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Showing posts with the label AI

CLOUD AUTOMATION AND DEVELOPMENT OPERATIONS

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Cloud Automation and DevOps In today’s fast - paced digital world , businesses are under constant pressure to deliver high - quality software and services at an unprecedented speed . To meet this demand , two significant paradigms have emerged : DevOps and Cloud Automation  . Together , they form a powerful combination that drives efficiency , scalability , and agility in IT operations. What is DevOps ? DevOps is a cultural and technical movement that emphasizes collaboration between development (Dev) and operations (Ops) teams to streamline the software development lifecycle (SDLC) . Its core principles include automation, continuous integration, continuous delivery (CI/CD), and monitoring . Key Principles of DevOps : Collaboration and Communication : Breaking down silos between development, operations, and other stakeholders. Automation : Automating repetitive tasks such as testing, deployment, and monitoring. Continuous Feedback : Incorporating real-time feedback loops to impr...

MAKING OF CHATGPT

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  MAKING OF CHATGPT History and Making of ChatGPT Background and Development 1. Evolution of AI and NLP: The development of ChatGPT is a part of the broader evolution of artificial intelligence ( AI ) and natural language processing ( NLP ) . Early AI research in the mid - 20th century focused on symbolic AI and rule-based systems . The shift towards machine learning, especially deep learning , started in the late 2000s, leveraging large datasets and significant computational power . 2. Introduction of Transformers: The transformer model, introduced by Vaswani et al. in 2017, revolutionized NLP. The paper titled "Attention is All You Need" proposed a new architecture that significantly improved the performance of various NLP tasks. Transformers use self-attention mechanisms to weigh the importance of different words in a sentence, allowing for better context understanding. 3. Generative Pre-trained Transformer (GPT): OpenAI developed the Generative Pre-trained Transformer (GP...

CLOUD COMPUTING

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CLOUD COMPUTING Demystifying the Cloud A Deep Dive into Cloud Computing Cloud computing has revolutionized the way we access and utilize computing resources . It has shifted the paradigm from physical servers and software installations to a virtualized , on - demand model . This essay delves deep into the world of cloud computing , exploring its core concepts , deployment models , service models , and the impact it has on individuals and businesses alike . At its core Cloud computing is the delivery of on-demand computing services – including servers , storage , databases , networking , software , analytics , intelligence , and more – over the internet . These services are offered by cloud providers like Amazon Web Services ( AWS ) , Microsoft Azure , and Google Cloud Platform ( GCP ) . Users access these services via a web browser or an API ( Application Programming Interface ) on any device with an internet connection . The " cloud " metaphor refers to the vast and seemin...

AUGMENTED WORKFORCE

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  AUGMENTED WORKFORCE What is Augmented Workforce ? An augmented workforce  is a blend of human employees and technology working on tasks together . By utilizing AI  and cognitive technologies , companies are already learning how they can streamline processes and create more efficient workforces . Machine Learning  is a key element of this , where computer programs access data and learn for themselves . Journey of Augmented Workforce  : Various Data Engineers studied the idea of building a machine that had the intelligence of a human , basically an electronic brain . Of course , the breakthrough for this was the introduction of the first digital computer in the 1940s . Since then , the capabilities of digital computers have evolved massively and the digital revolution has shaped the world’s working processes . Traditional manual jobs are becoming obsolete or changing considerably because new technology capabilities can drive great efficienci...

MACHINE - LEARNING

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MACHINE LEARNING INTRODUCTION : Machine Learning is a sub-area of artificial intelligence, whereby the term refers to the ability of IT systems to independently find solutions to problems by recognizing patterns in databases. In other words : Machine Learning enables IT systems to recognize patterns on the basis of existing algorithms and data sets and to develop adequate solution concepts. Therefore, in Machine Learning, artificial knowledge is generated on the basis of experience. In order to enable the software to independently generate solutions , the prior action of people is necessary. For example, the required algorithms and data must be fed into the systems in advance and the respective analysis rules for the recognition of patterns in the data stock must be defined. WORKING : Machine Learning works in a similar way to human learning. For example, if a child is shown images with specific objects on them, they can learn to identify and differentiate between them. Machine Learn...

ARTIFICIAL - INTELLIGENCE

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  ARTIFICIAL INTELLIGENCE   Introduction : Artificial intelligence is one of the advancements in the computer science , therefore can be said as a branch of computer science. It is the intelligence of machines. Generally, we do understand the intelligence of human beings, but when the same is depicted by machine, then termed to as artificial intelligence. The machine was supposed to perform any action on basis of the command given, but if the human-like thinking and analyzing, problem-solving capacity, voice recognition capacity in installed then the same proves it to be a smart one. Human intelligence is incubated by means of some processed inputs. There are many of the commands processed as input to the machines so that they give the desired results. Types of Artificial Intelligence : There are mainly two types of artificial intelligence. They are : Type 1 : Narrow Artificial Intelligence -  Can perform the single task example voice recognition. General Artificial I...