Computer simulation is the use of a computer program to model a real-world system. The program contains mathematical equations that replicate the system's functional relationships. Running the program produces data that shows how the modeled system would behave over time. Simulations can also take the form of computer graphics animations. Key features of computer simulation include an interactive computer model of a system and the ability to experiment by changing model inputs. Examples include modeling theories of cognition, modeling organic molecule reactions, and fluid dynamics simulations. Computer simulation allows studying systems without building them and enables experimenting with different conditions efficiently. However, simulations can be difficult and expensive to construct and may require expert help to interpret results.
Feature Engineering in Machine LearningKnoldus Inc.
In this Knolx we are going to explore Data Preprocessing and Feature Engineering Techniques. We will also understand what is Feature Engineering and its importance in Machine Learning. How Feature Engineering can help in getting the best results from the algorithms.
Solutions Manual for Discrete Event System Simulation 5th Edition by BanksLanaMcdaniel
Full download : https://downloadlink.org/p/solutions-manual-for-discrete-event-system-simulation-5th-edition-by-banks/
Solutions Manual for Discrete Event System Simulation 5th Edition by Banks
Machine learning is the scientific study of algorithms and statistical models that computer systems use to perform a specific task without using explicit instructions, relying on patterns and inference instead. It is seen as a subset of artificial intelligence.
Modeling and simulation is the use of models as a basis for simulations to develop data utilized for managerial or technical decision making. In the computer application of modeling and simulation a computer is used to build a mathematical model which contains key parameters of the physical model.
Feature Engineering in Machine LearningKnoldus Inc.
In this Knolx we are going to explore Data Preprocessing and Feature Engineering Techniques. We will also understand what is Feature Engineering and its importance in Machine Learning. How Feature Engineering can help in getting the best results from the algorithms.
Solutions Manual for Discrete Event System Simulation 5th Edition by BanksLanaMcdaniel
Full download : https://downloadlink.org/p/solutions-manual-for-discrete-event-system-simulation-5th-edition-by-banks/
Solutions Manual for Discrete Event System Simulation 5th Edition by Banks
Machine learning is the scientific study of algorithms and statistical models that computer systems use to perform a specific task without using explicit instructions, relying on patterns and inference instead. It is seen as a subset of artificial intelligence.
Modeling and simulation is the use of models as a basis for simulations to develop data utilized for managerial or technical decision making. In the computer application of modeling and simulation a computer is used to build a mathematical model which contains key parameters of the physical model.
A brief introduction to network simulation and the difference between simulator and emulator along with the most important types of simulations techniques.
Definition of simulation
Simulation is a imitation of the operation of the real world process or system over
time. Simulation involves the generation of an artificial history of the system, and the
observation of that artificial history to draw inferences concerning the operating
characteristics of the real system that is represented.
Simulation is an indispensable problem solving methodology for the solution of
many real world problems. Simulation is used to describe and analyze the behaviour
of a system, ask “ what if” questions about the real system, and aid in the real design
of the system. Both existing and conceptual systems can be modeled with simulation.
A simulator is a device, computer program, or system that performs simulation. A
simulation is a method for implementing a model over time.
There are three types of common uses simulation.
Live simulation is a simulation involving real people operating real system. Military
training events using real equipment are live simulations. They are considered
simulations because they are not conducted against a live enemy. In live simulation,
should provide a similar area area of operation and should be close to replicating the
actual activity.
Virtual simulation is a simulation involving real people operating simulated systems.
Virtual simulations inject Human-In-The-Loop in a central role by exercising motor
control skill, decision skill, and communication skill.
Constructive simulation is a simulation involving simulated people operating
simulated systems. Real people can stimulate or make inputs but are not involved in
determining outcomes. Constructive simulations offer the ability to analyze concept,
predict possible outcomes, stress large organization, make measurement, generate
statistics and perform analysis. A constructive simulation is a computer program. For
example, a military user may input data instructing a unit to move and to engage an
enemy target. The constructive simulation determines the speed of movement, the
effect of the engagement with the enemy and any battle damage that may occur.
Operation “Blue Star” is the only event in the history of Independent India where the state went into war with its own people. Even after about 40 years it is not clear if it was culmination of states anger over people of the region, a political game of power or start of dictatorial chapter in the democratic setup.
The people of Punjab felt alienated from main stream due to denial of their just demands during a long democratic struggle since independence. As it happen all over the word, it led to militant struggle with great loss of lives of military, police and civilian personnel. Killing of Indira Gandhi and massacre of innocent Sikhs in Delhi and other India cities was also associated with this movement.
Synthetic Fiber Construction in lab .pptxPavel ( NSTU)
Synthetic fiber production is a fascinating and complex field that blends chemistry, engineering, and environmental science. By understanding these aspects, students can gain a comprehensive view of synthetic fiber production, its impact on society and the environment, and the potential for future innovations. Synthetic fibers play a crucial role in modern society, impacting various aspects of daily life, industry, and the environment. ynthetic fibers are integral to modern life, offering a range of benefits from cost-effectiveness and versatility to innovative applications and performance characteristics. While they pose environmental challenges, ongoing research and development aim to create more sustainable and eco-friendly alternatives. Understanding the importance of synthetic fibers helps in appreciating their role in the economy, industry, and daily life, while also emphasizing the need for sustainable practices and innovation.
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...Levi Shapiro
Letter from the Congress of the United States regarding Anti-Semitism sent June 3rd to MIT President Sally Kornbluth, MIT Corp Chair, Mark Gorenberg
Dear Dr. Kornbluth and Mr. Gorenberg,
The US House of Representatives is deeply concerned by ongoing and pervasive acts of antisemitic
harassment and intimidation at the Massachusetts Institute of Technology (MIT). Failing to act decisively to ensure a safe learning environment for all students would be a grave dereliction of your responsibilities as President of MIT and Chair of the MIT Corporation.
This Congress will not stand idly by and allow an environment hostile to Jewish students to persist. The House believes that your institution is in violation of Title VI of the Civil Rights Act, and the inability or
unwillingness to rectify this violation through action requires accountability.
Postsecondary education is a unique opportunity for students to learn and have their ideas and beliefs challenged. However, universities receiving hundreds of millions of federal funds annually have denied
students that opportunity and have been hijacked to become venues for the promotion of terrorism, antisemitic harassment and intimidation, unlawful encampments, and in some cases, assaults and riots.
The House of Representatives will not countenance the use of federal funds to indoctrinate students into hateful, antisemitic, anti-American supporters of terrorism. Investigations into campus antisemitism by the Committee on Education and the Workforce and the Committee on Ways and Means have been expanded into a Congress-wide probe across all relevant jurisdictions to address this national crisis. The undersigned Committees will conduct oversight into the use of federal funds at MIT and its learning environment under authorities granted to each Committee.
• The Committee on Education and the Workforce has been investigating your institution since December 7, 2023. The Committee has broad jurisdiction over postsecondary education, including its compliance with Title VI of the Civil Rights Act, campus safety concerns over disruptions to the learning environment, and the awarding of federal student aid under the Higher Education Act.
• The Committee on Oversight and Accountability is investigating the sources of funding and other support flowing to groups espousing pro-Hamas propaganda and engaged in antisemitic harassment and intimidation of students. The Committee on Oversight and Accountability is the principal oversight committee of the US House of Representatives and has broad authority to investigate “any matter” at “any time” under House Rule X.
• The Committee on Ways and Means has been investigating several universities since November 15, 2023, when the Committee held a hearing entitled From Ivory Towers to Dark Corners: Investigating the Nexus Between Antisemitism, Tax-Exempt Universities, and Terror Financing. The Committee followed the hearing with letters to those institutions on January 10, 202
The Roman Empire A Historical Colossus.pdfkaushalkr1407
The Roman Empire, a vast and enduring power, stands as one of history's most remarkable civilizations, leaving an indelible imprint on the world. It emerged from the Roman Republic, transitioning into an imperial powerhouse under the leadership of Augustus Caesar in 27 BCE. This transformation marked the beginning of an era defined by unprecedented territorial expansion, architectural marvels, and profound cultural influence.
The empire's roots lie in the city of Rome, founded, according to legend, by Romulus in 753 BCE. Over centuries, Rome evolved from a small settlement to a formidable republic, characterized by a complex political system with elected officials and checks on power. However, internal strife, class conflicts, and military ambitions paved the way for the end of the Republic. Julius Caesar’s dictatorship and subsequent assassination in 44 BCE created a power vacuum, leading to a civil war. Octavian, later Augustus, emerged victorious, heralding the Roman Empire’s birth.
Under Augustus, the empire experienced the Pax Romana, a 200-year period of relative peace and stability. Augustus reformed the military, established efficient administrative systems, and initiated grand construction projects. The empire's borders expanded, encompassing territories from Britain to Egypt and from Spain to the Euphrates. Roman legions, renowned for their discipline and engineering prowess, secured and maintained these vast territories, building roads, fortifications, and cities that facilitated control and integration.
The Roman Empire’s society was hierarchical, with a rigid class system. At the top were the patricians, wealthy elites who held significant political power. Below them were the plebeians, free citizens with limited political influence, and the vast numbers of slaves who formed the backbone of the economy. The family unit was central, governed by the paterfamilias, the male head who held absolute authority.
Culturally, the Romans were eclectic, absorbing and adapting elements from the civilizations they encountered, particularly the Greeks. Roman art, literature, and philosophy reflected this synthesis, creating a rich cultural tapestry. Latin, the Roman language, became the lingua franca of the Western world, influencing numerous modern languages.
Roman architecture and engineering achievements were monumental. They perfected the arch, vault, and dome, constructing enduring structures like the Colosseum, Pantheon, and aqueducts. These engineering marvels not only showcased Roman ingenuity but also served practical purposes, from public entertainment to water supply.
Model Attribute Check Company Auto PropertyCeline George
In Odoo, the multi-company feature allows you to manage multiple companies within a single Odoo database instance. Each company can have its own configurations while still sharing common resources such as products, customers, and suppliers.
Macroeconomics- Movie Location
This will be used as part of your Personal Professional Portfolio once graded.
Objective:
Prepare a presentation or a paper using research, basic comparative analysis, data organization and application of economic information. You will make an informed assessment of an economic climate outside of the United States to accomplish an entertainment industry objective.
A Strategic Approach: GenAI in EducationPeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
Honest Reviews of Tim Han LMA Course Program.pptxtimhan337
Personal development courses are widely available today, with each one promising life-changing outcomes. Tim Han’s Life Mastery Achievers (LMA) Course has drawn a lot of interest. In addition to offering my frank assessment of Success Insider’s LMA Course, this piece examines the course’s effects via a variety of Tim Han LMA course reviews and Success Insider comments.
3. Introduction
Computer Simulation is the use of a computer to represent
the dynamic response of one system by the behaviour of
another system modeled after it.
A simulation uses of a mathematical description, or model,
of a real system in the form of a computer program.
This model is composed of equations that duplicate the
functional relationships with in the real system.
When the program is run, the resulting mathematical
dynamics form an analog of the behaviour of the real
system, with the results presented in the form of data.
A simulation can also take the form of a computer graphics
image that represents dynamic process in an animated
sequence.
4. Computer simulation is defined as
having the following two key features
1. There is a computer model of a real or theoretical
system that contains information on how the system
behaves.
2. Experimentation can take place ie , changing the
input to the model affect the input.
5. Various methods can be used
The simulation itself can provide feed back and
guidance in the form of hints.
Hum experts (teachers, coaches, guides) peer or
electronic help can provide assistansing the
system.
Simulation activities can be strongly scaffold, eg.
by proving built – in mechanisms for hypothesis
formulation. (eg. as in guided discovery learning
simulation)
Simulation activities can be coached by humans.
6. Common Characteristic of computer
simulation
1. Model Based : Simulation are based on a model. This
means that the calculation and rules operating the
simulation are programmed. These Calculation and rules
are collectively called “The model” and it determines
the behavior of the simulation depending on user
actions.
2. Interactive : Learner work interactive with a
simulation’s model to input information and then
observe how the variable in the simulation change,
based on this output.
7. 3. Interface driven : The value change to the influenced
variables and observed value change in the output are
found in the simulation’s interface.
4. Scaffold : Simulations designed for education should
have supports or scaffolds to assist student in making
the learning experience effective. Step by step direction,
or small assignment which break the task down to help
students, while they work with a simulation, are
examples.
8. Specific example of computer
simulation
• Computer simulation have also been used to formally
model theories of human cognition and performance
Computer simulation for studying the selective
sensitivity of bonds by mechanic chemistry during
grinding of organic molecules.
Computer simulation using molecular modeling for
drug discovery.
Computational fluid dynamics simulations are used
to simulate the behaviour of flowing air, water and
other fluids.
9. Advantages of computer simulation
Computer simulation is that it is easy to perform
because it uses the “what – if” analysis.
Through the use of this method, then an individual is
able to deal with large amount of data easily as
compared to a case where by the simulation was not
being done with a computer.
As a result, this eliminates the necessity of having to
repeat the simulation in order to confirm whether
the results are correct.
Computer simulation makes at possible for an
individual to study the behaviour of a system without
building it.
10. Computer simulation different conditions can be
used and the outcome investigated.
It helps the individual in deciding which conditions to
use in order to achieve the best results possible.
Disadvantages
Computer simulation is the fact that it is very difficult
to construct the particular simulation model.
Computer simulation is expensive to conduct
because the process requires a group of highly
qualified individuals.
Computer simulation can be complicated at time
hence, making it difficult for the user to interpret the
result.
The individual may require the help of an expert in
order to be able to understandable the result.