PANKAJ PRAMANIKData & AI Engineer, home
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07 / Journal

Thoughts from buildingreal AI systems.

Notes on LLM and RAG systems, MLOps, data engineering and the craft of shipping software that has to keep working.

39
Articles published
21
Topics covered

02 / All articles

Everything I’vewritten down.

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3 articles of 38

Time Series Forecasting for Business: From Baseline to Production
Data Science10 min read

Time Series Forecasting for Business: From Baseline to Production

Turn forecasting into a repeatable decision process. Start with baselines, validate through time, prevent leakage and monitor the forecast horizon the business actually uses.

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From Notebook to Production: A Machine Learning Deployment Checklist
DevOps9 min read

From Notebook to Production: A Machine Learning Deployment Checklist

Move an ML model into production with reproducible artifacts, input contracts, controlled rollout and tested rollback. Use practical checks for both batch and online serving.

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Introduction to Custom Machine Learning Models
Artificial Intelligence7 min read

Introduction to Custom Machine Learning Models

Machine learning is a rapidly evolving field that offers endless possibilities for various industries. With new research and advancements being released regularly, it's now possible to leverage state-of-the-art machine learning models for your own data and applications. This article will guide you through the process of customizing machine learning models to suit your specific needs,…

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