machine learning

AI Training and Evaluation Specialist for Long-Term Model Assessment

Introduction Artificial Intelligence systems are becoming increasingly capable of performing complex programming, data analysis, statistical reasoning, and machine-learning tasks. As these systems improve, evaluating their actual capabilities becomes more difficult. Simple data labeling is no longer enough to determine whether an advanced AI model can genuinely solve a problem. Modern evaluation requires carefully designed challenges […]

Production-Ready Large Language Model Inference on Kubernetes: A Practical Approach to Distributed GPU Serving

Introduction Running a large language model in a development environment is very different from operating the same model in production. A local deployment may work perfectly when serving a few requests, but production workloads introduce a completely different set of challenges. Multiple users may send requests simultaneously, models may require several GPUs, response-time requirements may […]

Case Study: Developer for GPT-Powered Automated Response System for Facebook Marketplace

Overview 😊 We were tasked with developing a GPT-powered automated messaging system for Facebook Marketplace, integrating real-time inventory data to respond to customer queries swiftly and accurately. The goal was to streamline customer interactions, ensure consistency in responses, and ultimately boost sales through efficient automation. This case study highlights the journey of the development process, […]

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