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WHWaqas Hussain Siddiquiwaqassiddiqi.comAug 28, 2025 · 4 min read

Journey Through the MLOps Maturity Model

When I first joined Cash Converters, the data science setup was pretty raw. There was no proper repository for training data or models. Just a few Python files and few pickled model. That was it. Reproducibility was non-existent. There was no way to ...

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UPUmesh Panditumeshpandit.comJul 16, 2024 · 5 min read

How to Transform Manufacturing with Microsoft's Azure Services

Imagine a manufacturing floor where machines communicate seamlessly, processes run efficiently, and downtime is minimized. This vision is possible with Microsoft's Azure Services. As the manufacturing industry becomes increasingly competitive, levera...

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WHWaqas Hussain Siddiquiwaqassiddiqi.comNov 19, 2023 · 3 min read

Back to the future: MLflow

What is MLflow? MLflow is an open-source platform for managing the machine learning lifecycle. It provides a set of tools and APIs tracking experiments, deploying models, and managing model versions. MLflow is provider agnostic and can be used with A...

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WHWaqas Hussain Siddiquiwaqassiddiqi.comNov 17, 2023 · 3 min read

Reading subset of data from Azure Machine Learning "folder" dataset

Training a model is an interactive and iterative process which requires fair bit of tuning and quite a lot of debugging. Ability to write, run and debug locally makes this process significantly faster. However, data that we use to train our models ha...

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NBNick Braeckmannb.blog.queenpages.comOct 27, 2023 · 5 min read