Akshata Mohanty
Head of Engineering, Tilla Technologies GmbH
Berlin, Germany
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Akshata is a Google Developer Expert in AI/ML and Head of Engineering at Tilla Technologies, Berlin. She founded Keis, a consultancy in Singapore, focussed on helping enterprises build generative AI products on Google Cloud. An IIT Kharagpur alumna, she speaks globally on GenAI application architecture, MLOps, and scalable cloud systems.
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Architecting AI Agents: Supercharge your workflows with Vertex AI
Curious if AI could really replace you? In this talk, we dive into the fast-evolving world of AI agents and their powerful capabilities. Starting with a comprehensive introduction, we'll explore the core concepts involved in designing the system powering an AI agent. We then discover the different architectures leveraging Vertex AI, and evaluate the challenges and solutions for each. Finally, we'll wrap up with some real-world examples and a live demo, showcasing the power and versatility of AI agents in action.
Good (n)gram Hunting: Building Serverless Search at Zero* Cost
This talk walks through the process of transforming an unstructured database of over 30 million entities into a text-searchable resource. Instead of using an existing solution, we built our search in-house using ngrams, serverless computing and object storage. We will deep-dive concepts of indexing, (n)grams and tf-idf. And explore the insights from the successes, challenges and limitations of this project.
Good (n)gram hunting: How we built search in-house at (almost) zero cost
This talk walks through the process of transforming an unstructured database of over 30 million entities into a text-searchable resource. Instead of using an existing solution, we opted to build our search in-house using ngrams, serverless computing and object storage. We will deep-dive concepts of indexing, (n)grams and tf-idf. And explore the insights from the successes, challenges and limitations of this technical project.
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