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
Nov 29, 2022 • 44min
Copilot lawsuits & Galactica "science"
The podcast tackles the lawsuit against GitHub, Microsoft, and OpenAI over Copilot's code suggestions, questioning if it breaches open source licenses. It also dives into concerns about Meta AI's Galactica model, which has produced alarming science-related outputs. The hosts discuss the ethical complexities of AI tools, emphasizing the need for regulation and understanding of copyright issues. They highlight the necessity of accuracy and trust in AI, underscoring how these technologies must evolve responsibly to prevent misinformation.
Nov 16, 2022 • 48min
Protecting us with the Database of Evil
Matar Haller, VP of Data at ActiveFence, leads efforts to combat online harms like disinformation and extremism using AI and expert insights. He shares the importance of adapting technologies for ongoing challenges, especially in online safety for children and effective content moderation. The conversation highlights how robust safety measures can enhance user trust and discusses the intricate balance of using data-driven models to identify harmful content. Matar also touches on the emotional challenges of dealing with distressing material in their mission-driven work.
Nov 8, 2022 • 44min
Hybrid computing with quantum processors
In this engaging discussion, Yonatan Cohen, the CTO of Quantum Machines, dives into the exciting realm of hybrid computing that combines classical and quantum processors. He elaborates on the unique roles of qubits versus classical bits and the transformative potential of cloud-based quantum services. The conversation also addresses how hybrid models can enhance AI, particularly in optimizing neural networks. Yonatan highlights current advancements in quantum hardware and software, as well as their implications for the future of complex computational challenges.
5 snips
Nov 1, 2022 • 37min
The practicalities of releasing models
Dive into the complexities of AI licensing and ethics, with insights on Creative Commons and Responsible AI Licenses. Explore innovations in voice synthesis technology, revealing how customized voices can change media production. Discover the impact of synthesized voices on marginalized communities and the ethical dilemmas they present. Finally, learn about graph neural networks and their advanced applications, showcasing their advantages in data analysis and real-world scenarios. This blend of tech, ethics, and creativity drives the conversation forward!
Oct 26, 2022 • 33min
AI adoption in large, well-established companies
Mary Fischer-Mullins, Senior Director at Cox Automotive, and Yanis Caritu, Chief Software Officer at Aryballe, dive into the transformative role of AI in established companies. They discuss how AI is shifting from skepticism to implementation, especially in the fragrance and automotive industries. The focus on digital olfaction technology reveals fascinating insights into scent's impact on consumer experiences. They also highlight challenges in data quality and the essential mindset shifts needed for successful tech integration.
Oct 18, 2022 • 49min
Data for All
John K. Thompson, author of 'Data for All', dives into the pressing topics of data ownership and the evolving landscape of privacy rights. He discusses the importance of understanding personal data monetization and the impact of EU regulations like GDPR. Thompson advocates for individuals to take control of their data, pondering a future where personal information holds market value. The conversation touches on the balance between safety and privacy in tech, alongside the rising significance of synthetic data in modern markets.
45 snips
Oct 12, 2022 • 42min
What's up, DocQuery?
Ankur Goyal, Founder and CEO of Impira, dives into the innovative world of DocQuery, an open-source ML model that simplifies the interaction with unstructured data. He discusses the challenges of processing documents like invoices and contracts, showcasing practical applications especially beneficial for non-profits. Ankur elaborates on collaborative efforts with Hugging Face to enhance document comprehension and emphasizes the importance of user feedback in refining document management tools. His insights reveal how advanced querying can revolutionize data handling.
Sep 27, 2022 • 32min
Production data labeling workflows
Mark Christensen, CEO of Xelex and a data labeling expert, discusses the intricacies of integrating data labeling into scalable workflows. He shares insights on managing team dynamics, emphasizing the need for clear instructions and tailored approaches to improve data quality. Mark highlights challenges faced in healthcare AI, particularly around data security and compliance, and advocates for robust training systems for annotators. Finally, he explores future opportunities in multilingual data labeling, shedding light on its potential to enhance customer experiences.
14 snips
Sep 20, 2022 • 45min
Evaluating models without test data
Charles Martin, an AI and data science consultant, created WeightWatcher, a unique tool for analyzing neural networks without needing test data. In this discussion, he dives into the challenges of evaluating machine learning models, especially in fields like retail and finance. He emphasizes the significance of human judgment and innovative methods for model assessment. Martin also highlights the integration of statistical methods from physics in AI, showcasing how they can enhance model training and optimization processes.
26 snips
Sep 13, 2022 • 44min
Stable Diffusion
Dive into the fascinating world of the stable diffusion model, which is reshaping art and industry by generating stunning images from text. The hosts explore its open-source accessibility, making advanced AI tools available to everyone, even without top-tier hardware. Discover the model's intricate design, including transformers and attention mechanisms, and how it's paving the way for innovative storytelling and creative entrepreneurship. The discussion also delves into the implications of democratizing art creation through this cutting-edge technology.
