https://ashimsharma10.github.io/blog Software engineer sharing projects, notes, and guides on ML infrastructure. en-us sharmaashim00@gmail.com (Ashim Sharma) sharmaashim00@gmail.com (Ashim Sharma) Tue, 09 Jun 2026 00:00:00 GMT https://ashimsharma10.github.io/blog/from-raw-data-to-ml-ready-a-pandas-walkthrough https://ashimsharma10.github.io/blog/from-raw-data-to-ml-ready-a-pandas-walkthrough Full ML data prep lifecycle in Pandas: load, clean, impute, engineer features, encode, scale, and ship to model. Tue, 09 Jun 2026 00:00:00 GMT sharmaashim00@gmail.com (Ashim Sharma) pandasdata-sciencefeature-engineeringpythonguide https://ashimsharma10.github.io/blog/ml-engineer-comprehensive-technical-prep-guide https://ashimsharma10.github.io/blog/ml-engineer-comprehensive-technical-prep-guide ML engineer prep: Python infra, NumPy, PyTorch, distributed training, scientific formats, MLflow, and common coding patterns. Sun, 07 Jun 2026 00:00:00 GMT sharmaashim00@gmail.com (Ashim Sharma) pythonpytorchnumpydistributed-trainingmlopsguide https://ashimsharma10.github.io/blog/mlops-tooling-from-experiment-tracking-to-production https://ashimsharma10.github.io/blog/mlops-tooling-from-experiment-tracking-to-production A conceptual guide to MLOps tooling — MLflow, artifact versioning, reproducible pipelines, framework integrations, alternatives, and deploying and improving models in production. Fri, 03 Jul 2026 00:00:00 GMT sharmaashim00@gmail.com (Ashim Sharma) mlopspythondeep-learningpytorchinfrastructureguide