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
Jan 20, 2020 • 47min
AI-driven automation in manufacturing
In this engaging discussion, Costas Boulis, Chief Scientist at Bright Machines, delves into the world of AI-driven automation in manufacturing. He shares insights on how AI enhances production efficiency and the unique challenges posed by manufacturing data. Costas introduces the concept of microfactories and highlights the importance of advanced robotics and digital twins. He also discusses the potential impacts on workforce dynamics, emphasizing a shift towards more creative roles as automation evolves.
Jan 13, 2020 • 49min
How the U.S. military thinks about AI
Greg Allen, Chief of Strategy and Communications at the U.S. Department of Defense's Joint Artificial Intelligence Center, shares insights into the military's approach to AI. He discusses the transformative potential of AI in national security and outlines key strategies and project areas. The conversation also delves into ethical implications, guiding principles for military operations, and the importance of collaboration with industry. Allen highlights the competitive landscape of AI technology amid global threats.
Jan 6, 2020 • 58min
2019's AI top 5
2019 was a landmark year for AI, featuring major breakthroughs like BERT and GPT-2, which revolutionized natural language processing. The hosts dive into amazing feats, such as a robotic hand solving a Rubik's Cube with finesse. They also tackle the ethical dilemmas posed by advancements like deepfakes and emphasize the need for responsible AI practices. As they look towards 2020, discussions about the integration of diverse perspectives and the societal impacts of AI innovations take center stage, promising an exciting future.
Dec 23, 2019 • 46min
AI for search at Etsy
Andrew Stanton, the product manager of search ranking at Etsy, shares his 15 years of experience in machine learning and search technology. He delves into how AI is transforming search in e-commerce, discussing the challenges of tailoring search for various handmade and vintage items. Andrew introduces neuroevolution, a method aimed at enhancing search algorithms, and emphasizes the benefits of using Rust programming for ML systems. He also shares insights on future trends in AI and its impact on search technology.
Dec 16, 2019 • 50min
Escaping the "dark ages" of AI infrastructure
Evan Sparks, Co-founder and CEO of Determined AI, sheds light on the prevalent issues in AI infrastructure. He highlights why many are still in the 'dark ages' and discusses innovative solutions like fault-tolerant training and AutoML. Evan shares his journey from finance to AI, emphasizing the transition challenges. He also addresses the fragmentation in AI workflows and the need for cohesive systems that improve productivity and reproducibility. With an optimistic view, he explores the positive impacts of AI on the economy and environmental health.
Dec 9, 2019 • 56min
Modern NLP with spaCy
Ines Montani and Matthew Honnibal, core developers of the powerful NLP library spaCy and co-founders of Explosion AI, dive into the fascinating world of natural language processing. They share SpaCy's journey, highlighting its adoption and unique features. The duo discusses the critical role of data annotation and efficient tooling in machine learning, while demystifying complex NLP models using a four-step understanding framework. They also touch on practical workflows, ethical considerations, and the vibrant community surrounding NLP.
Dec 2, 2019 • 59min
Making GANs practical
Jakub Langr and Vladimir Bok, authors of "GANs in Action" and experts on Generative Adversarial Networks, dive into the transformative world of GANs. They unpack the basics and unique training processes that set GANs apart from traditional neural networks. The discussion highlights their revolutionary applications in creating photorealistic imagery and explores innovative types like CycleGAN and StyleGAN. Additionally, they address the ethical implications of GAN technology, including the risks of deepfakes, while discussing practical entry points for newcomers.
5 snips
Nov 25, 2019 • 44min
Build custom ML tools with Streamlit
Adrien Treuille, Co-founder and CEO of Streamlit, discusses the revolutionary app framework designed for machine learning and data science. He highlights how Streamlit simplifies the development of custom ML applications, allowing non-technical users to create interactive UIs effortlessly. Adrien shares insights on its rapid adoption by major companies and contrasts Streamlit with traditional tools, emphasizing its versatility and community-driven innovations. He also touches on the ability to transform complex data scripts into user-friendly interfaces.
Nov 18, 2019 • 57min
Intelligent systems and knowledge graphs
James Fletcher, Principal Scientist at Grakn Labs and an expert in machine intelligence, dives into the fascinating world of knowledge graphs. He clarifies how knowledge graphs differ from traditional databases and provides practical tips on building your own. The conversation also explores the synergy between AI and knowledge graphs, including enhancing tasks like computer vision. James discusses advanced techniques, such as graph neural networks, and showcases their potential in fields like drug discovery, emphasizing the future of intelligent systems.
Nov 11, 2019 • 45min
Robot hands solving Rubik's cubes
A breakthrough in AI allows robotic hands to tackle the Rubik's Cube with impressive skill. The conversation dives into the challenges of training robots for precise tasks and the clever algorithms behind their success. With a mix of humor and technical insights, the hosts critique the hype surrounding AI developments and the public’s perceptions. They also discuss the vital role of simulation in robotics, blending education with engaging anecdotes. Listeners are encouraged to explore further learning resources on AI and machine learning.
