The MLOps Podcast

💬 MLOps for NLP Systems with Charlene Chambliss

May 16, 2022

01:01:07

Creator website

Highlights

AI Chapters

Episode notes

How to Automate the Data Labelling Process?

02:47

The Power of Data Quality in a Bi M L Career

02:13

Is Your Model Good Enough?

01:54

Introduction

2min

The Diversity of NP Models

2min

I Think It's a Draw to Think About Language

2min

Getting Machine Learning Models Into Production

2min

How to Scale Models for Inference

2min

How to Train a Large Language Model for Hebrew?

2min

Data Augmentation in an NLP Framework?

2min

The Role of Data Labelling in Modeling

3min

Data Quality Matters a Lot More Than Quantity

2min

10.

The Power of Data Quality in a Bi M L Career

2min

11.

How to Do Data Labelling?

2min

12.

How to Automate the Data Labelling Process?

3min

13.

Is Your Model Good Enough?

2min

14.

Unitesting for Data and Models

5min

15.

How Long Is an Iteration Cycle for Data Labelling?

3min

16.

Designing High Lighting for Relationships

2min

17.

How to Deploy Machine Learning Models to Production

2min

18.

How Do You Deploy Multiple Models in a Container?

2min

19.

How to Standardize M L Deployments at Large Scale

2min

20.

Then, What Are the Strongest, Most Exciting Trends in Ml?

3min

21.

The M L Tooling Space Is Growing Generally

2min

22.

What's Next?

2min

23.

M L and Data Science Podcasts

2min

24.

Machine Learning - What Are the Trends?

3min

25.

How to Be a Data Scientist?

2min

26.

Do You Have a Computer Science Background?

4min

In this episode, I'm speaking with Charlene Chambliss, Software Engineer at Aquarium. Charlene has vast experience getting NLP models to production. We dive into the intricacies of these models and how they differ from other ML subfields, the challenges in productionizing them, and how to get excited about data quality issues.

Join our Discord community: https://discord.gg/tEYvqxwhah

Relevant Links:

➡️Charlene on LinkedIn – https://www.linkedin.com/in/charlenechambliss/
➡️Charlene on Twitter – https://twitter.com/blissfulchar

Recommendations:

🎬3blue1brown – Awesome YouTube channel about math & science: https://www.youtube.com/c/3blue1brown
🎙NLP Highlights – Allen AI Insititute podcast about NLP research: https://soundcloud.com/nlp-highlights
🎙Software engineering daily: https://softwareengineeringdaily.com/
🎙TWiML – Another great podcast about machine learning and AI: https://twimlai.com/
📰Sebastian Ruder's blog and newsletter about NLP and ML: https://ruder.io/
📰Taming the Tail: Adventures in Improving AI Economics: https://a16z.com/2020/08/12/taming-the-tail-adventures-in-improving-ai-economics/
📰State of AI report (2021): https://www.stateof.ai/
📕Learn to learn – Ultralearning by Scott Young: https://www.scotthyoung.com/

🌐Check Out Our Website! https://dagshub.com

Social Links:

🟦LinkedIn: https://www.linkedin.com/company/dagshub
🐦Twitter: https://twitter.com/TheRealDAGsHub
🐦Dean Pleban: https://twitter.com/DeanPlbn

Remember Everything You Learn from Podcasts

Save insights instantly, chat with episodes, and build lasting knowledge - all powered by AI.