DATA & AI
Machine Learning
Delivering Innovative ML Solutions
At Source Allies, we specialize in integrating data science, cloud engineering, and test-driven development to create cutting-edge machine learning solutions. Our team of versatile "super-quant" player-coaches combines expertise in data engineering, pipelines, predictive analytics, MLOps, and cloud technologies. We excel in breaking down barriers between disciplines to deliver impactful results that drive business value.
Our Work
Harnessing ML to Drive Efficiency
Our partner brought us in as technical coaches so they could identify a viable project, acquire ML expertise and successfully deploy an...
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MLOps In Practice
To get automated predictions of an important business KPI, we built an MLOps system in AWS to automatically retrain, evaluate, deploy, and...
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Imagery Pipeline Setbacks
ML adoption in the midwest is not as prominent as it is in tech hubs in the US. Our goal was to...
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GenAI in Production: Avoiding the POC Purgatory
Why do so many companies have AI projects that are never making it to production, and what tools we have discovered to...
Fine-Tuning Can Wait: What Enterprise GenAI Really Needs
In this blog post, we challenge the traditional model-centric approach to enterprise AI, arguing that data-centric and system-centric strategies are often more...
Systems engineering using Machine Learning
When you hear about AI/ML your thoughts most likely go to the uses that have been grabbing headlines of late. You may...