Scaling GenAI in Production: Best Practices and Pitfalls
As organizations move from experimentation to production-grade GenAI systems, traditional MLOps alone isn’t enough. Below, we share a direct excerpt from Generative AI in Action by Amit Bahree (Manning, 2024), covering key practices for LLMOps, monitoring, and deployment checklists. The following text is excerpted with permission. LLMOps and MLOps Machine learning operations (MLOps) apply DevOps […]
Level Up Your Python Workflow with Specialized Conda Environments
You’ve mastered Python basics and now you’re ready to level up your development workflow with specialized Jupyter Lab environments and industry-specific quick start environments that match how professionals work. This guide covers custom Jupyter setups, specialized environments, and the transition from simple base environment usage to sophisticated multi-environment workflows. Why Move Beyond the Base Environment […]