True ML Talks #11 | Generative AI and GPT-4 explorations: Michael, CTO Greenhouse
True ML Talks #11 | Generative AI and GPT-4 explorations: Michael, CTO Greenhouse
Michael Boufford, CTO of Greenhouse joins us in our latest episode of #TrueMLTalks. With over a decade of experience, Michael has played a key role in building Greenhouse from its inception to the thriving organization it is today. Learn how he overcame the challenges of implementing machine learning in a startup environment, as well as his thoughts on LLMs, GenAI, and the unprecedented opportunities they provide.
Join us as Michael shares his enthusiasm for innovation and the most recent advances in machine learning.
In our conversation with Michael, we covered the following aspects:
✅ Data science & ML Team at Greenhouse
✅ State of LLMs at Greenhouse
✅ LLM explorations at Greenhouse
✅ Different models and hosting approaches at Greenhouse
✅ Infrastructural needs for handling LLMs
✅ Data security concerns within the LLM landscape
✅ Mike’s take on the leaked memo from Google
✅ Role of prompt engineering and its future
✅ Challenges of LLMOps and Tools essential for it
✅ How Greenhouse assesses the performance of their LLMs
✅ Take on modeling collaborative behaviour using neural networks
✅ Sources to stay up-to-date with LLMs
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00:00 Start.
02:08 Data science and ML teams at Greenhouse
05:04 Model building and model deployment at Greenhouse
06:33 Adoption of LLMs and the innovation lab team
08:52 Michael’s take on GenAI strategy and utilizing LLMs
11:52 Smaller, self-hosted models Vs larger, generalizable models
13:43 Talent needs for hosting and managing models effectively
16:13 Data security within the LLM landscape
21:16 Leaked memo from Google
26:12 In-house hosting of LLMs Vs relying on commercial APIs
29:33 Prompt engineering and its future
33:52 Tooling for LLMOps
37:48 Tooling challenges associated with LLMs
41:46 Evaluation process for LLM
49:26 Modeling collaborative behaviour using neural networks
52:43 Sources to stay up-to-date with LLMs
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ABOUT OUR GUEST
Michael Boufford, the CTO of Greenhouse, is a software engineer who played a pivotal role in spearheading the company's growth from its early stages. With a strong focus on machine learning systems, he has a keen understanding of the evolving landscape, particularly in the realm of large language models (LLMs) and generative AI, showcasing his expertise and passion for transformative advancements in the field. While he is not a formal ML expert, his background in product engineering and software development brings a unique perspective to the conversation.
⚡Reach out to Michael at the below link - / boufford
ABOUT OUR CHANNEL
TrueMLTalks is a video series in which we interview machine learning industry professionals from companies such as Gong, Intuit, SalesForce, Facebook, DoorDash, and others. We provide an insightful understanding of their experiences managing complex ML pipelines and developing successful best practices, making it a valuable resource for professionals looking to stay current on the latest advances in the field.
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#machinelearning #mlops #GPT #LLM #gpt4
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