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Level Up Your Data Science Workflow: Standardizing Projects with Cookiecutter and Git
5 minute read
Published:
I’m in the job hunting mode at the moment and one thing has become crystal clear: presenting a portfolio of projects in a clean, professional, and industry-standard format is crucial. My own journey of wrangling personal projects – juggling data, code, notebooks, models, and results – highlighted the need for better organization and reproducibility. How do you transform scattered scripts and notebooks into something easily understandable and verifiable by potential employers or collaborators? The answer lies in standardized project structures and robust version control.
Automating Insight: Bash Scripting, Command-Line Power Tools, and Data Querying
7 minute read
Published:
Behind every robust data pipeline or analytics project lies a powerful foundation of automation and efficient data handling. While high-level tools like SQL engines and data visualization platforms get much of the spotlight, it’s often the low-level tools—like Bash scripts, rsync, find, and others—that keep the data world running smoothly.
My Dive into the Sepsis Challenge: Can Data Help Us Fight Back?
8 minute read
Published:
Sepsis. The word itself carries a weight of urgency. Learning that this condition, recognized as a global health priority by the World Health Assembly, is essentially our body’s own defense system going haywire in response to an infection – leading to potential widespread damage and even death [1] – really struck a chord with me. Millions affected globally each year, and the stark reality that every hour of delayed treatment increases mortality risk [2]… it’s a problem screaming for solutions.
Neural Network Force Fields for Molecular Dynamics Simulations: A Comprehensive Review
30 minute read
Published:
In recent years, there has been a surge in research in classical Molecular Dynamics and force-field parameterization using advanced machine learning like Neural Networks. Since this has been the topic of my PhD work, I wanted to explore the field and try to summirize recent advancing in this field. For this I wanted to test Gemini Research feature. Thus, this post is written by Gemini, and the results are very interesting.