Building LLM-Based Applications with Azure OpenAI with Jay Emery - #657

Building LLM-Based Applications with Azure OpenAI with Jay Emery - #657

Today we’re joined by Jay Emery, director of technical sales & architecture at Microsoft Azure. In our conversation with Jay, we discuss the challenges faced by organizations when building LLM-based applications, and we explore some of the techniques they are using to overcome them. We dive into the concerns around security, data privacy, cost management, and performance as well as the ability and effectiveness of prompting to achieve the desired results versus fine-tuning, and when each approach should be applied. We cover methods such as prompt tuning and prompt chaining, prompt variance, fine-tuning, and RAG to enhance LLM output along with ways to speed up inference performance such as choosing the right model, parallelization, and provisioned throughput units (PTUs). In addition to that, Jay also shared several intriguing use cases describing how businesses use tools like Azure Machine Learning prompt flow and Azure ML AI Studio to tailor LLMs to their unique needs and processes. The complete show notes for this episode can be found at twimlai.com/go/657.

Episoder(778)

Invariance, Geometry and Deep Neural Networks with Pavan Turaga - #386

Invariance, Geometry and Deep Neural Networks with Pavan Turaga - #386

We continue our CVPR coverage with today’s guest, Pavan Turaga, Associate Professor at Arizona State University. Pavan gave a keynote presentation at the Differential Geometry in CV and ML Workshop, s...

25 Jun 202046min

Channel Gating for Cheaper and More Accurate Neural Nets with Babak Ehteshami Bejnordi - #385

Channel Gating for Cheaper and More Accurate Neural Nets with Babak Ehteshami Bejnordi - #385

Today we’re joined by Babak Ehteshami Bejnordi, a Research Scientist at Qualcomm. Babak is currently focused on conditional computation, which is the main driver for today’s conversation. We dig into...

22 Jun 202055min

Machine Learning Commerce at Square with Marsal Gavalda - #384

Machine Learning Commerce at Square with Marsal Gavalda - #384

Today we’re joined by Marsal Gavalda, head of machine learning for the Commerce platform at Square, where he manages the development of machine learning for various tools and platforms, including mark...

18 Jun 202051min

Cell Exploration with ML at the Allen Institute w/ Jianxu Chen - #383

Cell Exploration with ML at the Allen Institute w/ Jianxu Chen - #383

Today we’re joined by Jianxu Chen, a scientist at the Allen Institute for Cell Science. At the latest GTC conference, Jianxu presented his work on the Allen Cell Explorer Toolkit, an open-source pro...

15 Jun 202044min

Neural Arithmetic Units & Experiences as an Independent ML Researcher with Andreas Madsen - #382

Neural Arithmetic Units & Experiences as an Independent ML Researcher with Andreas Madsen - #382

Today we’re joined by Andreas Madsen, an independent researcher based in Denmark. While we caught up with Andreas to discuss his ICLR spotlight paper, “Neural Arithmetic Units,” we also spend time exp...

11 Jun 202031min

2020: A Critical Inflection Point for Responsible AI with Rumman Chowdhury - #381

2020: A Critical Inflection Point for Responsible AI with Rumman Chowdhury - #381

Today we’re joined by Rumman Chowdhury, Managing Director and Global Lead of Responsible AI at Accenture. In our conversation with Rumman, we explored questions like:  • Why is now such a critical in...

8 Jun 20201h 1min

Panel: Advancing Your Data Science Career During the Pandemic - #380

Panel: Advancing Your Data Science Career During the Pandemic - #380

Today we’re joined by Ana Maria Echeverri, Caroline Chavier, Hilary Mason, and Jacqueline Nolis, our guests for the recent Advancing Your Data Science Career During the Pandemic panel. In this conver...

4 Jun 20201h 7min

On George Floyd, Empathy, and the Road Ahead

On George Floyd, Empathy, and the Road Ahead

Visit twimlai.com/blacklivesmatter for resources to support organizations pushing for social equity like Black Lives Matter, and groups offering relief for those jailed for exercising their rights to ...

2 Jun 20206min

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