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How to deploy an end-to-end ML model using Amazon SageMaker

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Amazon SageMaker is a fully managed machine learning service from Amazon Web Services. It enables data scientists and developers to build, train, and deploy machine learning models efficiently through its integrated development environment. The platform includes a hosted Jupyter notebook…

Stable Diffusion Model Customization

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Problem StatementTo enhance the Stable Diffusion model’s capability to generate domain-specific images by fine-tuning it on a custom dataset, improving the model’s understanding of specific contexts and image styles while maintaining generation quality. Approach Observations Optimization Steps and Results Optimization…

Private Fund Data Extraction and Monitoring Pipeline using LLMs

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Problem statement: To develop an advanced financial document analysis system that leverages Large Language Models (LLMs) to automatically extract, process, and structure complex financial information from investment fund PDFs, while ensuring high accuracy and maintaining data integrity across visual and…