Practical AI
Practical AI LLC
Making artificial intelligence practical, productive & accessible to everyone. Practical AI is a show in which technology professionals, business people, students, enthusiasts, and expert guests engage in lively discussions about Artificial Intelligence and related topics (Machine Learning, Deep Learning, Neural Networks, GANs, MLOps, AIOps, LLMs & more).
The focus is on productive implementations and real-world scenarios that are accessible to everyone. If you want to keep up with the latest advances in AI, while keeping one foot in the real world, then this is the show for you!
The focus is on productive implementations and real-world scenarios that are accessible to everyone. If you want to keep up with the latest advances in AI, while keeping one foot in the real world, then this is the show for you!
Episodes
Mentioned books
9 snips
Dec 5, 2023 • 47min
Suspicion machines ⚙️
Justin-Casimir Braun and Gabriel Geiger, investigative journalists at Lighthouse Reports, dive into the alarming world of 'suspicion machines' used in European welfare systems. They reveal how algorithms can wrongfully label individuals as fraudsters, spotlighting a scandal from the Netherlands. The duo discusses the transparency issues surrounding these AI systems, the biases that can arise, and the ethical dilemmas in using technology for fraud detection. Their investigation raises critical questions about fairness and accountability in AI-driven decision-making.
Nov 29, 2023 • 47min
The OpenAI debacle (a retrospective)
A deep dive into the dramatic events surrounding OpenAI reveals the complexities behind the CEO's firing and swift return. The discussion highlights the transition from nonprofit to a for-profit model and the tension between corporate influence and ethical AI development. There's a captivating examination of the evolving landscape of AI technologies, including the rise of alternatives to GPT. The implications of recent leadership shifts and regulatory changes add layers to the narrative, making it clear that the future of AI is both exciting and uncertain.
Nov 21, 2023 • 50min
Generating product imagery at Shopify
Russ Maschmeyer, project lead for spatial commerce at Shopify, shares insights into the company's innovative use of AI in e-commerce. He discusses a groundbreaking Hugging Face space for background scene replacement in product imagery. The conversation covers the essential role of captivating product photography and how AI tools like Stable Diffusion can streamline this process. Maschmeyer emphasizes collaboration and creativity in leveraging AI for personalized shopping experiences, making online selling more efficient and engaging.
8 snips
Nov 14, 2023 • 48min
AI trailblazers putting people first
Solana Larsen, the editor of Mozilla’s IRL podcast, champions trustworthy AI that prioritizes people over corporate interests. She discusses the alarming dominance of Big Tech and how specific trailblazers are reclaiming power in the AI space. The conversation delves into the necessity for diverse voices in tech discussions, the importance of openness in data practices, and the ethical dilemmas surrounding AI advancements like autonomous vehicles. Larsen emphasizes collaboration to ensure AI aligns with societal needs and human rights.
Nov 7, 2023 • 45min
Government regulation of AI has arrived
The U.S. has enacted a groundbreaking executive order for AI safety, signaling a major shift in regulation. The discussion zooms in on international collaboration through the Bletchley Declaration, signed by 29 countries, and the implications for global AI standards. Hosts tackle the need for transparency and compliance in AI-generated content, highlighting challenges faced by leaders in implementation. They also explore the business opportunities emerging from regulatory frameworks, emphasizing the balance between innovation and safety.
10 snips
Oct 31, 2023 • 41min
Self-hosting & scaling models
Tuhin Srivastava, Co-founder and CEO of Baseten, dives into the world of self-hosting open access models. He discusses common use cases for deploying these models while addressing the shift towards self-hosting solutions. The conversation explores the evolution of machine learning infrastructure, the challenges of model deployment, and the importance of data privacy. Tuhin also highlights innovative advancements in model hosting frameworks and the growing significance of multi-cloud strategies in AI deployment.
30 snips
Oct 24, 2023 • 41min
Deep learning in Rust with Burn 🔥
Nathaniel Simard, creator of the Rust-based deep learning framework Burn, explores the transformative potential of AI in programming. He discusses Rust's unique features like compile-time checks that enhance performance and safety. The conversation highlights Burn's mission to simplify deep learning across platforms, making it more accessible for newcomers. Simard emphasizes community engagement and the adaptability of Burn for edge devices, representing a new frontier in AI capabilities.
22 snips
Oct 20, 2023 • 48min
AI's impact on developers
In this engaging discussion, James Q Quick, a seasoned developer and educator, and Emily Freeman, a community engagement leader at AWS and author, explore AI's transformative role in software development. They highlight how developers are shifting from fearing job loss to embracing AI as a powerful ally. The conversation also dives into ethical challenges, especially regarding open source and copyright. With a focus on adaptability and community-building, they address the responsibilities that come with integrating AI tools and navigating the evolving tech landscape.
18 snips
Oct 3, 2023 • 49min
Generative models: exploration to deployment
Discover the lifecycle of generative AI models, from experimentation to deployment. Delve into the rise of specialized chips enhancing AI applications and the need for local data processing to protect privacy. Explore various generative models and the essential optimization techniques for practical use. Learn about deployment options, including serverless architectures and container solutions, while navigating tools like Hugging Face's TGI. Gain practical insights to help beginners effectively experiment and collaborate in the evolving world of AI.
15 snips
Sep 20, 2023 • 43min
Automate all the UIs!
Dominik Klotz, Co-founder of askui, discusses the revolutionary world of UI automation. He explores how AI, particularly generative models and computer vision, is transforming user interface interactions. The conversation highlights the challenges of data management in AI applications and the advantages of using natural language for automation, making it user-friendly for all. Klotz shares insights on balancing cutting-edge technologies with security, and emphasizes the importance of customer feedback in enhancing automation tools.
