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Steps to follow in choosing the models (and their summary)
Choose the model from the shape of the problem Start with the simplest credible baseline. Add complexity only when data, error analysis, and product value justify it. Four questions that narrow the field Do you have labelled outcomes?Yes: use supervised models.No: consider clustering or anomaly detection. Are the inputs mostly structured columns?Yes: start with logistic…
GPU Optimization Fundamentals
Few days back, I was talking to my team on GPU optimization and then worked on a quick fundamentals blog, then thought of sharing it via a blog, so here it goes. 1. Why GPUs? A CPU and GPU are designed for somewhat different workloads. A CPU is optimized for getting a relatively small number…
Deep Neural Networks
The emergence of ChatGPT has been one of the most transformative advancements in recent years, reshaping the landscape of artificial intelligence. Its impact has been profound, inspiring a new generation of engineers, including myself. Motivated by this groundbreaking technology, I’ve decided to write a series of blogs to help engineers dive deeper into the world…
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Nihit Purwar 