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Showing posts with the label Artificial Intelligence

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...

DATA MODERNIZATION SERVICES

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 DATA MODERNIZATION SERVICES What is a data modernization ? Data Modernization is a strategic approach and often describes the data transfer from legacy databases to modern databases . Data platform modernization is critical to turning large volumes of data, much of which may be useless when siloed , into actionable insights that drive results . As the demand for data modernization services has grown , the data modernization market size has swelled to unprecedented levels . More and more companies are realizing the value of modernizing data and , as such , are seeking solutions to help them understand and make good use of their data . You can have all the data in the world at your disposal , but if you don’t know how to use it , it won’t do your business any good . Understanding data modernization trends is a great way to learn more about data and what the modernization process looks like . One of the trends to watch for in 2022 and beyond is uniform implementation , whic...

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...

REINFORCEMENT LEARNING

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     REINFORCEMENT  LEARNING What is reinforcement learning ? Reinforcement learning is a machine learning training method based on rewarding desired behaviors and / or punishing undesired ones . In general , a reinforcement learning agent is able to perceive and interpret its environment , take actions and learn through trial and error . How does reinforcement learning work ? In reinforcement learning , developers devise a method of rewarding desired behaviors and punishing negative behaviors . This method assigns positive values to the desired actions to encourage the agent and negative values to undesired behaviors . This programs the agent to seek long-term and maximum overall reward to achieve an optimal solution . These long - term goals help prevent the agent from stalling on lesser goals . With time , the agent learns to avoid the negative and seek the positive . This learning method has been adopted in artificial intelligence ( AI ) as a way...

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...