01:13 Serg's story: computer science, graphics, web

05:10 Serg's transition from web development to data science: optimizing engagement

21:06 Master's in data science after career experience

21:59 Interpretable machine learning

24:21 Intepretation for consumers

25:08 Interpretation for engineers

28:42 The subjectivity of interpretability

33:34 Agriculture and data

39:49 Climate change and agriculture

41:06 Food insecurity by 2050

44:37 Agriculture excitements

45:15 How people can contribute to food security

• 01:26  - Tristan's story
• 05:53 how life differs between MIT, Meta, and Hugging Face
• 16:04 What's an AI language model?
• 18:58 the importance of data versus AI models or architectures
• 22:25 what makes certain model architectures better
• 23:55 Tristan's AI experience
• 25:50 how AI has changed over the last 10 years
• 30:20 Big AI issues we have not solved. 
• 37:11 The road ahead: Solutions concerns, excitements
• 43:59 advice to the AI consumers

• 1:24 Tristan’s Story
• 5:05 Using AI in music (deep learning)
• 10:31 AI music community
• 12:37 Quality AI-assisted songs
• 13:33: Generating singing with text
• 16:15 Future of AI in music
• 23:25 Augmenting human creativity with AI
• 28:43 The future for artists
• 30:44 AI effect on music consumption by society
• 35:47 How coders can try making music with AI
• 38:48 How non-coders can make music with AI
• 40:35 Resources and articles

• 1:05 Why and how Alireza got into research
• 3:50 Alireza’s research: Complex systems and Reservoir Computing
• 5:53 How reservoir computing ties in with neural networks
• 7:55 Alireza’s postdoc
• 8:53 Transitioning from academic research to industry: why?
• 10:47 Transition from academic research to industry: was it easy?
• 12:23 Current research (GitHub Copilot)
• 13:09 Software writing software – the history
• 14:41 Using neural networks to write software
• 16:53 The future of NLP – challenges and opportunities
• 20:28 Replacing software engineers with AI
• 24:10 NLP and voice assistance
• 26:26 Worries in NLP
• 29:03 Evolving the job market
• 33:47 NLP and everyday life
• 35:30 Bonus

• 1:28 Chris’s story (Software engineer, Android Engineer, Backend Engineer, first AI startup…)
• 5:24 Starting an AI Community in Lebanon
• 7:42 How that AI community became a business (Zaka)
• 9:42 What MENA means, Zaka business growth
• 20:30 Background of attendees background and conversion to jobs
• 23:59 AI in MENA (investments, competition, opportunities, challenges)
• 33:31 Gap between MENA vs UAE and Saudi Arabia
• 36:51 AI to kids in MENA
• 40:20 Internet issues
• 43:30 Resources and articles

• 1:00 Jacque’s story
• 4:30 The place of digital content in eLearning and frames/animations 
• 6:40 How AI has affected digital content
• 9:25 How creatives are reacting to AI
• 11:35 The future of digital art (stable diffusion, voice controlled visual editors, personal advertising…)
• 17:00 Concerns about the rise of AI
• 25:20 The most exciting areas for AI in digital content
• 26:35 How AI digital content is going to change individuals

1:10 Peter’s Journey from Pure Math to Statistics to Neuroscience, Machine Learning, AI, and biotech. 

8:38 The difference between math and biology.

13:53 Statistics and its place in machine learning (compared to neuroscience and computer science)

20:36 Biotech and AI: past, present, and future

28:45 Worries in biotech AI

33:28 Excitements in biotech AI

37:04 The effect of AI on biotech that’s not motivated by diseases

39:55 The future is in combining scientific knowledge and machine intelligence

47:47 Recommendations by Peter

• 1:25 Sergey’s story
• 5:27 NeuroAI and how it differs from neuroscience and AI
• 14:06 The potential benefits of NeuroAI including efficient neural networks and an improved understanding of behaviour
• 20:31 Concerns about neuroAI
• 24:22 Sergey’s work at Cold Spring Harbour lab about motivation in AI
• 29:25 Motivation in AI

Social:  

• Twitter: https://twitter.com/coexistwithai
• LinkedIn: https://www.linkedin.com/company/82373280/
• Facebook: https://www.facebook.com/people/Coexisting-With-AI/100083734423543/