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Artwork for AI Bites: The Academic Series

AI Bites: The Academic Series

Jack Lakkapragada

Welcome to AI Bites. This podcast features AI-generated deep dives into the world’s most prestigious computer science curricula. Based on personal study notes and publicly available course material from Stanford University (CS124, CS221, and more), these episodes use Google’s NotebookLM to transform dense academic topics into conversational summaries. Perfect for learning on the go, whether you're... more

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Artwork for AI Bites: The Academic Series

Latest Episodes

A model can have 99% accuracy and still fail your users. In this episode, we tackle Model Evaluation from the Product Manager's perspective. We bridge the gap between technical model metrics (what engineers care about) and product/business metrics (w... more

Building a model is about more than just data—it’s about a repeatable process. This episode walks through the lifecycle of a machine learning project, focusing on the strategic decisions a Product Manager must navigate to ensure a model is production... more

We kick off a new course from Duke University designed specifically for those leading AI products. In this episode, we strip away the code and focus on the core vocabulary and intuition every Product Manager needs to collaborate effectively with data... more

Short on time? We’ve distilled the entire Stanford CS21SI: AI for Social Good course into a single 10-minute video. This "Cram Session" covers the journey from ethical frameworks to technical execution across four major domains of social impact.

Wat... more

Description:We’ve reached the finish line for Stanford’s CS21SI! In our final episode, we move beyond passive observation and into the world of sequential decision-making. We explore how Reinforcement Learning (RL) allows AI to learn through trial an... more

We’re exploring how machines "see" and how that vision can be used to restore human agency. In this installment of Stanford’s CS21SI, we move from the technical mechanics of Convolutional Neural Networks (CNNs) to life-changing applications in health... more

Description:How does AI decide what is "true"? This week, we dive into Natural Language Processing (NLP). We trace the evolution from RNNs to Transformers and discuss the massive threat Large Language Models (LLMs) pose to our information ecosystems ... more

We’re moving from basic ML into the technical engine of modern AI: Deep Learning. In this week of Stanford’s CS21SI, we explore how neural networks can model complex, non-linear realities—specifically applying them to the escalating global wildfire c... more

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