Shows
Talk AI To MeConfusion MatrixDiscover the table providing a detailed breakdown of classification performance, showing where models get things right and wrong.
2026-02-1901 minTalk AI To MeROC CurveExplore the graph showing binary classifier performance across different decision thresholds, plotting true positive rate against false positive rate.
2026-02-1801 minTalk AI To MeF1 ScoreUnderstand the harmonic mean of precision and recall, providing a single balanced metric especially useful for imbalanced datasets.
2026-02-1701 minTalk AI To MeRecallLearn about the fraction of actual positive cases correctly identified by a model, essential when missing positives has serious consequences.
2026-02-1601 minTalk AI To MePrecisionDiscover the fraction of positive predictions that are actually correct, crucial when the cost of false positives is high.
2026-02-1501 min2026-02-1101 minTalk AI To MeFeature StoreDiscover the centralized repository for storing, managing, and serving machine learning features across an organization.
2026-02-0900 minTalk AI To MeData PipelineUnderstand the series of processes that move and transform data from sources to destinations for analysis or ML.
2026-02-0800 minTalk AI To MeModel MonitoringLearn how to continuously track deployed models' performance to ensure they continue operating effectively over time.
2026-02-0500 minTalk AI To MeModel DeploymentExplore the process of integrating trained models into production environments to serve real-world applications.
2026-02-0400 minTalk AI To MeMLOpsDiscover how DevOps principles apply to machine learning workflows, from development to deployment and maintenance.
2026-02-0300 minTalk AI To MeAdversarial ExamplesLearn about inputs intentionally designed to cause ML models to make mistakes through imperceptible modifications.
2026-02-0200 minTalk AI To MeRobustnessUnderstand how AI systems maintain performance and safety under various conditions, including unexpected inputs.
2026-02-0100 minTalk AI To MeWhat Is AI Safety?Explore research and practices ensuring AI systems operate safely and reliably, especially as they become more capable.
2026-01-3000 min
Talk AI To MeWhat Is Explainable AI (XAI)Discover methods that make AI decisions interpretable and understandable to humans, enabling trust and accountability.
2026-01-2800 minTalk AI To MeWhat Is Fairness In Machine Learning?Learn about the principle that models should make impartial and equitable decisions across different demographic groups.
2026-01-2700 minTalk AI To MeWhat Is Bias in AI?Understand how machine learning models can systematically favor certain outcomes, leading to unfair treatment of groups.
2026-01-2600 minTalk AI To MeWhat Is AI Ethics?Explore the principles and guidelines ensuring AI systems are developed and used responsibly, fairly, and transparently.
2026-01-2500 minTalk AI To MeWhat Is Q-Learning?Discover the model-free algorithm that learns the quality of actions, guiding agents on what to do in different circumstances.
2026-01-2200 minTalk AI To MeWhat Is The Reward Function In Reinforcement Learning?Understand how reinforcement learning objectives are defined through immediate rewards for actions in specific states.
2026-01-2100 minTalk AI To MeWhat Is A Policy?Explore how agents define their behavior by mapping states to actions, representing their strategy for achieving goals.
2026-01-2000 minTalk AI To MeWhat Is An Environment?Learn about the external system with which reinforcement learning agents interact, defining rules, dynamics, and constraints.
2026-01-1900 minTalk AI To MeWhat Is An AI Agent?Understand the entity that autonomously plans and executes a series of actions in pursuit of a goal, with the ability to adapt to changes in its environment.
2026-01-1800 min
Talk AI To MeWhat Is Reinforcement Learning (RL)?Discover how AI agents learn to make decisions through trial and error to maximize cumulative rewards.
2026-01-1500 min
Talk AI To MeWhat Is Optical Character Recognition (OCR)?Explore the technology that converts images of text into machine-readable format, from scanned documents to photos.
2026-01-1400 min
Talk AI To MeWhat Is Image Segmentation?Learn how AI partitions images into meaningful regions by assigning each pixel to a specific category or object.
2026-01-1300 minTalk AI To MeWhat Is Image Classification?Discover how AI assigns predefined labels or categories to entire images based on their visual content.
2026-01-1201 min
Talk AI To MeWhat Is Object Detection?Understand how AI identifies and locates specific objects within images or videos, both classifying what they are and where they are.
2026-01-1101 min
Talk AI To MeWhat Is Computer Vision?Explore the AI field that enables machines to interpret and understand visual data from images and videos.
2026-01-0801 min
Talk AI To MeWhat Is AI Temperature?Learn about the parameter that controls randomness and creativity in AI outputs, from deterministic responses to creative generation.
2026-01-0701 min
Talk AI To MeWhat Is A Context Window?Discover the maximum number of tokens an AI model can process simultaneously, defining its "memory" capacity during interactions and tasks.
2026-01-0601 min
Talk AI To MeWhat Is Chain-of-Thought Prompting?Learn about the technique that encourages AI to reason step-by-step, improving accuracy on complex logic and math problems.
2025-12-2200 min
Talk AI To MeWhat Is Zero-Shot Learning?Discover how models perform tasks they’ve never seen during training, using only instructions and general knowledge.
2025-12-2100 min
Talk AI To MeWhat Is Few-Shot Learning?Explore how models can learn new tasks with only a few examples, demonstrating remarkable adaptability and transfer learning capabilities.
2025-12-1800 min
Talk AI To MeWhat Is An AI Hallucination?Understand the phenomenon where AI models generate false or nonsensical information that appears plausible and convincing.
2025-12-1700 min
Talk AI To MeWhat Is Retrieval-Augmented Generation (RAG)?Learn how external information retrieval systems enhance language models, reducing hallucinations and improving factual accuracy.
2025-12-1601 min
Talk AI To MeWhat Is Fine-Tuning?Discover how pre-trained models are adapted for specific tasks by training further on smaller, task-specific datasets.
2025-12-1501 min
Talk AI To MeWhat Is Prompt Engineering?Explore the craft of designing and optimizing inputs to guide AI models toward generating desired, accurate outputs.
2025-12-1401 min
Talk AI To MeWhat Are Embeddings?Understand how words and concepts are converted into numerical vectors that capture semantic meaning and relationships in vector space.
2025-12-1100 min
Talk AI To MeWhat Are Tokens?Learn about the basic units into which text is divided for processing, the foundation of how language models understand text.
2025-12-1001 min
Talk AI To MeWhat Are Large Language Models (LLMs)?Discover massive AI models trained on vast text data that can understand and generate human-like text across diverse applications.
2025-12-0901 min
Talk AI To MeWhat Is Natural Language Processing (NLP)?Explore the AI field dedicated to helping computers process, interpret, and generate human language as it's spoken and written.
2025-12-0801 min
Talk AI To MeWhat is Loss Function?Understand how AI quantifies the difference between predicted and actual outputs to measure and optimize model performance.
2025-12-0700 min
Talk AI To MeWhat Is Gradient Descent?Learn about the fundamental optimization algorithm that trains machine learning models by iteratively adjusting parameters to minimize loss.
2025-12-0400 min
Talk AI To MeWhat is Multi-Head Attention?Explore how multiple attention operations run in parallel, each capturing different types of relationships within the data.
2025-12-0300 min
Talk AI To MeWhat Is Self-Attention?Discover how sequences attend to themselves, allowing each position to consider all other positions when computing representations.
2025-12-0200 min
Talk AI To MeWhat Is An Attention Mechanism?Understand how models learn to focus on relevant parts of input by assigning weights, dramatically improving sequence processing tasks.
2025-12-0100 min
Talk AI To MeWhat are Transformers in Artificial Intelligence?Learn about the revolutionary architecture that uses attention mechanisms to process entire sequences simultaneously, powering today’s most advanced language models.
2025-11-3001 min
Domain ShiftCreative Delays & Regulatory War-gamingWhile our visual brand is getting a massive upgrade thanks to a talented new artist, we are currently three weeks behind deadline.In this behind the scenes update, we discuss the ripple effects of these delays, the challenge of balancing quality with commercial speed, and the two new content series we are developing to fill the gaps in the market.
2025-11-2702 min
Talk AI To MeWhat is Long Short-Term Memory (LSTM)?Explore the advanced RNN architecture that solves the vanishing gradient problem, enabling networks to remember information across longer sequences.
2025-11-2701 min
Talk AI To MeWhat Are Recurrent Neural Networks (RNNs)?Discover neural networks with memory that process sequential data by maintaining information about previous inputs, perfect for time series and language tasks.
2025-11-2601 min
Talk AI To MeWhat Are Convolutional Neural Networks (CNNs)?Learn about specialized neural networks designed for visual data that revolutionized computer vision by automatically learning to detect image features.
2025-11-2501 min
Talk AI To MeBackpropagationDiscover the fundamental algorithm that trains neural networks by efficiently calculating how each parameter contributes to errors.
2025-11-2400 min
Talk AI To MeActivation FunctionsUnderstand the mathematical functions that introduce non-linearity into neural networks, enabling them to learn complex relationships.
2025-11-2301 min
Domain ShiftWhy We’re Cutting Our Episode Length in HalfThis week, we are pressing pause on the standard narrative to give you a transparent, behind-the-scenes update on the state of the podcast. We discuss the recent launch of our new project, Talk AI to Me, and analyze why its under-two-minute format is outperforming the Domain Shift podcast.We also confront a hard truth about our recent episodes: they are getting too long. In this update, we break down why we are tightening our scripts and pivoting to a shorter, higher-density format to better respect your time.
2025-11-2002 min
Talk AI To MeNeural NetworksExplore brain-inspired computational models where interconnected artificial neurons learn complex patterns by adjusting connection strengths.
2025-11-2001 min
Talk AI To MeHyperparametersLearn about the configuration settings that control the learning process but aren’t learned from data, and why tuning them matters.
2025-11-1900 min
Talk AI To MeGeneralizationDiscover the ultimate goal of machine learning: creating models that perform well on new, unseen data beyond their training examples.
2025-11-1800 min
Talk AI To MeOverfittingExplore what happens when models memorize training data instead of learning generalizable patterns, and how to prevent this common pitfall.
2025-11-1701 min
Talk AI To MeCross-validationUnderstand the technique for robustly evaluating model performance by training and testing on different data subsets to ensure reliable results.
2025-11-1600 min
Domain ShiftHow AI Can Help Fix Fleet Management's $100K Blind SpotFleet operators are hemorrhaging $5,000 per truck annually on breakdowns they never saw coming and for a 20-truck operation, that’s $100,000 vanishing straight from margins every year. The culprit? Reactive maintenance that only fixes things after they’ve already destroyed your logistics chain. We explore where the money disappears, why legacy systems can’t adapt, and how predictive maintenance using AI can help reclaim those margins.To learn more, visit https://www.domainshift.ai/p/fleet-management
2025-11-1516 min
Talk AI To MeFeature EngineeringLearn the art of selecting and creating input variables that help machine learning models perform better and make more accurate predictions.
2025-11-1301 min
Talk AI To MeClusteringDiscover how unsupervised algorithms group similar data points together, revealing natural patterns without prior knowledge of categories.
2025-11-1200 min
Talk AI To MeRegressionExplore how AI predicts continuous numerical values, modeling relationships between variables to forecast future outcomes.
2025-11-1100 min
Talk AI To MeClassificationUnderstand how AI assigns data to discrete categories, from identifying spam emails to diagnosing diseases from medical images.
2025-11-1001 min
Talk AI To MeSemi-supervised LearningLearn about the hybrid approach that combines labeled and unlabeled data, maximizing learning when labels are scarce or expensive.
2025-11-0900 min
Talk AI To MeUnsupervised LearningDiscover how AI finds hidden patterns in data without labeled examples, uncovering structures that humans might never notice.
2025-11-0601 min
Domain ShiftHow Legal Departments Are Bleeding Money (And How AI Might Stop It)Legal departments are hemorrhaging an average of 8.6% of their total contract value every year. For bottom-quartile companies, that leakage exceeds 20%. That’s hundreds of millions of dollars, and most executives have no idea it’s happening.To lear more, visit https://www.domainshift.ai/p/legal-contract-negotiation
2025-11-0612 min
Talk AI To MeSupervised LearningExplore how algorithms learn from labeled training data to make predictions on new examples, like teaching with answer keys.
2025-11-0501 min
Talk AI To MeDeep LearningDive into the subset of machine learning that uses multi-layered neural networks to model complex patterns, mimicking how the human brain processes information.
2025-11-0401 min
Talk AI To MeMachine LearningUnderstand how machines learn from data and improve at tasks without explicit programming, using patterns to make predictions about new information.
2025-11-0301 min
Talk AI To MeAlgorithmLearn about the step-by-step instructions that form the building blocks of AI systems, enabling computers to process information and solve specific problems.
2025-11-0201 min
Talk AI To MeArtificial General Intelligence (AGI)Discover the theoretical holy grail of AI: systems with human-like adaptability that could excel across any domain without specific programming for each task.
2025-10-3101 min
Domain ShiftCould AI Learn to Think Block by Block? The Urban Retail HypothesisWhat if AI could forecast demand at the neighborhood level? Examining the potential shift from prediction to active demand creation.To learn more, visit https://www.domainshift.ai/p/hyper-local-demand-forecasting
2025-10-3012 min
Talk AI To MeArtificial IntelligenceWe explore the broad field of computer science focused on creating machines and software systems that can perform tasks typically requiring human intelligence, from simple automation to complex creative problem-solving.
2025-10-2901 min
Talk AI To MeTrailerBuilding your AI literacy one concept at a time. In under two minutes, we break down complex AI concepts into clear, actionable knowledge. To hear more, visit talkaitome.substack.com
2025-10-2800 min
Domain ShiftHow AI Could Transform Restaurant Food Waste Into Profit?Investigating the potential for predictive machine learning to transform perishable inventory into profit across the dining industry.To learn more, visit https://www.domainshift.ai/p/restaurant-inventory-management
2025-10-2307 min
Domain ShiftThe Deloitte-DEWR CaseAI hallucinations, fabricated court rulings, and why this $440k government audit disaster proves we need human-verified intelligence.
2025-10-1710 min
Domain ShiftChina's AI Insurance PlayChina’s insurers are racing to integrate AI, with more than half already deploying large language models at unprecedented speed. It’s a high-stakes bet on market dominance, innovation, and trust. In this episode, we break down how this shift is transforming the business of insurance and what it reveals about China’s broader strategy for AI leadership.To learn more, visit https://www.domainshift.ai/p/insurance-underwriting
2025-10-0215 min
Domain ShiftGoing HumanA voice changes how ideas land. I am moving from an AI narrator to a professional voice actor to add presence, trust, and warmth.
2025-09-2204 min
Domain ShiftWhy I Might Have Made A Mistake With The PodcastWhen the format does not serve the message, you feel it. After wrestling with AI issues, I rethink the show. This episode tests a new direction that puts the listening experience first, and asks if this is the direction that earns your time.
2025-09-0305 min
Domain ShiftAI in HR Performance ManagementCompliance is creating real demand in HR. The EU AI Act is seeding an €80M market, yet buyers still prize trust and cultural fit as much as features. I unpack where AI actually helps, where it adds risk, and the moves that win when people, process, and policy collide.
2025-08-0805 min
Domain ShiftBeyond the PromptWith the first intelligence brief nearing launch, I take you behind the scenes of building one from the ground up. From an early 10,000-word draft to a polished 3,000-word executive brief, this episode explores the messy process of turning raw data into insight and why human judgment is essential for quality, synthesis, and creativity.
2025-07-2803 min
Domain ShiftWelcome to Domain ShiftIf you want signal, not hype, this is your entry point. I am building AI powered human-in-the-loop intelligence briefs that map where AI creates real advantage.
2025-06-2504 min