
Sign up to save your podcasts
Or


Curtis Northcutt is the cofounder and CEO of Cleanlab, a data curation platform for LLMs. They have raised $30M in funding from Bain Capital Ventures, Menlo, Databricks, and TQ. He was previously the cofounder and CTO of ChipBrain. He has a PhD in Computer Science from MIT.
(00:07) Data Curation in the Context of LLMs
(01:14) Connection between Language Models and Computer Science
(03:14) Importance of Data Curation for LLMs
(04:06) Challenges in Data Curation for LLMs
(06:09) Confident Learning and its Concept
(09:42) CleanLab and its Role
(12:42) Role of Open Source Datasets and Tooling
(15:08) Balancing Data and Privacy in Regulated Industries
(17:25) Feasibility of Federated Learning
(20:35) Decentralized Compute and Aggregating Compute Clusters
(25:19) Determining Model Size for Data Representation
(27:09) Advice for ML Engineers in Handling Data Curation
(30:20) Rapid Fire Round
Curtis's favorite book: The Bible (in the context of marketing)
--------
Where to find Prateek Joshi:
Newsletter: https://prateekjoshi.substack.com
Website: https://prateekj.com
LinkedIn: https://www.linkedin.com/in/prateek-joshi-91047b19
Twitter: https://twitter.com/prateekvjoshi
By Prateek Joshi4.9
88 ratings
Curtis Northcutt is the cofounder and CEO of Cleanlab, a data curation platform for LLMs. They have raised $30M in funding from Bain Capital Ventures, Menlo, Databricks, and TQ. He was previously the cofounder and CTO of ChipBrain. He has a PhD in Computer Science from MIT.
(00:07) Data Curation in the Context of LLMs
(01:14) Connection between Language Models and Computer Science
(03:14) Importance of Data Curation for LLMs
(04:06) Challenges in Data Curation for LLMs
(06:09) Confident Learning and its Concept
(09:42) CleanLab and its Role
(12:42) Role of Open Source Datasets and Tooling
(15:08) Balancing Data and Privacy in Regulated Industries
(17:25) Feasibility of Federated Learning
(20:35) Decentralized Compute and Aggregating Compute Clusters
(25:19) Determining Model Size for Data Representation
(27:09) Advice for ML Engineers in Handling Data Curation
(30:20) Rapid Fire Round
Curtis's favorite book: The Bible (in the context of marketing)
--------
Where to find Prateek Joshi:
Newsletter: https://prateekjoshi.substack.com
Website: https://prateekj.com
LinkedIn: https://www.linkedin.com/in/prateek-joshi-91047b19
Twitter: https://twitter.com/prateekvjoshi

8,299 Listeners

532 Listeners

1,087 Listeners

1,212 Listeners

303 Listeners

112,427 Listeners

235 Listeners

212 Listeners

9,900 Listeners

76 Listeners

5,470 Listeners

16,026 Listeners

130 Listeners

587 Listeners

39 Listeners