Name: MLOps with Google Vertex AI
Start: 2022-03-23T18:00:00+02:00
End: 2022-03-23T19:00:00+02:00

Are you a data-driven person, and would love to get to know MLOps better? Let me introduce you to an amazing Google MLOps product - Vertex AI! First things first - why MLOps, and why Vertex AI?

MLOps (from Wikipedia) - “set of practises that aims to deploy and maintain ML models in production reliably and efficiently”, similarly to DevOps. So, we could rephrase that to - logistics of using ML models from your Python Notebooks in real life”, and it contains everything, from data engineering to SaaS deployment. Vertex AI - a unified artificial intelligence platform, to build, deploy, scale your ML models faster, with pre-trained or completely custom tools. So what exactly does Vertex AI offer to you, as a data-driven person (read: any data related position, from data engineer, to data scientist)? The list is vast and broad, so here are some key features:
- AutoML, powered by Google’s state-of-the-art transfer learning and hyperparameter search technology
- Deep Learning VM Images - easily instantiate Virtual Machines with the most popular AI frameworks without worrying about software compatibility
- Data Labelling - get highly accurate labels from human labelers for better models
- Deep Learning Containers - quickly and consistently build and deploy your models
- Explainable AI, experimentation workbench, managing and monitoring models, version control on each stage of the pipeline, pipeline manager, API inference, tensorboard, neural architecture search and so much more!

Aldis Erglis

Riga AI, Machine Learning and Bots

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MLOps with Google Vertex AI

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