The document discusses artificial intelligence and machine learning. It defines artificial intelligence as systems that perform tasks normally requiring human intelligence, such as visual perception and decision-making. The document outlines different types of AI based on capacity, including artificial narrow intelligence, artificial general intelligence, and artificial super intelligence. It also discusses machine learning mechanisms like supervised, unsupervised, reinforcement, and deep learning. Finally, the document defines natural language processing as a field allowing machines to understand human language.
The Action Transformer Model represents a groundbreaking technological advancement that enables seamless communication with other software and applications, effectively bridging humanity and the digital realm.
The Action Transformer Model represents a groundbreaking technological advancement that enables seamless communication with other software and applications, effectively bridging humanity and the digital realm. It is based on a large transformer model and operates as a natural human-computer interface, much like Google’s PSC, allowing users to issue high-level commands in natural language and watch as the program performs complex tasks across various software and websites.
The Action Transformer Model represents a groundbreaking technological advancement that enables seamless communication with other software and applications, effectively bridging humanity and the digital realm.
The Action Transformer Model represents a groundbreaking technological advancement that enables seamless communication with other software and applications, effectively bridging humanity and the digital realm.
The Action Transformer Model represents a groundbreaking technological advancement that enables seamless communication with other software and applications, effectively bridging humanity and the digital realm. It is based on a large transformer model and operates as a natural human-computer interface, much like Google’s PSC, allowing users to issue high-level commands in natural language and watch as the program performs complex tasks across various software and websites.
The Action Transformer Model represents a groundbreaking technological advancement that enables seamless communication with other software and applications, effectively bridging humanity and the digital realm.
Action Transformer - The next frontier in AI development.pdfAnastasiaSteele10
The Action Transformer Model represents a groundbreaking technological advancement that enables seamless communication with other software and applications, effectively bridging humanity and the digital realm.
Action Transformer The next frontier in AI development.pdfStephenAmell4
The Action Transformer Model represents a groundbreaking technological advancement that enables seamless communication with other software and applications, effectively bridging humanity and the digital realm.
Artificial intelligence refers to the simulation of human intelligence in machines. The goals of artificial intelligence include learning, reasoning, and perception. AI is being used across different industries including finance and healthcare.
What Is Artificial Intelligence,How It Is Used and Its Future.pdfMaazUmar3
What Is Artificial Intelligence,How It Is Used in now days and what is Its Future that help the humans also contain full history of artificial intelligence.
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.
Action Transformer - The next frontier in AI development.pdfAnastasiaSteele10
The Action Transformer Model represents a groundbreaking technological advancement that enables seamless communication with other software and applications, effectively bridging humanity and the digital realm.
Action Transformer The next frontier in AI development.pdfStephenAmell4
The Action Transformer Model represents a groundbreaking technological advancement that enables seamless communication with other software and applications, effectively bridging humanity and the digital realm.
Artificial intelligence refers to the simulation of human intelligence in machines. The goals of artificial intelligence include learning, reasoning, and perception. AI is being used across different industries including finance and healthcare.
What Is Artificial Intelligence,How It Is Used and Its Future.pdfMaazUmar3
What Is Artificial Intelligence,How It Is Used in now days and what is Its Future that help the humans also contain full history of artificial intelligence.
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.
2024.06.01 Introducing a competency framework for languag learning materials ...Sandy Millin
http://sandymillin.wordpress.com/iateflwebinar2024
Published classroom materials form the basis of syllabuses, drive teacher professional development, and have a potentially huge influence on learners, teachers and education systems. All teachers also create their own materials, whether a few sentences on a blackboard, a highly-structured fully-realised online course, or anything in between. Despite this, the knowledge and skills needed to create effective language learning materials are rarely part of teacher training, and are mostly learnt by trial and error.
Knowledge and skills frameworks, generally called competency frameworks, for ELT teachers, trainers and managers have existed for a few years now. However, until I created one for my MA dissertation, there wasn’t one drawing together what we need to know and do to be able to effectively produce language learning materials.
This webinar will introduce you to my framework, highlighting the key competencies I identified from my research. It will also show how anybody involved in language teaching (any language, not just English!), teacher training, managing schools or developing language learning materials can benefit from using the framework.
Read| The latest issue of The Challenger is here! We are thrilled to announce that our school paper has qualified for the NATIONAL SCHOOLS PRESS CONFERENCE (NSPC) 2024. Thank you for your unwavering support and trust. Dive into the stories that made us stand out!
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.
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.
Embracing GenAI - A Strategic ImperativePeter 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.
Palestine last event orientationfvgnh .pptxRaedMohamed3
An EFL lesson about the current events in Palestine. It is intended to be for intermediate students who wish to increase their listening skills through a short lesson in power point.
Acetabularia Information For Class 9 .docxvaibhavrinwa19
Acetabularia acetabulum is a single-celled green alga that in its vegetative state is morphologically differentiated into a basal rhizoid and an axially elongated stalk, which bears whorls of branching hairs. The single diploid nucleus resides in the rhizoid.
1. BAHIRDAR UNIVERSITY
BAHIRDAR INSTITUTE OF TECHNOLOGY FACULITY OF
ELECTRICAL AND COMPUTER ENGINEERING DEPARTMENT OF
COMPUTER ENGINEERING SECTION B ARTIFICIAL INTELLIGENT
GROUP ASSIGNMENT
Name ID No.
1. Getaye Aysheshim 1010919
2.
3.
4.
5.
Submit to Asaminew
Submit date 12/03/2022
2. 1
What is artificial intelligence?
Artificial intelligence is the theory and development of computer systems able
to perform tasks normally requiring human intelligence, such as visual
perception, speech recognition, decision-making, and translation between
languages. In other word Artificial Intelligence (AI) is the branch of computer
sciences that emphasizes the development of intelligence machines, thinking and
working like humans. For example, speech recognition, problem-solving,
learning and planning.
Artificial intelligence (AI) refers to the simulation of human intelligence in
machines that are programmed to think like humans and mimic their actions.
The term may also be applied to any machine that exhibits traits associated with
a human mind such as learning and problem-solving.
Types of Artificial Intelligence
AI types are categorized according to their capacity and functionality.
Based on capacity or ability:
A. Artificial Narrow Intelligence(ANI)
It has a narrow range of abilities. Artificial Narrow Intelligence is also
referred to as Narrow AI or weak AI. it is the only type of AI that is achieved
to date. Weak AI or Narrow AI is specifically goal-oriented, that is used to
designed to perform singular tasks such as face recognition, driving car,
speech recognition/voice assistants, or browsing the Internet. It is very quick
and accurate at completing the specified task for which it is programmed
to do.
It is referred to as weak AI because though the machines look intelligent but
they function under a narrow set of constraints and limitations. Narrow AI
cannot replicate human intelligence, it just simulates human behavior which
is based on a narrow range of contexts and parameters or factors.
Narrow AI makes use of Natural Language Processing(NLP) to perform tasks,
which means that it understands text and speech in natural language and
it is programmed to communicate with humans in a personalized manner.
The examples of narrow AI include Rankbrain by Google, manufacturing and
drone robots, IBM’s Watson, Siri by Apple, Alexa by Amazon, Cortana by
Microsoft, and other virtual assistants. It also includes disease mapping and
prediction tools, image/facial recognition software, recommendations that
are based on listen, watch, purchase history, etc.
B. Artificial General Intelligence(AGI)
It has capabilities as in humans. Also referred to as Strong AI or Deep AI.
AGI is a concept of a machine that possesses general intelligence that can
mimic human behavior or intelligence and is capable of learning and
applying this knowledge to solve any problem. AGI is capable of thinking,
understanding, and acting in a way that is identical to humans in any given
scenario.
3. 2
AGI is not yet achieved by AI researchers and scientists. To achieve AGI, they
need to program all the cognitive abilities into the machine. Machines are
required to take up experiential learning to the higher levels and apart from
improving efficiency in singular tasks, they also need to be capable of
applying knowledge to a wider area of solving problems.
Strong AI makes use of the theory of mind AI framework. It is the ability
to anticipate the needs, beliefs, emotions, thought processes of other
intelligent entities. It focuses not on simulation or replication, but on truly
understanding humans.
The example of strong AI includes Fujitsu-built K, a supercomputer, which
is one of the most remarkable attempts towards achieving strong AI, but
considering some disappointing factors, it is not easy to say that strong AI
can be achieved in near future.
C. Artificial Super Intelligence(ASI)
It has capability more than that of humans. Apart from understanding human
behavior, AI where machines surpass the capability of human intelligence
and become self-aware is the area that is called Artificial Super Intelligence.
The concept of ASI includes evoking emotions, requirements, beliefs, and
impulses of its own. Besides replicating human intelligence, it is anticipated
that ASI would theoretically be far better than humans in areas like math,
sports, science, medicine, art, hobbies, emotional relationships, or simply
everything. If such super intelligent machines came into existence, it will
impact humanity, our survival, or our lifestyle.
Based on functionality:
A. Reactive Machines
Reactive Machines paved the way for the field of AI. It is the oldest of the
four types and served as the foundation for ‘Conditional Intelligence’.
Reactive Machines deal with a simple set of behaviors that run in response
to the environment. They are unable to draw conclusions about their future
actions based on the data. Simply put, it is a complex network of nested
if-else cases that does not learn from past experiences. It simply responds
to the settings that are provided. Deep Blue, the famous IBM Chess
programme that defeated Garry Kasparov, is an example of Reactive AI.
Alpha Go is example of a reactive machine in Google.
B. Limited Memory
Limited memory machines are purely reactive machines with the ability to
learn from historical data and make decisions.
In layman's terms, people with limited memory have a small memory that
they can use to make observations and judge a situation before responding.
As previously stated, the only capability that distinguishes it from reactive
machines is its ability to learn.
4. 3
Algorithms use prior knowledge to understand a situation and respond
appropriately to it.They are trained, like all modern AI systems, by massive
amounts of data that are stored in their memory to form a reference model
for problem-solving.
To teach image recognition AI to name objects it scans, for example, it is
trained on thousands of pictures with labels. As a result, when scanning an
image, it uses the training images as references to understand the contents
of the image. It labels new images with increasing accuracy over time based
on its learning experience.
C. Theory of Mind
The first two types of AI that we saw are common, but the next two are
either a concept or a work in progress. The Theory of Mind, according to
many researchers, will be the next big breakthrough.
Theory of mind will be able to understand and have a point of view, just
like a human being. Not only that, but it will be able to express emotions
as well.The theory of mind is the next level of AI systems being researched
right now. If it ever exists, it will be the most similar to human behaviour.
By deducing the thought processes, needs, beliefs, and emotions of the
entities with which it interacts, this AI will be able to better understand
them.
To achieve Theory of Mind, other branches of AI must be developed as well.
Artificial emotional intelligence, for example, is a burgeoning industry for
leading AI researchers. This is because AI machines will need to perceive
humans as individuals whose minds can be shaped by a variety of factors
in order to understand human needs.
D. Self-Awareness
Most technocrats are afraid of the state of AI known as self-awareness. But,
for the time being, it is only a speculative possibility. Self-aware AI, which
is self-explanatory, is an AI that evolved to be so similar to the human brain
that it develops self-awareness.
Self-aware AI is capable of having ideas like self-preservation, which could
directly or indirectly spell the end of humanity. In simple terms, a Self-Aware
AI system will have complete access and understanding of its own. This type
of AI will be an exact replica of human intelligence.
This type of AI is centuries away from becoming a reality, but it will always
be the ultimate goal of all AI research. However, if we are successful in
developing this AI system, it will have its own needs and even beliefs. For
example, it may have likes and dislikes, as well as human-like characteristics
such as stubbornness. This is the kind of AI you might have seen in sci- fi
movies.
5. 4
Machine Learning
Machine learning is the use and development of computer systems that are able
to learn and adapt without following explicit instructions, by using algorithms
and statistical models to analyse and draw inferences from patterns in data.
Machine learning is a sub field of artificial intelligence, which is broadly defined
as the capability of a machine to imitate intelligent human behavior. Artificial
intelligence systems are used to perform complex tasks in a way that is similar
to how humans solve problems.
Machine learning is about computers being able to perform tasks without being
explicitly programme, but the computers still think and act like machines. Their
ability to perform some complex tasks still falls far short of what humans are
capable of.
The function of a machine learning system can be descriptive, meaning that the
system uses the data to explain what happened; predictive, meaning the system
uses the data to predict what will happen; or prescriptive, meaning the system
will use the data to make suggestions about what action to take,” the researchers
wrote.
Machine learning mechanisms are classified into the following groups. Such as:
A. Supervised machine learning models are trained with labeled data sets,
which allow the models to learn and grow more accurate over time. For
example, an algorithm would be trained with pictures of dogs and other
things, all labeled by humans, and the machine would learn ways to identify
pictures of dogs on its own. Supervised machine learning is the most
common type used today.
B. In unsupervised machine learning, a program looks for patterns in unlabeled
data. Unsupervised machine learning can find patterns or trends that people
aren’t explicitly looking for. For example, an unsupervised machine learning
program could look through online sales data and identify different types
of clients making purchases.
C. Reinforcement machine learning trains machines through trial and error to
take the best action by establishing a reward system. Reinforcement learning
can train models to play games or train autonomous vehicles to drive by
telling the machine when it made the right decisions, which helps it learn
over time what actions it should take.
D. Deep learning
Deep learning introduce an extremely sophisticated approach to machine
learning and are set to tackle these challenges because they've been
specifically modeled after the human brain.
Deep learning is modeled on the way that human brain works and powers
many machine learning uses, like autonomous vehicles, chat-bots, and
medical diagnostics.
6. 5
Deep learning algorithms make these new goals to reachable and practically
function-able like Convolution Neural Networks, Recurrent Neural Networks.
Natural language processing
Natural language processing is a field of machine learning in which machines
learn to understand natural language as spoken and written by humans, instead
of the data and numbers normally used to program computers. This allows
machines to recognize language, understand it, and respond to it, as well as
create new text and translate between languages. Natural language processing
enables familiar technology like chat-bots and digital assistants like Siri or Alexa.