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Common Questions
I specialize in developing custom machine learning solutions including NLP, computer vision, predictive analytics, and deep learning models. My projects range from chatbots and recommendation systems to image recognition and data analysis tools.
I work with modern AI/ML frameworks including TensorFlow, PyTorch, and scikit-learn. For deployment, I use cloud platforms like AWS and GCP, and MLOps tools for model management and monitoring.
I follow a systematic approach: First, understanding business requirements and data availability. Then, data preparation and analysis, followed by model development and validation. Finally, deployment with monitoring systems.
I implement rigorous testing and validation procedures, using cross-validation techniques and monitoring systems. I also focus on data quality, regular model updates, and performance tracking.