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Google Vertex AI
The document provides an overview of Vertex AI, Google Cloud's managed machine learning platform. It discusses topics such as managing datasets, building and training machine learning models using both automated and custom approaches, implementing explainable AI, and deploying models. The document also includes references to the Vertex AI documentation and contact information for further information.
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In this document
Powered by AI
Overview of Vertex AI, a managed ML platform for accelerating AI model deployment and experimentation.
Discussion of datasets management, including types of tasks like classification, detection, and analysis.
Focus on building and training ML models using Auto ML and Custom methods based on use case requirements.
Exploration of explainable AI techniques within the Vertex AI platform.
Overview of deployment strategies and options available in Vertex AI.
Presentation of examples of Vertex AI usage and references for further information, along with acknowledgments.
Google Vertex AI
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- 2. Topics to becovered: • Introduction to Vertex AI • Managing Datasets • Building and training ML • Explainable AI • Deployment Vertex AI
- 3. Introduction to VertexAI Vertex AI Vertex AI is a managed ML platform for practitioners to accelerate experiments and deploy AI models.
- 4. Introduction to VertexAI Vertex AI
- 5. Introduction to VertexAI • INGEST • ANALYZE • TRANSFORM • TRAIN • MODEL • EVALUATE • DEPLOY • PREDICT Vertex AI Managed Datasets Label Annotate Auto ML Custom Explainable AI Scalable H/w CLI,UI,SDK
- 6. Managing Datasets Vertex AI DataModel Datasets Classification Object Detection Segmentation Classification Action Recognition Object Tracking Classification Entity Extraction Sentiment Analysis Classification Regression Forecasting
- 7. Building and trainingML Vertex AI Auto ML Basic Limited Small Quick,Poc Custom Specific Advanced Large Improve + Mixed Use Cases Requirements Team Expertise Time Size Prototype
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- 12. Vertex AI Thank You! GetStarted https://cloud.google.com/vertex-ai Vikas Bisoi Data Science Aspirant ML India community member https://www.linkedin.com/in/vikas-bisoi-79195417a/ Siddhesh Kadam ML India community member TFU Group Mumbai GDC-Cloud Mumbai https://www.linkedin.com/in/siddhesh-kadam-5366bb1a7/