Introduction: Feature engineering remains the most impactful activity in machine learning, often determining model success more than algorithm selection. This comprehensive guide explores production feature engineering patterns, from feature stores and versioning to automated feature generation and real-time feature serving. After building feature platforms across multiple organizations, I’ve learned that success depends on treating features […]
Read more →Category: Machine Learning(ML)
MLOps Excellence with MLflow: From Experiment Tracking to Production Model Deployment
MLflow has emerged as the leading open-source platform for managing the complete machine learning lifecycle, from experimentation through deployment. This comprehensive guide explores production MLOps patterns using MLflow, covering experiment tracking, model registry, automated deployment pipelines, and monitoring strategies. After implementing MLflow across multiple enterprise ML platforms, I’ve found that success depends on establishing consistent […]
Read more →The Future of Work: How AI and Automation Are Reshaping Careers
After two decades of architecting enterprise systems and leading digital transformation initiatives across financial services, healthcare, and technology sectors, I’ve witnessed firsthand how AI and automation are fundamentally reshaping the nature of work. This isn’t merely about replacing tasks—it’s about reimagining entire value chains, creating new categories of roles, and demanding a fundamental shift in […]
Read more →Azure Cognitive Services–Experience Image Recognition using Custom Vision (Build an Harrison Ford Classifier)
Custom Vision Service as part of Azure Cognitive Services landscape of pretrained API services, provides you an ability to customize the state-of-the-art Computer Vision models for your specific use case. Using custom vision service you can upload set of images of your choice and categorize them accordingly using tags/categories and automatically train the image recognition […]
Read more →Microsoft Professional Program for Data Science
Microsoft has come up with a new program to bring in more skilled people to the field of Data Science by providing them the right training on right set of tools. Microsoft has put together a curriculum to teach key functional and technical skills, combining highly rated online courses with hands-on labs, concluding in a […]
Read more →Introduction to Data Science
We all have been hearing the term Data Science and Data Scientist occupation become more popular these days. I thought of sharing some light into this specific area of science, that may seem interesting for rightly skilled readers of my blog. Data Science is one of the hottest topics on the Computer and Internet nowadays. […]
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