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The AI Revolution in Biology: From Vaccines to Protein Engineering with Amelie Schreiber
Manage episode 420139123 series 3452589
In this groundbreaking episode of the Cognitive Revolution, we explore the intersection of AI and biology with expert Amelie Schreiber. Learn about the advances in drug design, protein network engineering, and the unfolding AI revolution in scientific discovery. Discover the implications for human health, longevity, and the future of biological research. Join us as we delve into an exciting conversation that may redefine our understanding of biology and medicine.
Further links :
Follow Amelie here : https://x.com/amelie_iska, https://huggingface.co/AmelieSchreiber
Read Amelie's blog here : https://huggingface.co/blog/AmelieSchreiber/protein-optimization-and-design
SPONSORS:
Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive
The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR
Head to Squad to access global engineering without the headache and at a fraction of the cost: head to https://choosesquad.com/ and mention “Turpentine” to skip the waitlist.
Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/
CHAPTERS:
(00:00:00) Introduction
(00:04:53) Introduction to Amelie Schreiber and the Podcast
(00:08:59) Understanding Protein Interactions
(00:11:45) Traditional Methods vs. AI Approaches
(00:13:51) Molecular Dynamics and AI Models
(00:18:02) AlphaFold and Protein Structure Prediction
(00:18:43) Sponsors: Oracle | Brave
(00:20:51) Protein Dynamics and New AI Models
(00:32:36) Sponsors: Squad | Omneky
(00:34:22) Challenges in Protein Interaction Models
(00:44:44) Generalization and Data Splitting in AI Models
(00:48:43) Advanced AI Models for Protein Complexes
(00:52:25) Practical Applications of AI in Biochemistry
(01:01:53) Designing Protein Sequences with Ligand and PNN
(01:05:19) Binder Design and Fold Conditioning
(01:08:48) Challenges and Bottlenecks in Drug Discovery
(01:16:09) Adoption and Accessibility of New Technologies
(01:21:04) Future Prospects and Ethical Considerations
(01:37:08) The Role of AI Agents in Biological Research
(01:40:18) Balancing Innovation and Safety in Biotechnology
165 قسمت
The AI Revolution in Biology: From Vaccines to Protein Engineering with Amelie Schreiber
"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis
Manage episode 420139123 series 3452589
In this groundbreaking episode of the Cognitive Revolution, we explore the intersection of AI and biology with expert Amelie Schreiber. Learn about the advances in drug design, protein network engineering, and the unfolding AI revolution in scientific discovery. Discover the implications for human health, longevity, and the future of biological research. Join us as we delve into an exciting conversation that may redefine our understanding of biology and medicine.
Further links :
Follow Amelie here : https://x.com/amelie_iska, https://huggingface.co/AmelieSchreiber
Read Amelie's blog here : https://huggingface.co/blog/AmelieSchreiber/protein-optimization-and-design
SPONSORS:
Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive
The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR
Head to Squad to access global engineering without the headache and at a fraction of the cost: head to https://choosesquad.com/ and mention “Turpentine” to skip the waitlist.
Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/
CHAPTERS:
(00:00:00) Introduction
(00:04:53) Introduction to Amelie Schreiber and the Podcast
(00:08:59) Understanding Protein Interactions
(00:11:45) Traditional Methods vs. AI Approaches
(00:13:51) Molecular Dynamics and AI Models
(00:18:02) AlphaFold and Protein Structure Prediction
(00:18:43) Sponsors: Oracle | Brave
(00:20:51) Protein Dynamics and New AI Models
(00:32:36) Sponsors: Squad | Omneky
(00:34:22) Challenges in Protein Interaction Models
(00:44:44) Generalization and Data Splitting in AI Models
(00:48:43) Advanced AI Models for Protein Complexes
(00:52:25) Practical Applications of AI in Biochemistry
(01:01:53) Designing Protein Sequences with Ligand and PNN
(01:05:19) Binder Design and Fold Conditioning
(01:08:48) Challenges and Bottlenecks in Drug Discovery
(01:16:09) Adoption and Accessibility of New Technologies
(01:21:04) Future Prospects and Ethical Considerations
(01:37:08) The Role of AI Agents in Biological Research
(01:40:18) Balancing Innovation and Safety in Biotechnology
165 قسمت
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