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Prateek talks about AI infrastructure ideas and categories
Manage episode 376334367 series 3370867
Content provided by Prateek Joshi. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Prateek Joshi or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.
In this episode, the host Prateek Joshi talks about AI infrastructure ideas and categories including:
Model infrastructure:
- Compute hardware
- ML frameworks
- Foundation model providers
- Distributed model training
- Model deployment
- Building and serving verticalized models
- Streaming ML models
- Monitoring and logging
- Experimentation framework
- On-device applications
- Orchestration platform
- Latency
- User feedback loop
Data infrastructure:
- Storage hardware
- Data acquisition
- Databases
- Data labeling
- Cataloging product usage data
- Privacy and security
- Backup and redundancy systems
--------
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
152 episodes
Share
Manage episode 376334367 series 3370867
Content provided by Prateek Joshi. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Prateek Joshi or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.
In this episode, the host Prateek Joshi talks about AI infrastructure ideas and categories including:
Model infrastructure:
- Compute hardware
- ML frameworks
- Foundation model providers
- Distributed model training
- Model deployment
- Building and serving verticalized models
- Streaming ML models
- Monitoring and logging
- Experimentation framework
- On-device applications
- Orchestration platform
- Latency
- User feedback loop
Data infrastructure:
- Storage hardware
- Data acquisition
- Databases
- Data labeling
- Cataloging product usage data
- Privacy and security
- Backup and redundancy systems
--------
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
152 episodes
All episodes
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Similar to Infinite ML with Prateek Joshi
Show notes are at https://stevelitchfield.com/sshow/chat.html
…
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…
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continue reading
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…
continue reading
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…
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