This document provides background information on a cost benchmarking analysis (CBA) of student housing in South Africa. The CBA aims to collect data on the capital and operating costs of developing and maintaining student housing that meets minimum quality standards. So far, the CBA has obtained cost data from 9 developers and 14 projects, with more data still needed. Preliminary findings show operating costs vary significantly between urban and rural areas due to factors like municipal rates, security expenses, and student services. The analysis also examines how costs compare to the standardized rental rate from the National Student Financial Aid Scheme (NSFAS) and finds some student housing operators may face cash flow shortfalls due to NSFAS rates not covering all costs, especially in
Skill Development Initiatives at Centurion University by Dr. Chandrabhanu Pat...CEMCA
油
Centurion University provides skill development training through its social enterprise Gram Tarang Employability Training Services. Gram Tarang offers a variety of skills training programs ranging from 2 months to 2 years to train over 10,000 individuals annually in sectors such as manufacturing, automotive, apparel, retail and hospitality. Gram Tarang works with industry partners to conduct joint skills training programs and has placed over 40,000 trainees since 2006, with a placement rate of 84% on average.
Valuation of Residential And Commercial Property-Case Study On Residential Ap...IRJET Journal
油
This document discusses the valuation of residential and commercial properties in Chalisgaon, India. It begins with an abstract that describes property valuation as determining the current value of assets like land, buildings, etc. based on selling price and potential rent/income. The document then discusses the methodology used in the case study, which involves visiting the property, using land and building valuation methods, rental income techniques, and the composite rate method. The case study values a residential apartment in Chalisgaon using the plinth area method, comparison method, and determines the fair market value to be Rs. 2,19,63,940.
IRJET- Feasibility Study of Residential BuildingIRJET Journal
油
This document presents a feasibility study of a residential building project in India. It analyzes critical factors that could affect the project's cash flow, such as booking rates, construction delays, and loan periods. The study uses sensitivity analysis to examine how the net present value and other metrics would change under different scenarios involving these critical factors. It finds that with a 10.74% cost of capital and 40-50% booking rate, the project is not feasible. However, with a 100% booking rate and other default parameters, the project has a positive NPV and is deemed feasible. The sensitivity analysis helps determine the robustness of the project under various potential situations involving the critical success factors.
The document discusses the implementation of the Strategic Infrastructure Projects' (SIP) plan and next steps. It outlines the SIP's catalytic and enabling projects in areas like energy, transport, digital infrastructure, and health. It notes challenges in skills development for construction professionals and proposes solutions like career guidance campaigns, increasing university enrollment and capacity, structured workplace training programs, and funding to support academic staff development and 100 new professional candidates annually. Stakeholder engagements and funding sources are also discussed to take the proposals forward.
Cadence Design Systems and sBIT plan to collaborate with Bangladeshi universities and government to develop the local electronics and microelectronics industry. Their goals are to: 1) create world-class engineering education programs, 2) foster commercial microelectronics design, 3) enable local businesses, 4) attract foreign direct investment, and 5) build an electronics ecosystem and media network. They propose a multi-phase implementation plan focusing initially on universities, then commercial training, and finally supporting local businesses and entrepreneurs. The total projected value of this initiative is $21.5 billion over 5 years.
The document summarizes the seven steps to real estate investments and financing using public-private partnerships (PPPs), as presented at a real estate conference in Turkey. It begins with an introduction and definitions of key terms. The seven steps are then outlined and include: ensuring PPP expertise, assessing the macroeconomic and environmental impacts, evaluating project risks, structuring the financing, conducting feasibility studies, preparing cash flow statements, and ensuring good corporate governance. Two case studies of successful PPP projects are provided: the Lekki Toll Road project in Nigeria and the Ji'nan Wastewater Treatment project in China. The presentation concludes that following PPP best practices can effectively deliver infrastructure projects that benefit both the public and private sectors.
EDUCATIONAL ANALYSIS FOR UNDERGRADUATION COURSESIRJET Journal
油
This document summarizes research analyzing Indian students' preferences for undergraduate courses in different states. The researchers created a website to collect data on users' course interests based on location. They then used Adobe analytics and targeting tools to analyze the data and determine the most in-demand courses by state. Engineering was found to be the most popular choice overall. The analysis can help students select courses and educational institutions understand demand.
IRJET- A Review Paper on Digital MunicipalityIRJET Journal
油
1) The document discusses the concept of a digital municipality and reviews literature on e-governance systems and digitalizing local government services.
2) A digital municipality system would allow citizens to register complaints about local issues like sanitation, utilities and infrastructure through a mobile app to the local municipality.
3) The system aims to streamline and improve how local government handles municipal activities by allowing online complaint registration, confirmation of receipt, and tracking of resolutions.
This document describes a student financial service system project for a university. The system will allow students to access financial services like depositing money, applying for loans, and make payments for fees and other services online. Key features include creating bank accounts, depositing and withdrawing funds, applying and processing loans, accessing the library, and ordering food online. The system aims to streamline financial processes for students and ensure timely billing and collections. Non-functional requirements around performance, security, portability and maintainability are also specified. Use case diagrams show interactions between students, managers, library staff and the system for admission, financial, and payment processes.
Prospects of service apartment in chittagong an exploratory studyAlexander Decker
油
This document summarizes a study on the prospects of service apartments in Chittagong, Bangladesh. It finds that rapid urbanization is causing an acute shortage of housing in urban areas of Bangladesh. Service apartments provide an alternative to hotels by offering more spacious long-term accommodations with amenities. The study investigates the demand for service apartments in Chittagong to address the housing needs of middle-to-upper class tenants facing rising rental costs. Through surveys, it identifies suitable locations for service apartments and makes recommendations to boost the real estate sector.
CAT Management From Insurance Perspective - Turkish Natural Catastrophe Insurance Pool - VI. International Istanbul Insurance Conference - Musa Alphan Bahar (2014)
The document provides details about two case studies - the construction of an assisted living facility by Friendly Medical Center and a project selection analysis for Handstar Inc. For Friendly Medical Center, the key constraints for the project are an estimated cost of $8.5-11 million, a 7-8 month time frame, and building a 100-unit assisted living facility. The project is expected to financially benefit Friendly Medical Center. For Handstar Inc., using net present value and weighted factor scoring, the recommended projects are an application for web browsing, a trip planner app, integrating a calendar with email, and enhancing an existing portfolio app. Hiring additional software engineers is justified based on the potential benefits of completing additional high value
IRJET- Analysis of Suitable Residential Location using Multi-Criteria Decisio...IRJET Journal
油
This document analyzes suitable residential locations in the Central zone of Surat, India using a multi-criteria decision making method. Data was collected through surveys of residents to determine the key factors influencing residential choice such as environment, infrastructure, amenities, home costs, and proximity to work. The locations were then rated and ranked based on these criteria. Location 3 received the highest ratings and ranked as the most suitable residential choice based on factors important to residents.
The occupiers demand remained cautious regarding expansion plans in almost all cities amid global economic crisis. The six major cities ie; Mumbai, NCR, Bengaluru, Chennai, Kolkata and Pune recorded an overall absorption of around 6.93 million sq ft which is approximately 15% less than 1Q 2013. Top ranking city for highest absorption rate continues to be Bangalore, Mumbai and NCR region with levels of 2.5 mln sq. ft., 1.41 mln sq. ft. and 1.45 mln sq. ft respectively.
This document provides an overview of the Bangladesh Association of Construction Industry's (BACI) Skills and Employment Improvement Project (SEIP) business plan. The plan aims to train 30,000 skilled and semi-skilled workers in the construction sector through 2025 to address labor market needs. Key elements of the plan include analyzing the construction labor market and skills gap, developing training programs, implementing strategies for enrollment, skills training, job placement, finances, and resources to achieve the project goals in a sustainable manner beyond 2025.
During this session we will:
*Review importance of monitoring and evaluation
*Share overview of grant model evaluation plan
*Review methodologies used in previous evaluations
*Share plans for future evaluation methodologies
1. Mr. Suhas Iyengar has over 5 years of experience as a Lead Associate for Investment Accounting at SunGard Technology Services, where he is responsible for investment accounting, portfolio valuation, trade processing, corporate actions, and financial reporting for US insurance companies.
2. He has a MBA in Finance from Sinhagad Institute of Management and a BE in Electronics. He has also passed CFA Level 1 and holds various financial certifications.
3. His achievements include receiving appreciation notes and awards for his contributions and performance at SunGard.
Commercial real estate Investment opportunity - Bangalorepropertyinvestment2
油
This investment opportunity provides a rare chance to invest in 36,230 square feet of grade A office space in Vaishnavi Tech Park in Bangalore. The entire floor is leased to Smartworks, the leading flexible workspace provider, who has subleased it to Groww, one of India's largest investment platforms. The property benefits from proximity to major infrastructure and tenants. The minimum investment is Rs. 25 lacs with an average targeted yield of 9% and IRR of 16.2% over 9 years.
The document summarizes an applicant webinar for the Stanford Sustainable Design and Construction (SDC) program. It provides an overview of the program's vision, tracks, faculty, curriculum, research centers, student groups, and application process. The SDC program aims to train students in managing sustainable construction through its management, structures, energy, and urban systems tracks. It emphasizes hands-on learning and is supported by several construction-focused research centers.
IRJET- A Study on Factors Affecting Estimation of Construction Project : Conc...IRJET Journal
油
This document summarizes a study on factors affecting the estimation of construction project costs. It identifies 12 key factors that influence cost estimation accuracy based on a survey of experts. These include economic instability, quality of project planning/management, experience of estimators, and availability of management/finance plans. The study develops an artificial neural network model to predict cost variance based on these factors. Testing shows the model can predict cost variance with 80% accuracy. It recommends construction parties consider the 12 identified factors when preparing estimates and assigning qualified project managers, estimators, and planners to reduce cost variance. Further research expanding the model to different project types and using a more structured project database is suggested.
IRJET- Multiple Criteria Decision Making (MCDM) - Approach to Preference Resi...IRJET Journal
油
This document discusses a case study analyzing factors that influence household preferences for residential location in the South zone of Surat, Gujarat. It uses a multiple criteria decision making (MCDM) approach to understand household preferences. A survey was conducted of 400 households across wards in the South zone. Key factors considered in residential choice included environmental quality, infrastructure, amenities, housing costs, and transportation access. Analysis of survey data showed households' preferred locations to shift to and the importance of different criteria. The study aims to help with urban planning and development in the South zone based on understanding household preferences.
Day1- session 2: RCREEE Planned Activities in Support of the Development and ...RCREEE
油
RCREEE has several planned activities in 2010 to support the development and implementation of the Arab EE Directive. These include workshops on topics like end use EE, an EE promotion program with work packages on policy development, technology promotion, and capacity building. The program will also involve projects on standards and labeling, mandatory audits, and a country support project to improve relations and identify priority areas. The overall goals are to enhance EE regulations and policies, build regional and national capacities, and support the evaluation and assessment of EE measures, sectors and technologies.
IRJET- A Study on Factors Affecting Estimation of Construction Project : Conc...IRJET Journal
油
This document summarizes a study on factors affecting the estimation of construction project costs. It identifies 12 key factors that influence cost estimation accuracy based on a questionnaire survey of experts. These include economic instability, quality of project planning, experience of the estimating team, and accuracy of bidding documents. The study develops an artificial neural network model to predict cost variance based on these factors. Testing shows the model can predict cost variance with 80% accuracy. It recommends construction parties consider the 12 identified factors when preparing cost estimates and allow for contingency based on economic conditions and project location. Further research expanding the model to different project types and using more structured cost data is suggested.
Glimpse of my Educational and Professional work Ar.Apurva Sinkar
油
This document provides a summary of Apurva Sinkar's portfolio, including academic and professional experience. It lists their educational background from TERI University in New Delhi, India, as well as contact information. It then outlines several past professional projects analyzing topics like city profiles, development authority acts, and land use mapping. The document also summarizes an academic project conducted from 2018-2020 analyzing the drivers of change in Ahmedabad, India from 1990-2001 through GIS mapping and attribute tables. It finds a 44% increase in residential land use and 869% increase in cells designated as residential.
The document includes an individual's resume, summarizing their academic and professional background. It outlines their M.Tech qualification from TERI School of Advanced Studies in New Delhi, as well as previous work experience in architecture, urban development projects, and as a green building manager. Their areas of interest and skills are also mentioned, including expertise in GIS, urban policies, infrastructure, and sustainability.
IRJET- A Review Paper on Digital MunicipalityIRJET Journal
油
1) The document discusses the concept of a digital municipality and reviews literature on e-governance systems and digitalizing local government services.
2) A digital municipality system would allow citizens to register complaints about local issues like sanitation, utilities and infrastructure through a mobile app to the local municipality.
3) The system aims to streamline and improve how local government handles municipal activities by allowing online complaint registration, confirmation of receipt, and tracking of resolutions.
This document describes a student financial service system project for a university. The system will allow students to access financial services like depositing money, applying for loans, and make payments for fees and other services online. Key features include creating bank accounts, depositing and withdrawing funds, applying and processing loans, accessing the library, and ordering food online. The system aims to streamline financial processes for students and ensure timely billing and collections. Non-functional requirements around performance, security, portability and maintainability are also specified. Use case diagrams show interactions between students, managers, library staff and the system for admission, financial, and payment processes.
Prospects of service apartment in chittagong an exploratory studyAlexander Decker
油
This document summarizes a study on the prospects of service apartments in Chittagong, Bangladesh. It finds that rapid urbanization is causing an acute shortage of housing in urban areas of Bangladesh. Service apartments provide an alternative to hotels by offering more spacious long-term accommodations with amenities. The study investigates the demand for service apartments in Chittagong to address the housing needs of middle-to-upper class tenants facing rising rental costs. Through surveys, it identifies suitable locations for service apartments and makes recommendations to boost the real estate sector.
CAT Management From Insurance Perspective - Turkish Natural Catastrophe Insurance Pool - VI. International Istanbul Insurance Conference - Musa Alphan Bahar (2014)
The document provides details about two case studies - the construction of an assisted living facility by Friendly Medical Center and a project selection analysis for Handstar Inc. For Friendly Medical Center, the key constraints for the project are an estimated cost of $8.5-11 million, a 7-8 month time frame, and building a 100-unit assisted living facility. The project is expected to financially benefit Friendly Medical Center. For Handstar Inc., using net present value and weighted factor scoring, the recommended projects are an application for web browsing, a trip planner app, integrating a calendar with email, and enhancing an existing portfolio app. Hiring additional software engineers is justified based on the potential benefits of completing additional high value
IRJET- Analysis of Suitable Residential Location using Multi-Criteria Decisio...IRJET Journal
油
This document analyzes suitable residential locations in the Central zone of Surat, India using a multi-criteria decision making method. Data was collected through surveys of residents to determine the key factors influencing residential choice such as environment, infrastructure, amenities, home costs, and proximity to work. The locations were then rated and ranked based on these criteria. Location 3 received the highest ratings and ranked as the most suitable residential choice based on factors important to residents.
The occupiers demand remained cautious regarding expansion plans in almost all cities amid global economic crisis. The six major cities ie; Mumbai, NCR, Bengaluru, Chennai, Kolkata and Pune recorded an overall absorption of around 6.93 million sq ft which is approximately 15% less than 1Q 2013. Top ranking city for highest absorption rate continues to be Bangalore, Mumbai and NCR region with levels of 2.5 mln sq. ft., 1.41 mln sq. ft. and 1.45 mln sq. ft respectively.
This document provides an overview of the Bangladesh Association of Construction Industry's (BACI) Skills and Employment Improvement Project (SEIP) business plan. The plan aims to train 30,000 skilled and semi-skilled workers in the construction sector through 2025 to address labor market needs. Key elements of the plan include analyzing the construction labor market and skills gap, developing training programs, implementing strategies for enrollment, skills training, job placement, finances, and resources to achieve the project goals in a sustainable manner beyond 2025.
During this session we will:
*Review importance of monitoring and evaluation
*Share overview of grant model evaluation plan
*Review methodologies used in previous evaluations
*Share plans for future evaluation methodologies
1. Mr. Suhas Iyengar has over 5 years of experience as a Lead Associate for Investment Accounting at SunGard Technology Services, where he is responsible for investment accounting, portfolio valuation, trade processing, corporate actions, and financial reporting for US insurance companies.
2. He has a MBA in Finance from Sinhagad Institute of Management and a BE in Electronics. He has also passed CFA Level 1 and holds various financial certifications.
3. His achievements include receiving appreciation notes and awards for his contributions and performance at SunGard.
Commercial real estate Investment opportunity - Bangalorepropertyinvestment2
油
This investment opportunity provides a rare chance to invest in 36,230 square feet of grade A office space in Vaishnavi Tech Park in Bangalore. The entire floor is leased to Smartworks, the leading flexible workspace provider, who has subleased it to Groww, one of India's largest investment platforms. The property benefits from proximity to major infrastructure and tenants. The minimum investment is Rs. 25 lacs with an average targeted yield of 9% and IRR of 16.2% over 9 years.
The document summarizes an applicant webinar for the Stanford Sustainable Design and Construction (SDC) program. It provides an overview of the program's vision, tracks, faculty, curriculum, research centers, student groups, and application process. The SDC program aims to train students in managing sustainable construction through its management, structures, energy, and urban systems tracks. It emphasizes hands-on learning and is supported by several construction-focused research centers.
IRJET- A Study on Factors Affecting Estimation of Construction Project : Conc...IRJET Journal
油
This document summarizes a study on factors affecting the estimation of construction project costs. It identifies 12 key factors that influence cost estimation accuracy based on a survey of experts. These include economic instability, quality of project planning/management, experience of estimators, and availability of management/finance plans. The study develops an artificial neural network model to predict cost variance based on these factors. Testing shows the model can predict cost variance with 80% accuracy. It recommends construction parties consider the 12 identified factors when preparing estimates and assigning qualified project managers, estimators, and planners to reduce cost variance. Further research expanding the model to different project types and using a more structured project database is suggested.
IRJET- Multiple Criteria Decision Making (MCDM) - Approach to Preference Resi...IRJET Journal
油
This document discusses a case study analyzing factors that influence household preferences for residential location in the South zone of Surat, Gujarat. It uses a multiple criteria decision making (MCDM) approach to understand household preferences. A survey was conducted of 400 households across wards in the South zone. Key factors considered in residential choice included environmental quality, infrastructure, amenities, housing costs, and transportation access. Analysis of survey data showed households' preferred locations to shift to and the importance of different criteria. The study aims to help with urban planning and development in the South zone based on understanding household preferences.
Day1- session 2: RCREEE Planned Activities in Support of the Development and ...RCREEE
油
RCREEE has several planned activities in 2010 to support the development and implementation of the Arab EE Directive. These include workshops on topics like end use EE, an EE promotion program with work packages on policy development, technology promotion, and capacity building. The program will also involve projects on standards and labeling, mandatory audits, and a country support project to improve relations and identify priority areas. The overall goals are to enhance EE regulations and policies, build regional and national capacities, and support the evaluation and assessment of EE measures, sectors and technologies.
IRJET- A Study on Factors Affecting Estimation of Construction Project : Conc...IRJET Journal
油
This document summarizes a study on factors affecting the estimation of construction project costs. It identifies 12 key factors that influence cost estimation accuracy based on a questionnaire survey of experts. These include economic instability, quality of project planning, experience of the estimating team, and accuracy of bidding documents. The study develops an artificial neural network model to predict cost variance based on these factors. Testing shows the model can predict cost variance with 80% accuracy. It recommends construction parties consider the 12 identified factors when preparing cost estimates and allow for contingency based on economic conditions and project location. Further research expanding the model to different project types and using more structured cost data is suggested.
Glimpse of my Educational and Professional work Ar.Apurva Sinkar
油
This document provides a summary of Apurva Sinkar's portfolio, including academic and professional experience. It lists their educational background from TERI University in New Delhi, India, as well as contact information. It then outlines several past professional projects analyzing topics like city profiles, development authority acts, and land use mapping. The document also summarizes an academic project conducted from 2018-2020 analyzing the drivers of change in Ahmedabad, India from 1990-2001 through GIS mapping and attribute tables. It finds a 44% increase in residential land use and 869% increase in cells designated as residential.
The document includes an individual's resume, summarizing their academic and professional background. It outlines their M.Tech qualification from TERI School of Advanced Studies in New Delhi, as well as previous work experience in architecture, urban development projects, and as a green building manager. Their areas of interest and skills are also mentioned, including expertise in GIS, urban policies, infrastructure, and sustainability.
This project revolved around understanding the state of built form, services, and parking in Central Business District Nehru Place, New Delhi and need for regeneration.
Kondali bangar- Study of peri-urbanization around NoidaAr.Apurva Sinkar
油
This document presents a study on peri-urbanization around Noida, India. It discusses the objectives, methodology, and initial findings of the research. The objectives are to analyze changes in land use and livelihoods, understand the nature of land holdings, examine land negotiation mechanisms, and identify changes to living conditions from urbanization. The methodology involved fieldwork interviews in the village of Kondali Bangar. Preliminary results show a shift from agricultural to non-agricultural land use, impacts on livelihoods, and most landowners have marginal holdings but large owners are more willing to sell land individually.
Dariba kalan in Chandni chowk - Study of urban servicesAr.Apurva Sinkar
油
This document provides background information on the history and development of Chandni Chowk area in Old Delhi. It discusses the original layout when it was built in the 17th century, the demographic changes over time, and various planning authorities and their plans. The document outlines the objectives to assess housing, drainage, sanitation and water supply infrastructure in Dariba Kalan lane, and the methodology which includes secondary research, site visits, surveys of residents, shopkeepers and commuters, and analysis of gaps in existing and required urban services. It provides details on the scope, limitations and stakeholder groups for the survey.
The presentation elucidates the study aimed at exploring the need of PPP model in India, with respect to capacities and capabilities of municipal governments to handle finance and governance of large scale urban infrastructure projects.
The Role of Christopher Campos Orlando in Sustainability Analyticschristophercamposus1
油
Christopher Campos Orlando specializes in leveraging data to promote sustainability and environmental responsibility. With expertise in carbon footprint analysis, regulatory compliance, and green business strategies, he helps organizations integrate sustainability into their operations. His data-driven approach ensures companies meet ESG standards while achieving long-term sustainability goals.
Valkey 101 - SCaLE 22x March 2025 Stokes.pdfDave Stokes
油
An Introduction to Valkey, Presented March 2025 at the Southern California Linux Expo, Pasadena CA. Valkey is a replacement for Redis and is a very fast in memory database, used to caches and other low latency applications. Valkey is open-source software and very fast.
HIRE MUYERN TRUST HACKER FOR AUTHENTIC CYBER SERVICESanastasiapenova16
油
Its hard to imagine the frustration and helplessness a 65-year-old man with limited computer skills must feel when facing the aftermath of a crypto scam. Recovering a hacked trading wallet can feel like an absolute nightmare, especially when every step seems to lead you into an endless loop of failed solutions. Thats exactly what I went through over the past four weeks. After my trading wallet was compromised, the hacker changed my email address, password, and even removed my phone number from the account. For someone with little technical expertise, this was not just overwhelming, it was a disaster. Every suggested solution I came across in online help centers was either too complex or simply ineffective. I tried countless links, tutorials, and forums, only to find myself stuck, not even close to reclaiming my stolen crypto. In a last-ditch effort, I turned to Google and stumbled upon a review about MUYERN TRUST HACKER. At first, I was skeptical, like anyone would be in my position. But the glowing reviews, especially from people with similar experiences, gave me a glimmer of hope. Despite my doubts, I decided to reach out to them for assistance.The team at MUYERN TRUST HACKER immediately put me at ease. They were professional, understanding, and reassuring. Unlike other services that felt impersonal or automated, they took the time to walk me through every step of the recovery process. The fact that they were willing to schedule a 25-minute session to help me properly secure my account after recovery was invaluable. Today, Im grateful to say that my stolen crypto has been fully recovered, and my account is secure again. This experience has taught me that sometimes, even when you feel like all hope is lost, theres always a way to fight back. If youre going through something similar, dont give up. Reach out to MUYERN TRUST HACKER. Even if youve already tried everything, their expertise and persistence might just be the solution you need.I wholeheartedly recommend MUYERN TRUST HACKER to anyone facing the same situation. Whether youre a novice or experienced in technology, theyre the right team to trust when it comes to recovering stolen crypto or securing your accounts. Dont hesitate to contact them, it's worth it. Reach out to them on telegram at muyerntrusthackertech or web: ht tps :// muyerntrusthacker . o r g for faster response.
RAGing Against the Literature: LLM-Powered Dataset Mention Extraction - prese...suchanadatta3
油
Dataset Mention Extraction (DME) is a critical task in the field of scientific information extraction, aiming to identify references to datasets within research papers. In this paper, we explore two advanced methods for DME from research papers, utilizing the
capabilities of Large Language Models (LLMs). The first method employs a language model with a prompt-based framework to extract dataset names from text chunks, utilizing patterns of dataset mentions as guidance. The second method integrates the Retrieval-Augmented Generation (RAG) framework, which enhances dataset extraction through a combination of keyword-based filtering, semantic retrieval, and iterative refinement.
Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures
Relationship between Happiness & LifeQuality .pdfwrachelsong
油
There a lot of studies showing the correlation between GDP by country and average life satisfcation. Usually, most countries with higher GDP tend to have higher average life satisfaction scores. Inspired by this findings, I began to wonder.. 'What other aspects of life significantly contribute to happiness?' Specifically, we wanted to explore which quality of life indicators have a significant relationship with the happiness scores of different regions.
Research Question : Which quality of life indicators have a significant relationship with the happiness score among different regions?
To address this question, we decided to investigate various factors that might influence happiness, including economic stability, health, social support, and more.
Boosting MySQL with Vector Search Scale22X 2025.pdfAlkin Tezuysal
油
As the demand for vector databases and Generative AI continues to rise, integrating vector storage and search capabilities into traditional databases has become increasingly important. This session introduces the *MyVector Plugin*, a project that brings native vector storage and similarity search to MySQL. Unlike PostgreSQL, which offers interfaces for adding new data types and index methods, MySQL lacks such extensibility. However, by utilizing MySQL's server component plugin and UDF, the *MyVector Plugin* successfully adds a fully functional vector search feature within the existing MySQL + InnoDB infrastructure, eliminating the need for a separate vector database. The session explains the technical aspects of integrating vector support into MySQL, the challenges posed by its architecture, and real-world use cases that showcase the advantages of combining vector search with MySQL's robust features. Attendees will leave with practical insights on how to add vector search capabilities to their MySQL
CloudMonitor - Architecture Audit Review February 2025.pdfRodney Joyce
油
CloudMonitor FinOps is now a Microsoft Certified solution in the Azure Marketplace. This little badge means that we passed a 3rd-party Technical Audit as well as met various sales KPIs and milestones over the last 12 months.
We used our existing Architecture docs for CISOs and Cloud Architects to craft an Audit Response - I've shared it below to help others obtain their cert.
Interestingly, 90% of our customers are in the USA, with very few in Australia. This is odd as the first thing I hear in every meetup and conference, from partners, customers and Microsoft, is that they want to optimise their cloud spend! But very few Australian companies are using the FinOps Framework to lower Azure costs.
Luis Berrios Nieves, known in the music industry as N辿rol El Rey de la Melodia, is an independent composer, songwriter, and producer from Puerto Rico. With extensive experience collaborating with prominent Latin artists, he specializes in reggaeton, salsa, and Latin pop. N辿rols compositions have been featured in hit songs such as Porque Les Mientes by Tito El Bambino and Marc Anthony. In this proposal, we will explore why Rimas Music Publishing is the perfect fit for N辿rols continued success and growth.
The truth behind the numbers: spotting statistical misuse.pptxandyprosser3
油
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.
The truth behind the numbers: spotting statistical misuse.pptxandyprosser3
油
Greenfield rental housing model
1. REAL ESTATE DEVELOPMENT IN VASANT
KUNJ, NEW DELHI
GROUP MEMBERS: APURVA SINKAR, ANAMIKA, MANOHAR, TRISHA.
CO-HUB
RENTAL NEWLY DEFINED
2. TERI SAS campus at present has only one on-campus hostel for girls which cannot cater to the large number of
students.A large number of students live nearby and far away from the institute. Students along with the staff members
face lot of problems in searching accommodation nearby the institute. A provision of rental accommodation would help
the students and staff members to tackle the problem smoothly with the help from the institute itself.A rental project
based on analysis of market rate, questionnaire survey and financial analysis which was carried out for existing students
and staff members and analysis has been done to know if the rental model is feasible and viable.
AIM:
To develop a profit making rental housing model for a period of 30 years inVasant Kunj Area.
OBJECTIVES:
To look at the construction costs, cost of debt, construction technology and rate of return.
To make rental residential properties profitable and sustainable in terms of ensuring steady stream of incomes and raising
capital for replacing/retrofitting the asset after the building ages.
To find government support in terms of policy, legislation or financing for the project to be successful.
ABOUTTHE PROJECT:
3. METHODOLOGY:
SCOPE AND LIMITATIONS:
The study so far is based on survey of students living in PG, Private hostel, rent etc. and not the hostellers.
No sellable area is allowed.
No purchase of FSI & TDR
SAMPLE
ANALYSIS
PROJECT
BRIEF&ASSUMP
TIONS
CONCLUSION
PRIMARY &
SECONDARY DATA
COLLECTION
QUESTIONNAIRE
PREPARATION
SCOPE AND
LIMITATIONS
AIM,
OBJECTIVE
LIMITATION
SITE
SELECTION
RELEVANT
DOCUMENTS-
MASTER PLAN, PAR
ETC.,WEBSITES.
QUESTIONNAIRE
SURVEY
STUDENTS STAFFS
4. STUDY AREA:
VASANT KUNJ
Source of Image: maps.google.com
Vasant Kunj is known for its green and gated colonies, its strategic location as it is close to the
airport
The entire area ofVasant Kunj is actually divided into four distinct regions.These regions, which
are known as A, B, C and D are composed of a number of sub regions.
Location:Vasant Kunj
District: South Delhi
State: New Delhi
Area: 23.3099 Sq. km
Population: 641,666 (as per
the Census 2011) PROPOSED SITE
5. - ATM - Doctor
- Medical - Market
- Parks/Garden
- CCD
CHHATARPUR METRO
INDIRA GANDHI INTERNATIONAL
AIRPORT
VASANTVIHAAR
METRO
BUS STOPS
24.4KMS
CONNECTIVITY AND ACCESS:
6. 11%
13%
14%62%
Total Percentage distribution of Staff and Students
Admin Non admin Faculty Students
11%
89%
Percentage distribution of student owners and
tenants.
Owner Tenant
N=54
14%
86%
Percentage Distribution of Staff owners and
tenants
Owner Tenant
N=36
AVAILABLE RATES AND AREAS IN DIFFERENT WEBSITES:
Serial No. Websites Category Area (Sq. Mts.) Minimum Rate (INR) Maximum Rate (INR)
1
Magic Brick
1BHK
65 21,000 30,000
Makaan 55-78 19,000 22,000
99 Acre 37-60 8000 21,000
2
Magic Brick
2BHK
102 30,000 40,000
Makaan 83-111 30,000 35000
99 Acre 102-111 20,000 43,000
3
Magic Brick
3BHK
153 40,000 74,000
Makaan 148-185 40,000 60,000
99 Acre 134-148 35,000 70,000
4 Makaan STUDIO 41 17,000 -
7. 76%
15%
9%
EXPENDITURE % OF STAFF
(MEDIAN)
INCOME % OF STAFF (MEDIAN)
Non-Admin Admin
RENT % OF STAFF (MEDIAN)
More than INR 1lakhs
76 % Faculty income
15% Admin income
INR 30K
9% Non- Admin income
INR 18K
71 % Faculty
Exp. INR 90k
20% Admin Exp.
INR 26K
9% Non- Admin Exp.
INR 11K
62 % Faculty
Exp. INR 23k
26% Admin Exp.
INR 8K
12% Non- Admin Exp.
INR 4K
STAFF- Faculty
71%
20%
9%
62%
26%
12%
INCOME, EXPENDITURE AND RENT OF STAFF:
8. 51%
43%
Total % of other expenditure of
student (median)
Male student pay
monthly rent in range
of INR 11k
Female student pay
monthly rent in
range of INR 12k
Male student monthly
expenditure in range of
INR 7.5k
Female student monthly
expenditure in range
of INR 5.5k
Total % of rent of student (median) Total % future preference of students
for rental apartments in Delhi
Independent housing
Sharing housing
Future Building typology of students ofTERI SAS Preference of student for different types of dwelling units
48%
36%
16%
Semi-furnished
Unfurnished
Furnished
42%
29%
17% Shared PG
Single room
Shared rom
52%
48%
69%
31%
Female studentMale student
Inferences: From the above figure, it shows the percentage of money spent on rents by the students, hence we have strategized to curtail the
9. SPACE AND AMENITIES REQUIREMENT:
Inferences: From the above figure, it shows the preference of spaces in future accommodation, the common amenities required and shared by
both Staff and Students and the parking accommodation.The strategy is incorporated in our Rental project.
54%
46%
35%
29%
AC
LTM/
2Wheeler
WI-FI
61%
39%Bicycle
Student
Staff
Required Shared amenities in Future residence of Staff and Student of TERI SAS
Bedroom
Toilet A
Kitchen/Balcony
Drawing Room
Dining Room
Utility
Store
room
Order of declining room nos in current dwelling unit Order of expected room nos in future dwelling unit
Bed Room
Toilet A
Kitchen
Drawing Room
Balcony
Dining Room
Toilet C
Store/Utili
ty
Servant
No. of room Preference of student for dwelling units
10. Location TERI University,New Delhi
Target Clients
Faculty, Staff, Students
Project Size 258 Units
Dwelling Density
200DU/Ha- 258 units for 1.29 Ha
Land Area 12972 Sqm
Composition Co-Hub-1234,2134, DU-
12345,213456,2134,1234
Assumptions
Land Area (sqm) 12972 Sqm
FAR 2
Built Up Area (sqm) 25927.90
Land Cost 2073444480
Construction Cost 34,70,90,384
Rentable Area Distribution (sqm)
Residential 16197.75
Commercial 2323.00
Total Area 18520.75
CoHub:
1R2K3B4L
Co-Hub:
2R1K3B4C
R
1L2R3R
4K5B
2L1R3R
4R5B6K
2R1K3
B4CR
1R2
K3B
4L
1R2
B
Rentable Area
(sqm)
30 70 110 130 50 35 20
Number of
Units
100 43 30 15 30 35 05
Rent 18000 16000 23000 35000 12000 5000 1500
Project Life Cycle
Construction Period 36 Months
Rental Period 360 Months
Expected Returns
IRR -8%
Net PresentValue
Discount Rate 15%
NPV(INR Cr) (2,18,79,98,503)
Coding for Co Hub:
1234 : 1- Room,2- Kitchen,3- Bath room,4- Living room
2134 : 2- Room,1- Kitchen,3- Bath room,4- Common
room
12345 : 1- Living Room, 2- Room, 3- Room, 4- Kitchen,
5- Bath Room
213456 : 2- Living Room, 1- Room, 3- Room, 4- Room,
5- Bath,6- Kitchen
12 : 1- Room, 2- Bath
Ideally Expected Returns in an Affordable
Housing Project
Typical pre-tax IRRs achievable in an
affordable
housing project, where a developer has
himself
purchased land, can range from 4045%, with
gross profit margins of 1520% .
Rental Housing Project:
13. INTERVENTIONS :
Loopholes in By-Laws:
Description of what constitutes LIG, MIG AND HIG has not been defined clearly.
Density of dwelling units have been specified in general according to area of land and not pertaining to area specified
for LIG, MIG & HIG as per NBC for each of them.
Higher rate of returns and shorter breakeven period can be achieved in an affordable housing project, by adopting the
following measures:
Shortening the time period of construction
Lowering the cost of construction (below INR 1,000 per sq. ft).
Reducing the interest rate of construction loan from 18% to 10%
Change in the rental increment % from 5% to 7% per year.
Revising density of dwelling to twice the current i.e. to 500 as per variations in size of DUs. (The regulation of DUs
density restricts size of dwelling units which affects product mix specially for rental housing having multiple
combination of shared units and 2 rooms or 3 rooms DUs.)
Rent to be revised as per current prevailing market price.
Policy Framework