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Showing posts from February, 2025

Serverless Deployment of web application (PART 1)

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 SERVERLESS DEPLOYMENT OF WEB APPLICATION !! What is Serverless? Serverless computing allows developers to build applications without managing infrastructure. While servers exist, they are managed by cloud providers like AWS. This lets developers focus more on writing code rather than handling infrastructure. Need for Serverless Better Scalability: Automatically handles traffic spikes. Auto Provisioning: No need to manually allocate resources. Cost Optimization: Pay only for the resources used, not for idle servers. Traditional vs. Serverless Deployment In a traditional setup using EC2, we manage CPU, RAM, and storage. Even if the application receives low traffic, we must pay for the full server capacity. With serverless, resources are allocated dynamically based on demand, reducing costs. This guide is divided into two parts: Part 1: Setting up a DynamoDB table and AWS Lambda function. Part 2: Creating an API to trigger the Lambda function and hosting a static web application u...

Hugging Face: Empowering AI with Open-Source Innovation

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  Hugging Face: Empowering AI with Open-Source Innovation What is Hugging Face 🤗 ?  AI and Machine Learning Hub: Hugging Face is a platform that provides tools and resources for building and sharing machine learning models, especially for natural language processing (NLP). Model Repository: It hosts a huge collection of pretrained models that anyone can download, fine-tune, and use for tasks like text classification, translation, summarization, and more. Transformers Library: Hugging Face offers a popular library called "Transformers" that simplifies the process of working with state-of-the-art models like BERT, GPT, and T5. Community-Driven: The platform allows researchers, developers, and organizations to share their models, datasets, and projects, promoting collaboration within the AI community. User-Friendly: Hugging Face makes it easy for anyone, from beginners to experts, to access and deploy advanced machine learning models without needing extensive coding knowledg...