without authorization. The document provides key principles for securing data, such as knowing what data you have, classifying it, limiting access, and developing a data retention policy. It also notes factors to consider like data localization laws and processing data in the cloud. The presentation is given by Joseph Mathenge of Serianu Limited, an African cybersecurity firm.
The Digital Continuity Action Plan (DCAP) is a collaborative cross-agency initiative to address the challenge of maintaining access to growing volumes of digital information created by New Zealand's public sector. The plan has six high-level goals: ensuring common understanding of the problem, well-managed records from creation, robust infrastructure, identifying high-value information, trusted public access now and in the future, and good governance. The DCAP will be implemented over three years through cooperation across disciplines and agencies.
All Things Open 2014 - Day 1
Wednesday, October 22nd, 2014
Jason Hare
Director of Open Data of the Open Data Institute
Open Government/Open Data
Sustainable Open Data Markets
GOV29 3rd Annual Australian Government Data SummitLoan Kiss
This document summarizes an upcoming government data summit with the following key details:
- The 3 day summit will have over 200 attendees, 35 renowned speakers, and 20 case studies presented across 4 streams. Key CXOs, Commissioners, and government officials will speak.
- The goal of the summit is to leverage data-driven analytics to improve evidence-based policy and service delivery. Attendees will learn how to ensure strong ROI from data initiatives and establish practical data governance strategies.
- An extensive list of expert speakers from Australia and abroad are scheduled including officials from the USDA, Australian Information Commissioner, and NSW Public Service Commission. Various case studies on predictive analytics, data sharing, and open data initiatives will also be featured
Knowledge and Information in an age of disruptive changeNicholas Poole
This document provides an overview of CILIP, the Chartered Institute of Library and Information Professionals, and the UK's knowledge economy and information professional workforce. Some key points:
- CILIP works to promote education, literacy and prosperity through libraries, information and knowledge management.
- The UK knowledge economy relies on knowledge-intensive industries and managing knowledge assets effectively.
- The UK information professional workforce is diverse in roles and salaries. While committed to training, many face barriers to career progression related to finances, qualifications and location.
This document summarizes research from Nesta on data skills and talent. It finds that while "datavores" who use data extensively are still a minority, demand for data skills is growing across all companies. Productive data analysts need a mix of technical skills like analysis and computing as well as soft skills like business savvy and storytelling. However, there is a shortage of data talent as firms struggle to find people with the right combination of skills. The report recommends improving data skills in education, developing standards for data professions, and ensuring access to overseas talent to help address the shortage.
The truth behind the numbers: spotting statistical misuse.pptxandyprosser3
As a producer of official statistics, being able to define what misinformation means in relation to data and statistics is so important to us.
For our sixth webinar, we explored how we handle statistical misuse especially in the media. We were also joined by speakers from the Office for Statistics Regulation (OSR) to explain how they play an important role in investigating and challenging the misuse of statistics across government.
This document provides an agenda and summaries for a data protection conference on February 7, 2014. The agenda includes sessions on challenges and a vision for the UK Information Commissioner's Office, how to make data protection a priority in companies, implications of the new EU Data Protection Regulation, and stories on using big data. Speakers will discuss topics like getting board-level support for data protection, making it a business priority to avoid disasters, and opportunities under new regulations to build better customer relationships through individualized treatment and consent. The event is supported by Opt-4 as a gold sponsor and will include lunch and networking. Upcoming related training workshops and an event on customer acquisition best practices are also promoted.
The art of depositing social science data: maximising quality and ensuring go...Louise Corti
The document provides guidance for depositing data into a research data repository. It discusses incentivizing researchers to share data, developing data policies, reviewing data for quality and disclosure risks, preparing documentation, assigning licenses, and providing support to depositors. The role of the repository manager is to work with depositors to prepare data according to best practices and the repository's standards to ensure long-term preservation and access.
Creating a Data-Driven Organization, Data Day Texas, January 2016Carl Anderson
What does it mean for an organization to be data-driven? How does an organization get there? Many organizations think that they are data-driven but the reality is that few genuinely are and that we could all do better. In this talk, I cover what it truly means to be data driven. The answer, it turns out, is not to do with the latest tools and technologies (although they can help) but having an appropriate data culture than spans the whole organization, where data is accessible broadly, embedded into operations and processes, and enables effective decision making. In this presentation, I dissect what an effective data-driven culture entails, covering facets such as data leadership, data literacy, and A/B testing, illustrating concepts with examples from different industries as well as personal experience.
Aligning stakeholders' perspectives in Open Government Data CommunityAdegboyega Ojo
The document discusses open government data (OGD) strategies and issues. It provides background on growing public and research interest in OGD. It outlines major OGD stakeholders like governments, citizens, and academia. The document analyzes OGD strategies used by different organizations and governments which focus on developing policies, directives, and actions to publish high value datasets. It also examines governance models and challenges faced in OGD initiatives like lack of political will, funding, and privacy/security concerns.
Jisc is a UK organization that champions digital technologies in education and research. It aims to make the UK a world leader in digital education. Jisc provides digital content, networking services, and advice to help educational institutions improve teaching and learning, increase efficiency, and satisfy inspection requirements. It has account managers and subject matter experts who can provide consultancy and bespoke training to help organizations and support staff development.
This document provides an overview of data science including its importance, what data scientists do, how the field has emerged, and how to become a data scientist. It discusses how data science can help answer important business questions using LinkedIn in 2006 as a case study. It also outlines the typical data science process of framing questions, collecting and cleaning data, exploring patterns, and communicating results. Finally, it introduces some common data science tools like SQL, analytics software, and machine learning algorithms and discusses options for continuing education in data science.
This document summarizes a webinar on managing information and communication technology (ICT) in organizations. It discusses establishing an ICT strategy aligned with organizational goals, conducting an ICT health check, managing ICT risks, investing in ICT using a run-grow-transform model, developing policies for issues like BYOD, taking advantage of discounted or donated ICT products and services, sources of ICT help and support, and positioning ICT as an enabler to support organizational service delivery rather than a goal in itself. Upcoming webinars on data protection and social media are also announced.
Measuring national well-being helps us to understand how we’re doing beyond standard economic measures. Our data at the Office for National Statistics (ONS) shows us what matters most to people when it comes to living a good and meaningful life.
Welcome to the monthly economic forum. Here we will be showcasing the latest economic and social developments with a wide range of analytic topics. Each month we will feature ‘State of the Economy’, providing a stock take of the latest trends and developments.
The Reference Data Management Framework (RDMF) is a set of tables and services that allow the Office for National Statistics (ONS) to link information with data from other government departments so that we can do more useful analysis. It is a tool produced by the ONS that is made up of de-identified data about people, locations and organisations. If you're interested in finding out more, A Quick Introduction to the Reference Data Management Framework explains what the RDMF is, how it is used and how the ONS keeps your data safe
The Reference Data Management Framework (RDMF) is a set of tables and services that allow the Office for National Statistics (ONS) to link information with data from other government departments so that we can do more useful analysis using de-identified data about people, locations and organisations. If you have already seen our A Quick Introduction to the Reference Data Management Framework and want to find out more about what data are included, how they are linked together and how we keep those data safe, then this Reference Data Management Framework Overview Digital Booklet provides a more in-depth look at what the RDMF is.
Our population is growing and people are living longer. This means understanding the nation’s health is more important than ever.
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Archwilio perthnasoedd economaidd rhwng
y DU a gwledydd eraill, dylanwad corfforaethau
rhyngwladol a thueddiadau defnyddwyr gan
ddefnyddio Archwiliwr Masnach y Byd a setiau
data sy’n ymwneud â masnach.
Archwiliwch bwysigrwydd mesurau iechyd a llesiantwrth asesu canlyniadau iechyd unigol a chymunedol. Dysgwch am y prif gysyniadau a therminoleg sy'n ymwneud â dangosyddion iechyd, penderfynyddion cymdeithasol iechyd a gwahaniaethau iechyd.
stackconf 2025 | Snakes are my new favourite by Felix Frank.pdfNETWAYS
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Welcome to Mining RACE - Program - englishMining RACE
⭐️ Bitcoin - Mining Race ⭐️ The fastest-growing Bitcoin movement ⭐️ english
⭐️ Referral link - https://miningrace.com/wallet/invite-activate/edA6xDgWMVLBAfCClWJyr ⭐️
Invitation code - edA6xDgWMVLBAfCClWJyr
Mining Race - The fastest-growing Bitcoin movement
Participate in the ultimate Bitcoin community challenge. Conquer the top in the Mining Race.
Cryptocurrencies are all about the community. And what better way to support the BTC community than with a community-based mining program?
By participating in the Mining Race, you not only support the Bitcoin blockchain, but also receive additional rewards for being a member of the Mining Race community!
Ready for the Bitcoin Mining Race Challenge?
⭐️ Referral link - https://miningrace.com/wallet/invite-activate/edA6xDgWMVLBAfCClWJyr ⭐️
Invitation code - edA6xDgWMVLBAfCClWJyr
stackconf 2025 | The Sustainable Infrastructure of the future by Alessandro V...NETWAYS
Sustainability is the challenge that IT faces and it’s an increasingly pivotal strategy for many enterprises and open source projects, like Kubernetes and the other CNCF-backed cloud native infrastructure-related software. We will present the stance that the cloud native community takes on the subject, thru the efforts of the Technical Advisory Group (TAG) for Environmental Sustainability, we will present various open source projects that help you measure, understand, and remediate the common pitfalls of current architecture paradigms and help reduce the carbon footprint of our code and infrastructure. We will give the audience practical examples and methods to apply the learning to make their own apps and infrastructure more green and sustainable.
ICONX - Mining RACE - Compensation Plan - englishMining RACE
⭐️ Bitcoin - Mining Race ⭐️ The fastest-growing Bitcoin movement ⭐️ english
⭐️ Referral link - https://miningrace.com/wallet/invite-activate/edA6xDgWMVLBAfCClWJy ⭐️
Invitation code - edA6xDgWMVLBAfCClWJy
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⭐️ Referral link - https://miningrace.com/wallet/invite-activate/edA6xDgWMVLBAfCClWJy ⭐️
Invitation code - edA6xDgWMVLBAfCClWJy
stackconf 2025 | How NVMe over TCP runs PostgreSQL in Quicksilver mode! by Sa...NETWAYS
PostgreSQL as a SQL engine can accommodate a very high-transaction rate using multithreading very efficiently, but as your data grows and the number of connections and queries increases, there is a challenge for the storage to keep up with the SQL engine. To the rescue comes our hero Quicksilver, or the name in real life – NVMe over TCP (NVMe/TCP). Developed by Lightbits Labs in 2016 and donated to the Linux community, it is the next evaluation of using NVMe based storage over TCP Fabric. NVMe/TCP simplifies how you interact with remote NVMe devices (targets) and allows your PostgreSQL storage to consume fast storage very easily and very efficiently. In this session I will explain the core concept of the NVMe/TCP protocol, current storage providers that can use it, how you can consume it in Kubernetes (super easy), and discuss the possibilities of using NVMe/TCP in private and public clouds. The session will also include performance numbers that were gathered on bare-metal servers on-prem and on AWS, using the latest PostgreSQL version and pgbench, showing the benefit of using multiple tablespaces when dealing with speed of light storage.
stackconf 2025 | Evolving Shift Left: Integrating Observability into Modern S...NETWAYS
The concept of “Shift Left” has long guided developers to address issues early in the software development lifecycle (SDLC), catching bugs before they reach production. But as modern software ecosystems become more complex—with microservices, serverless architectures, and global deployments—testing alone no longer suffices. It’s time to rethink Shift Left as more than just pre-release testing—it must evolve. Traditional testing strategies like Test-Driven Development (TDD) and Behavior-Driven Development (BDD) have been invaluable, ensuring code correctness and expected behaviour. However, they miss critical aspects of real-world performance, scalability, and user experience. A passing test suite can’t guarantee an application won’t crash under peak loads or degrade due to subtle performance bottlenecks. Enter observability: the missing piece in the Shift Left equation. By integrating observability practices early in the SDLC, teams gain deep, actionable insights into how applications behave in production-like environments. Metrics, traces, and logs reveal performance slowdowns, scalability constraints, and user experience hiccups long before end users are affected. This talk explores how combining testing with observability transforms Shift Left into a proactive, production-aware development practice. Attendees will learn practical strategies for evolving their SDLC by embracing observability early—shifting left not just on testing, but on operational readiness.
How Innovator Podcasts Are Reshaping Modern Thinking by Dino Miele.pdfDino Miele
Innovator podcasts have become one of the most influential forces shaping how we learn, think, and connect with groundbreaking ideas. They are more than just background noise or entertainment—they are platforms where visionary minds discuss transformative concepts that are changing industries and reimagining the future. In an age when speed and substance are often at odds, innovator podcasts offer depth, perspective, and relevance in a format that fits seamlessly into daily life, as explained by Dino Miele.
We Are The World-USA for Africa : Written By Lionel Richie And Michael Jackso...hershtara1
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These slides are presented at International Workshop on Bots in Software Engineering (BotSE) 2025 as a journal first presentation. The publication can be found at https://doi.org/10.1016/j.jss.2024.112287 and the RABBIT tool at https://github.com/natarajan-chidambaram/RABBIT.
All_India_Situation_Presentation. by Dr Jesmina KhatunDRJESMINAKHATUN
professional presentation on "All India Situation". This will cover current key areas like economy, politics, education, health, infrastructure, environment, and society.
---
Title: All India Situation – A Comprehensive Overview
Slide 1: Title Slide
Title: All India Situation
Subtitle: A Professional Overview of India's Current Status
Your name and date
Slide 2: Introduction
Purpose of the presentation
What areas will be covered
Slide 3: Political Landscape
Current government
Key policies
Political stability
Slide 4: Economic Overview
GDP growth
Inflation & unemployment
Sector-wise performance
Slide 5: Industrial Development
Make in India
Startups and MSMEs
Manufacturing growth
Slide 6: Agriculture and Rural Economy
Role of agriculture in GDP
Farmer issues and support
Rural development schemes
Slide 7: Education Sector
Literacy rate
NEP 2020 implementation
Challenges in rural education
Slide 8: Health Sector
Public vs private healthcare
Key challenges (e.g., infrastructure, affordability)
Government health schemes
Slide 9: Infrastructure Development
Road, rail, metro, and airport expansion
Smart Cities Mission
Urbanization challenges
Slide 10: Digital India & Technology
Internet access and digital literacy
Growth of IT sector
AI and innovation initiatives
Slide 11: Environmental Situation
Pollution levels
Climate change impact
Renewable energy initiatives
Slide 12: Law and Order
Crime rates
Judicial efficiency
Women and child safety
Slide 13: Social Issues
Poverty
Caste and communal tensions
Inequality
Slide 14: Youth and Employment
Skill development programs
Unemployment rate
Entrepreneurship
Slide 15: Women's Status
Education & employment
Gender gap
Empowerment policies
Slide 16: Foreign Relations
Key allies and conflicts
Role in global diplomacy
Trade partnerships
Slide 17: Defense and Security
Armed forces readiness
Internal security (e.g., terrorism, Naxalism)
Modernization efforts
Slide 18: Economic Challenges & Risks
Fiscal deficit
Oil prices
Global economic dependency
Slide 19: Vision for the Future
Viksit Bharat 2047
Emerging sectors
Inclusive growth
Slide 20: Conclusion & Q&A
Summary of key points
Invite questions or discussion
stackconf 2025 | Zap the Flakes! Leveraging AI to Combat Flaky Tests with CAN...NETWAYS
Flakes aka tests that don’t behave deterministically, i.e. they fail sometimes and pass sometimes, are an ever recurring problem in software development. This is especially the sad reality when running end-to-end tests where a lot of components are involved. There are various reasons why a test can be flaky, however the impact can be as fatal as CI being loaded beyond capacity causing overly long feedback cycles or even users losing trust in CI itself. Ideally CI maintainers want potential flakes to be flagged at the earliest stage of the development lifecycle, so that they do not even enter the end-to-end test suite. They want a gate that acts as a safeguard for developers, pointing out to them what kind of stability issues a test has. This reduces CI user frustration and improves trust in CI. At the same time it cuts down on unnecessary waste of CI system resources. This talk will explore the CANNIER approach, which aims to reduce the time cost of rerunning tests. The speaker and the audience will take a closer look at the feature set used to create training data from existing test code of the KubeVirt project, enabling CI systems to predict probable flakiness of a certain test with an AI model. The speaker will cover how a subset of the CANNIER feature set is implemented, how it is used to generate training data for an AI model, and how the model is used to analyze flakiness probability, generating actionable feedback for test authors. Attendees will gain insight on how the CANNIER approach can help them improve test reliability, ultimately enhancing overall software quality and team productivity.
stackconf 2025 | Zap the Flakes! Leveraging AI to Combat Flaky Tests with CAN...NETWAYS
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