This document discusses database indexing strategies. It recommends creating indexes on columns that have high data sparsity to speed up queries. Specifically, it recommends creating indexes on the P_QOH, P_MIN, P_REORDER columns of the Product table to optimize a query on those columns. It also recommends creating indexes on the CUS_CODE and CUS_AREACODE columns of the Customer table to speed up a group by query filtering on area code.
This document contains information submitted by Ashok Singh, a 4th year EC student, to Ms. Akansha Gupta regarding a MATLAB assignment. Ashok Singh included his student ID 0722031017 with the submission.
The document appears to be a report from GSI in August 2018. It provides information on GSI's operations in 2017, including over 9,000 employees and 3.5 billion euros in revenue. It also describes where GSI operates globally, the industrial factories and services it provides, and how it conducts its business operations.
The document provides information about an industrial company called GSI with over 9,000 employees and 3.35 billion euros in revenue in 2017. It discusses where GSI operates globally, what products and services it provides such as industrial factories and equipment, and how it conducts its business through continuous innovation. The document repeats sections on the company's locations, offerings, and processes.
This document outlines 9 pieces being designed in Autodesk Inventor between August and December 2016 for Project 1. It describes the individual pieces which include an outer raceway, inner raceway, king bolt, head bolt, circular washer, fork2, and another circular washer. The fork2 piece instructions note to invert the operations from another fork piece.
Isoquants, or equal product curves, represent different combinations of factor inputs that produce the same level of output. An isoquant schedule shows that factor combinations A (1 unit of X and 9 units of Y), B (2 units of X and 6 units of Y), C (3 units of X and 4 units of Y), and D (4 units of X and 3 units of Y) all produce 20 units of output. Plotting these points on a graph with X on the x-axis and Y on the y-axis connects them to form an isoquant curve representing 20 units of output. Isoquants imply factor substitutability, as different combinations of inputs can produce the same output level. The marginal
Isoquants represent combinations of inputs that produce the same level of output. They have several key properties:
1. Isoquants slope downward, meaning more of one input requires less of the other to maintain output.
2. They are convex to the origin, due to decreasing marginal rates of technical substitution between inputs as one is increased relative to the other.
3. Isoquants never intersect, as that would represent one combination producing two output levels. Higher isoquants correspond to higher output levels.
This document discusses database indexing strategies. It recommends creating indexes on columns that have high data sparsity to speed up queries. Specifically, it recommends creating indexes on the P_QOH, P_MIN, P_REORDER columns of the Product table to optimize a query on those columns. It also recommends creating indexes on the CUS_CODE and CUS_AREACODE columns of the Customer table to speed up a group by query filtering on area code.
This document contains information submitted by Ashok Singh, a 4th year EC student, to Ms. Akansha Gupta regarding a MATLAB assignment. Ashok Singh included his student ID 0722031017 with the submission.
The document appears to be a report from GSI in August 2018. It provides information on GSI's operations in 2017, including over 9,000 employees and 3.5 billion euros in revenue. It also describes where GSI operates globally, the industrial factories and services it provides, and how it conducts its business operations.
The document provides information about an industrial company called GSI with over 9,000 employees and 3.35 billion euros in revenue in 2017. It discusses where GSI operates globally, what products and services it provides such as industrial factories and equipment, and how it conducts its business through continuous innovation. The document repeats sections on the company's locations, offerings, and processes.
This document outlines 9 pieces being designed in Autodesk Inventor between August and December 2016 for Project 1. It describes the individual pieces which include an outer raceway, inner raceway, king bolt, head bolt, circular washer, fork2, and another circular washer. The fork2 piece instructions note to invert the operations from another fork piece.
Isoquants, or equal product curves, represent different combinations of factor inputs that produce the same level of output. An isoquant schedule shows that factor combinations A (1 unit of X and 9 units of Y), B (2 units of X and 6 units of Y), C (3 units of X and 4 units of Y), and D (4 units of X and 3 units of Y) all produce 20 units of output. Plotting these points on a graph with X on the x-axis and Y on the y-axis connects them to form an isoquant curve representing 20 units of output. Isoquants imply factor substitutability, as different combinations of inputs can produce the same output level. The marginal
Isoquants represent combinations of inputs that produce the same level of output. They have several key properties:
1. Isoquants slope downward, meaning more of one input requires less of the other to maintain output.
2. They are convex to the origin, due to decreasing marginal rates of technical substitution between inputs as one is increased relative to the other.
3. Isoquants never intersect, as that would represent one combination producing two output levels. Higher isoquants correspond to higher output levels.
The document discusses a probabilistic U-Net model for segmenting ambiguous images. It introduces a probabilistic U-Net that combines a U-Net with a variational autoencoder (VAE) to model segmentation as a probabilistic inference task. The probabilistic U-Net uses the U-Net to encode an input image into a latent space and decode a segmentation map, while the VAE models the latent space as a probability distribution to account for ambiguity. It is evaluated on the CityScapes dataset for segmenting lung abnormalities and other medical images.
The document discusses how the city of Lowell, Massachusetts partnered with ReCollect, a technology company specializing in digital waste management solutions, to launch a mobile app to help educate and engage residents about recycling. The app allows residents to search for collection schedules, receive notifications about special events, and get automatic address predictions when signing up. The goal is to improve the city's recycling rates using new technologies.
Business Maths & Stats - geometric straight lineNiharika Verma
The document describes fitting an exponential trend line to net sales data from 2006 to 2012. It provides the equations to calculate the log a and log b values using the sum of logs and sum of x logs. The calculated log a and log b values are then used to determine the trend equation as logYt=1.9676+0.1544x, with an R squared value of 1.4269 and an origin of 2010.
This document discusses a proposed solution called Tracktor for monitoring environmental conditions in trucks transporting perishable, animal, and fragile goods. Tracktor would use sensors to monitor conditions, predict dangerous situations, and collect statistics to calculate risks and optimize insurance costs. It would use Azure services like Event Hub, Stream Analytics, Machine Learning, and Power BI. The performance and costs of implementing Tracktor for 100 trucks is estimated, with hardware kits costing $100 per truck and predictive analytics subscriptions ranging from $200-3200 per month depending on the service used. Further development is needed, including testing and collaborating with trucking companies. In conclusion, Tracktor could help solve problems for transporting sensitive goods at a reasonable price.
A climate graph combines a bar graph showing monthly rainfall measured in millimeters with a line graph showing monthly temperature measured in degrees. It displays this climate data for one location on a single grid. The document provides instructions for drawing a climate graph using the example of Hong Kong, including labeling the axes and inserting monthly rainfall and temperature values. It then has the student create their own climate graph using data for Christchurch, New Zealand.
A climate graph combines a bar graph showing monthly rainfall in millimeters with a line graph showing monthly temperature in degrees Celsius. It provides information about rainfall and temperature patterns for a location over the course of a year. The document provides instructions for drawing a climate graph using Hong Kong as an example, including labeling the axes and inserting monthly rainfall and temperature values. It then has students create their own climate graph for Christchurch, New Zealand using provided monthly data.
A climate graph combines a bar graph showing monthly rainfall measured in millimeters with a line graph showing monthly temperature measured in degrees. It displays this climate data for one location on a single grid. The document provides instructions for drawing a climate graph using the example of Hong Kong, including labeling the axes and inserting monthly rainfall and temperature values. It then has the student create their own climate graph using data for Christchurch, New Zealand.
This document contains math problems involving exponents. It asks the student to:
1) Write expressions using exponents, such as 8×8×8×8 as 84 and 10×10×10×10×10×10×10 as 107.
2) Use exponents to write expressions with one power, such as 25×5 as 25 and 16×4×43 as 163.
1) Cars with a top speed over 250 kph or 2 doors would be output based on their Ref No.
2) A query to output cars costing over $60,000 with a 0-100 kph time less than 7 seconds.
3) For a stock file, items not black and weighing less than 2.0kg would be output by their Stock No. A search for items with less than 16 in stock and a price over $100 could be written.
1. The document discusses using Google Apps, including Google Spreadsheets, as a platform for creating mashups through scripting and APIs.
2. It provides examples of pulling data into spreadsheets from various sources like web pages, databases and APIs and manipulating the data through formulas and scripts.
3. The key aspect of mashups is breaking problems into discrete steps that can be handled by existing applications and code through scripted integration in Google Apps.
This document provides a flow chart and program to shift an 8-bit number stored at memory location 3000H left by 2 bits. The program first loads the 8-bit number from 3000H into the accumulator. It then performs two register accumulator left (RAL) shifts to shift the bits in the accumulator left by two positions. Finally, it stores the result back to memory location 3001H. The flow chart and program demonstrate how to shift a binary number left by multiple bit positions using an accumulator register and shift instructions.
The document summarizes a mapping project that mapped terms from the Chinese Agricultural Thesaurus (CAT) to the AGROVOC taxonomy. It used Protégé and mapping rules to match over 64,000 CAT terms to AGROVOC terms through exact, broad, and narrow matching. A final mapping identified over 13,000 exact matches, 11,000 broad matches, and 170 narrow matches between the two taxonomies. The results were combined into a single OWL document linking CAT and AGROVOC to allow searches across the two data sources.
The document provides an overview of Elawan's renewable energy portfolio, stating that they have over 900MW in operation, 330MW under construction, and 3.8GW under development across 9 different countries. It also thanks the reader without providing any other details over 4 pages.
Isoquant is also called as equal product curve or production indifference curve or constant product curve. Isoquant indicates various combinations of two factors of production which give the same level of output per unit of time.
Just as an indifference curve represents various combinations of two goods which give a consumer equal amount of satisfaction, an iso-product curve shows all possible combinations of two inputs physically capable of producing a given level of output. Since an iso-product curve represents those combinations which will result in the production of an equal quantity of output, the producer would be indifferent between them.
This law was given by Alfred Marshall in his book principle of economics.
It show particular pattern of change in output when some factor remain fixed.
Production depend upon factors of production , if factors of production are good, production may increase and vice-versa.
Production function show functional relationship between production and factors of production.
It refers to manner of change in output cost by the increase in all the input simultaneously and in the same proportion.
Returns refers to “change in physical output”
Scale refers to “quantity of input employed”
Change in scale means that all factors of production are increased or decreased in same proportion.
The cost advantage that arises with increased output of a product.
It arises because of the inverse relationship between the quantity produced and per-unit fixed cost.
Profit refers to the excess of receipts from the sale of goods over the expenditure incurred on producing them.
The amount received from the sale of goods is known as ‘revenue’ and the expenditure on production of such goods is termed as ‘cost’. The difference between revenue and cost is known as ‘profit’.
For example, if a firm sells goods for Rs. 10 crores after incurring an expenditure of Rs. 7 crores, then profit will be Rs. 3 crores.
This document explains Sankey diagrams and provides examples of using them to represent the energy efficiency of different machines and vehicles. Sankey diagrams show the distribution of energy flowing through a system, with the thickness of arrows representing quantity and direction showing useful vs wasted energy. Students are asked to analyze energy transfer scenarios involving light bulbs, cars, and hybrid vehicles using Sankey diagrams and calculate percentages.
The document discusses different numerical methods for landslide hazard studies, including regional-scale statistical analysis using GIS and local-scale methods. It describes continuum approaches using finite element modeling that represent slopes as meshes versus discontinuum approaches that model slopes as distinct blocks. The document also outlines governing equations for the finite element method and provides details on software tools and analysis settings for continuum modeling of slopes.
The document discusses Apple's financial success, competition from other smartphone manufacturers, and history. It notes that iPhones account for 75% of Apple's device sales and 55% of its revenue. Apple's acquisition of NeXT and return of Steve Jobs in 1997 marked the end of a difficult period and led to the successful launch of the iPhone in 2007. It raises questions about Apple's future prospects under CEO Tim Cook's leadership.
This document contains file paths and conversion details for two drawings. It lists the file path and name, page number, date and time of conversion, converter used, paper size and scale for drawings APD 2514549 TAN-_BOUGENVILE REV.01.dwg converted to PDF on April 12, 2017.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
The document discusses a probabilistic U-Net model for segmenting ambiguous images. It introduces a probabilistic U-Net that combines a U-Net with a variational autoencoder (VAE) to model segmentation as a probabilistic inference task. The probabilistic U-Net uses the U-Net to encode an input image into a latent space and decode a segmentation map, while the VAE models the latent space as a probability distribution to account for ambiguity. It is evaluated on the CityScapes dataset for segmenting lung abnormalities and other medical images.
The document discusses how the city of Lowell, Massachusetts partnered with ReCollect, a technology company specializing in digital waste management solutions, to launch a mobile app to help educate and engage residents about recycling. The app allows residents to search for collection schedules, receive notifications about special events, and get automatic address predictions when signing up. The goal is to improve the city's recycling rates using new technologies.
Business Maths & Stats - geometric straight lineNiharika Verma
The document describes fitting an exponential trend line to net sales data from 2006 to 2012. It provides the equations to calculate the log a and log b values using the sum of logs and sum of x logs. The calculated log a and log b values are then used to determine the trend equation as logYt=1.9676+0.1544x, with an R squared value of 1.4269 and an origin of 2010.
This document discusses a proposed solution called Tracktor for monitoring environmental conditions in trucks transporting perishable, animal, and fragile goods. Tracktor would use sensors to monitor conditions, predict dangerous situations, and collect statistics to calculate risks and optimize insurance costs. It would use Azure services like Event Hub, Stream Analytics, Machine Learning, and Power BI. The performance and costs of implementing Tracktor for 100 trucks is estimated, with hardware kits costing $100 per truck and predictive analytics subscriptions ranging from $200-3200 per month depending on the service used. Further development is needed, including testing and collaborating with trucking companies. In conclusion, Tracktor could help solve problems for transporting sensitive goods at a reasonable price.
A climate graph combines a bar graph showing monthly rainfall measured in millimeters with a line graph showing monthly temperature measured in degrees. It displays this climate data for one location on a single grid. The document provides instructions for drawing a climate graph using the example of Hong Kong, including labeling the axes and inserting monthly rainfall and temperature values. It then has the student create their own climate graph using data for Christchurch, New Zealand.
A climate graph combines a bar graph showing monthly rainfall in millimeters with a line graph showing monthly temperature in degrees Celsius. It provides information about rainfall and temperature patterns for a location over the course of a year. The document provides instructions for drawing a climate graph using Hong Kong as an example, including labeling the axes and inserting monthly rainfall and temperature values. It then has students create their own climate graph for Christchurch, New Zealand using provided monthly data.
A climate graph combines a bar graph showing monthly rainfall measured in millimeters with a line graph showing monthly temperature measured in degrees. It displays this climate data for one location on a single grid. The document provides instructions for drawing a climate graph using the example of Hong Kong, including labeling the axes and inserting monthly rainfall and temperature values. It then has the student create their own climate graph using data for Christchurch, New Zealand.
This document contains math problems involving exponents. It asks the student to:
1) Write expressions using exponents, such as 8×8×8×8 as 84 and 10×10×10×10×10×10×10 as 107.
2) Use exponents to write expressions with one power, such as 25×5 as 25 and 16×4×43 as 163.
1) Cars with a top speed over 250 kph or 2 doors would be output based on their Ref No.
2) A query to output cars costing over $60,000 with a 0-100 kph time less than 7 seconds.
3) For a stock file, items not black and weighing less than 2.0kg would be output by their Stock No. A search for items with less than 16 in stock and a price over $100 could be written.
1. The document discusses using Google Apps, including Google Spreadsheets, as a platform for creating mashups through scripting and APIs.
2. It provides examples of pulling data into spreadsheets from various sources like web pages, databases and APIs and manipulating the data through formulas and scripts.
3. The key aspect of mashups is breaking problems into discrete steps that can be handled by existing applications and code through scripted integration in Google Apps.
This document provides a flow chart and program to shift an 8-bit number stored at memory location 3000H left by 2 bits. The program first loads the 8-bit number from 3000H into the accumulator. It then performs two register accumulator left (RAL) shifts to shift the bits in the accumulator left by two positions. Finally, it stores the result back to memory location 3001H. The flow chart and program demonstrate how to shift a binary number left by multiple bit positions using an accumulator register and shift instructions.
The document summarizes a mapping project that mapped terms from the Chinese Agricultural Thesaurus (CAT) to the AGROVOC taxonomy. It used Protégé and mapping rules to match over 64,000 CAT terms to AGROVOC terms through exact, broad, and narrow matching. A final mapping identified over 13,000 exact matches, 11,000 broad matches, and 170 narrow matches between the two taxonomies. The results were combined into a single OWL document linking CAT and AGROVOC to allow searches across the two data sources.
The document provides an overview of Elawan's renewable energy portfolio, stating that they have over 900MW in operation, 330MW under construction, and 3.8GW under development across 9 different countries. It also thanks the reader without providing any other details over 4 pages.
Isoquant is also called as equal product curve or production indifference curve or constant product curve. Isoquant indicates various combinations of two factors of production which give the same level of output per unit of time.
Just as an indifference curve represents various combinations of two goods which give a consumer equal amount of satisfaction, an iso-product curve shows all possible combinations of two inputs physically capable of producing a given level of output. Since an iso-product curve represents those combinations which will result in the production of an equal quantity of output, the producer would be indifferent between them.
This law was given by Alfred Marshall in his book principle of economics.
It show particular pattern of change in output when some factor remain fixed.
Production depend upon factors of production , if factors of production are good, production may increase and vice-versa.
Production function show functional relationship between production and factors of production.
It refers to manner of change in output cost by the increase in all the input simultaneously and in the same proportion.
Returns refers to “change in physical output”
Scale refers to “quantity of input employed”
Change in scale means that all factors of production are increased or decreased in same proportion.
The cost advantage that arises with increased output of a product.
It arises because of the inverse relationship between the quantity produced and per-unit fixed cost.
Profit refers to the excess of receipts from the sale of goods over the expenditure incurred on producing them.
The amount received from the sale of goods is known as ‘revenue’ and the expenditure on production of such goods is termed as ‘cost’. The difference between revenue and cost is known as ‘profit’.
For example, if a firm sells goods for Rs. 10 crores after incurring an expenditure of Rs. 7 crores, then profit will be Rs. 3 crores.
This document explains Sankey diagrams and provides examples of using them to represent the energy efficiency of different machines and vehicles. Sankey diagrams show the distribution of energy flowing through a system, with the thickness of arrows representing quantity and direction showing useful vs wasted energy. Students are asked to analyze energy transfer scenarios involving light bulbs, cars, and hybrid vehicles using Sankey diagrams and calculate percentages.
The document discusses different numerical methods for landslide hazard studies, including regional-scale statistical analysis using GIS and local-scale methods. It describes continuum approaches using finite element modeling that represent slopes as meshes versus discontinuum approaches that model slopes as distinct blocks. The document also outlines governing equations for the finite element method and provides details on software tools and analysis settings for continuum modeling of slopes.
The document discusses Apple's financial success, competition from other smartphone manufacturers, and history. It notes that iPhones account for 75% of Apple's device sales and 55% of its revenue. Apple's acquisition of NeXT and return of Steve Jobs in 1997 marked the end of a difficult period and led to the successful launch of the iPhone in 2007. It raises questions about Apple's future prospects under CEO Tim Cook's leadership.
This document contains file paths and conversion details for two drawings. It lists the file path and name, page number, date and time of conversion, converter used, paper size and scale for drawings APD 2514549 TAN-_BOUGENVILE REV.01.dwg converted to PDF on April 12, 2017.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeWalaa Eldin Moustafa
Dynamic policy enforcement is becoming an increasingly important topic in today’s world where data privacy and compliance is a top priority for companies, individuals, and regulators alike. In these slides, we discuss how LinkedIn implements a powerful dynamic policy enforcement engine, called ViewShift, and integrates it within its data lake. We show the query engine architecture and how catalog implementations can automatically route table resolutions to compliance-enforcing SQL views. Such views have a set of very interesting properties: (1) They are auto-generated from declarative data annotations. (2) They respect user-level consent and preferences (3) They are context-aware, encoding a different set of transformations for different use cases (4) They are portable; while the SQL logic is only implemented in one SQL dialect, it is accessible in all engines.
#SQL #Views #Privacy #Compliance #DataLake
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...Social Samosa
The Modern Marketing Reckoner (MMR) is a comprehensive resource packed with POVs from 60+ industry leaders on how AI is transforming the 4 key pillars of marketing – product, place, price and promotions.
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Aggregage
This webinar will explore cutting-edge, less familiar but powerful experimentation methodologies which address well-known limitations of standard A/B Testing. Designed for data and product leaders, this session aims to inspire the embrace of innovative approaches and provide insights into the frontiers of experimentation!
The Ipsos - AI - Monitor 2024 Report.pdfSocial Samosa
According to Ipsos AI Monitor's 2024 report, 65% Indians said that products and services using AI have profoundly changed their daily life in the past 3-5 years.
Global Situational Awareness of A.I. and where its headedvikram sood
You can see the future first in San Francisco.
Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters. Every six months another zero is added to the boardroom plans. Behind the scenes, there’s a fierce scramble to secure every power contract still available for the rest of the decade, every voltage transformer that can possibly be procured. American big business is gearing up to pour trillions of dollars into a long-unseen mobilization of American industrial might. By the end of the decade, American electricity production will have grown tens of percent; from the shale fields of Pennsylvania to the solar farms of Nevada, hundreds of millions of GPUs will hum.
The AGI race has begun. We are building machines that can think and reason. By 2025/26, these machines will outpace college graduates. By the end of the decade, they will be smarter than you or I; we will have superintelligence, in the true sense of the word. Along the way, national security forces not seen in half a century will be un-leashed, and before long, The Project will be on. If we’re lucky, we’ll be in an all-out race with the CCP; if we’re unlucky, an all-out war.
Everyone is now talking about AI, but few have the faintest glimmer of what is about to hit them. Nvidia analysts still think 2024 might be close to the peak. Mainstream pundits are stuck on the wilful blindness of “it’s just predicting the next word”. They see only hype and business-as-usual; at most they entertain another internet-scale technological change.
Before long, the world will wake up. But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them. A few years ago, these people were derided as crazy—but they trusted the trendlines, which allowed them to correctly predict the AI advances of the past few years. Whether these people are also right about the next few years remains to be seen. But these are very smart people—the smartest people I have ever met—and they are the ones building this technology. Perhaps they will be an odd footnote in history, or perhaps they will go down in history like Szilard and Oppenheimer and Teller. If they are seeing the future even close to correctly, we are in for a wild ride.
Let me tell you what we see.
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...sameer shah
"Join us for STATATHON, a dynamic 2-day event dedicated to exploring statistical knowledge and its real-world applications. From theory to practice, participants engage in intensive learning sessions, workshops, and challenges, fostering a deeper understanding of statistical methodologies and their significance in various fields."
Codeless Generative AI Pipelines
(GenAI with Milvus)
https://ml.dssconf.pl/user.html#!/lecture/DSSML24-041a/rate
Discover the potential of real-time streaming in the context of GenAI as we delve into the intricacies of Apache NiFi and its capabilities. Learn how this tool can significantly simplify the data engineering workflow for GenAI applications, allowing you to focus on the creative aspects rather than the technical complexities. I will guide you through practical examples and use cases, showing the impact of automation on prompt building. From data ingestion to transformation and delivery, witness how Apache NiFi streamlines the entire pipeline, ensuring a smooth and hassle-free experience.
Timothy Spann
https://www.youtube.com/@FLaNK-Stack
https://medium.com/@tspann
https://www.datainmotion.dev/
milvus, unstructured data, vector database, zilliz, cloud, vectors, python, deep learning, generative ai, genai, nifi, kafka, flink, streaming, iot, edge