The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)
Sam Charrington
Machine learning and artificial intelligence are dramatically changing the way businesses operate and people live. The TWIML AI Podcast brings the top minds and ideas from the world of ML and AI to a broad and influential community of ML/AI researchers, data scientists, engineers and tech-savvy business and IT leaders. Hosted by Sam Charrington, a sought after industry analyst, speaker, commentator and thought leader. Technologies covered include machine learning, artificial intelligence, deep learning, natural language processing, neural networks, analytics, computer science, data science and more.
Episodes
Mentioned books
18 snips
Oct 31, 2022 • 48min
Live from TWIMLcon! The Great MLOps Debate: End-to-End ML Platforms vs Specialized Tools - #597
In this lively debate, Noah Giff, an MLOps author and instructor; Bindu Reddy, CEO of Abacus AI and former AWS leader; and Dan Jeffries, futurist and CIO of Stability AI, clash over the merits of end-to-end ML platforms versus specialized tools. They delve into the necessity of integrating ML tools, the risks of choosing innovative technologies, and the tension between low-probability outcomes and practical solutions. The discussion highlights the complexity of MLOps dynamics and the challenges of hiring in tech while encouraging audience engagement.
Oct 24, 2022 • 50min
Live from TWIMLcon! You're not Facebook. Architecting MLOps for B2B Use Cases with Jacopo Tagliabue - #596
Jacopo Tagliabue, a former AI director at Coveo and member of South Park Commons, brings a fresh perspective on MLOps tailored for B2B companies. He discusses the practical challenges these smaller firms face compared to larger tech giants, emphasizing data quality, automation, and resource allocation. Jacopo also explores the balance between custom and off-the-shelf ML tools, the importance of end-to-end ML professionals, and how community engagement can enhance hiring. His insights make machine learning operations more accessible for diverse practitioners.
34 snips
Oct 17, 2022 • 43min
Building Foundational ML Platforms with Kubernetes and Kubeflow with Ali Rodell - #595
Ali Rodell, Senior Director of Machine Learning Engineering at Capital One, shares insights from his 25+ years in software development. He discusses the modernization of ML infrastructure in finance, highlighting the transition to cloud-based systems and its unique challenges. Ali emphasizes the importance of a robust DevOps team and open-source tools like Kubernetes and Kubeflow. He also tackles complexities in managing distributed computing and the need for strong software engineering practices to ensure stability and reusability in machine learning platforms.
19 snips
Oct 10, 2022 • 36min
AI-Powered Peer Programming with Vasi Philomin - #594
Vasi Philomin, VP of AI services at AWS and a machine learning expert with a PhD from the University of Maryland, discusses the transformative power of Amazon Code Whisperer, an AI coding companion. He highlights how it differs from tools like GitHub Copilot and the measures taken to mitigate bias during its development. Vasi also shares insights on the future of AI in coding, potential innovations, and even gives a live demo of Code Whisperer, showcasing its features that enhance developer productivity.
Oct 3, 2022 • 4min
The Top 10 Reasons to Register for TWIMLcon: AI Platforms 2022!
Discover the exciting reasons to dive into the world of MLOps and AI platforms at an upcoming conference. Engaging sessions and expert speakers promise to enlighten attendees. Interactive workshops will enhance hands-on learning experiences. The event's virtual accessibility makes it easy for everyone to participate. Plus, the strong community focus ensures a supportive environment for networking and collaboration. Don't miss out on this opportunity to broaden your knowledge!
10 snips
Sep 26, 2022 • 32min
Applied AI/ML Research at PayPal with Vidyut Naware - #593
Joining the conversation is Vidyut Naware, Director of Machine Learning and AI at PayPal, who previously worked on anomaly detection in autonomous vehicles. He shares fascinating insights on integrating AI innovations for fraud prevention and credit management. The dialogue touches on federated learning and quantum computing's role in enhancing financial security. Vidyut also discusses the significance of MLOps in streamlining AI deployment, while advocating for responsible AI practices and tailored solutions in financial services.
Sep 19, 2022 • 36min
Assessing Data Quality at Shopify with Wendy Foster - #592
Wendy Foster, Director of Engineering & Data Science at Shopify, shares her insights on the shift from model-centric to data-centric AI. She discusses the critical role of data quality and freshness in enhancing merchant experiences. Wendy details challenges in product taxonomy and integrating images for identification, emphasizing collaboration. The conversation also touches on innovative inventory solutions and how Shopify's AI leverages user-provided labels for better customization. Get ready for a deep dive into the world of data-driven decision-making!
45 snips
Sep 12, 2022 • 47min
Transformers for Tabular Data at Capital One with Bayan Bruss - #591
Bayan Bruss, Senior Director of Applied ML Research at Capital One, explores the intricacies of applying deep learning to tabular data in the financial sector. He addresses the challenges faced, such as messy data and fraud detection, emphasizing the underappreciated significance of this domain. The discussion highlights the need for modern techniques like transformers and transfer learning, aiming to boost model performance and interpretability. Additionally, they delve into the potential of multimodal deep learning for enhancing predictive models.
Sep 5, 2022 • 37min
Understanding Collective Insect Communication with ML, w/ Orit Peleg - #590
In this discussion, Orit Peleg, an assistant professor at the University of Colorado, Boulder, dives into her fascinating research on insect communication. She shares how swarming behaviors in honeybees mirror principles in distributed computing and emergent systems. Orit also highlights the unique flash patterns of fireflies, showcasing innovative algorithms used to study their synchronization. Delving into conservation, she addresses the impact of light pollution on fireflies and explores how machine learning enhances our understanding of these complex insect societies.
17 snips
Aug 29, 2022 • 53min
Multimodal, Multi-Lingual NLP at Hugging Face with John Bohannon and Douwe Kiela - #589
In this engaging discussion, John Bohannon, Director of Science at Primer AI, chats with Douwe Kiela, the Head of Research at Hugging Face. They dive into the recent evolution of NLP, emphasizing the significance of multimodal understanding and the BLOOM model. Douwe shares insights on how his philosophical background influences AI projects and the ongoing shift from traditional language models to innovative, comprehensive approaches. Their conversation reflects on the collaborative culture at Hugging Face and speculates on the exciting future of AI technology.
