Beyond the Pebble

Beyond the Pebble

By Elias VarkeyTechnology
Download on the App Store

Beyond the Pebble episodes

  • Recurrent Neural Networks | Episode#8

    In this episode, we dive deep into the world of Recurrent Neural Networks (RNNs)—the foundational architecture that gave machines the ability to understand sequences and context. You’ll learn how RNNs work, why they matter, and how they’re used in real-world applications like voice assistants, language translation, music generation, and time-series forecasting. We’ll break down key concepts like hidden states, vanishing gradients, and how LSTMs and GRUs evolved to solve RNN limitations. Whether you’re new to AI or brushing up on your deep learning knowledge, this episode will help you understand how machines learn from the past to predict the future.

    9 min
  • Autonomous Driving | Episode #7

    In this episode, we take a deep dive into the fascinating world of self-driving cars—how they see, think, and drive. From the powerful sensors like LiDAR and radar that feed real-time data, to the AI-driven perception systems that detect lanes, objects, and pedestrians, we break down the entire autonomy stack. You’ll learn how localization keeps the car precisely positioned, how prediction and planning work together to navigate traffic, and how advanced control algorithms translate decisions into smooth driving. We also explore the programming languages, frameworks, and simulation tools engineers use to build and test these intelligent machines. Whether you’re a tech enthusiast or aspiring engineer, this episode unpacks the brain behind the wheel.

    21 min
  • An Analysis of ML Code | Beyond the Pebble Ep#6

    In this episode, we dive deep into the entire machine learning coding process—from choosing the right model and prepping data to training, evaluating, and deploying real-world AI systems. Whether you’re a beginner or looking to refine your ML knowledge, this episode breaks it all down in one comprehensive, high-level walkthrough.

    13 min
  • Analyzing Computer Vision Models | Beyond the Pebble Ep#5

    In this episode, we dive into the fascinating world of computer vision, the technology that enables machines to interpret and process visual data just like humans. We’ll explore how this AI-driven field powers everything from facial recognition and self-driving cars to medical imaging and industrial automation. How do computers “see” images? What makes deep learning models like Convolutional Neural Networks (CNNs) so effective at recognizing patterns? We’ll break down the mechanics of object detection, image segmentation, and real-time processing using frameworks like OpenCV, TensorFlow, and PyTorch.


    We’ll also discuss some of the most innovative applications of computer vision today—how Tesla’s autopilot system detects pedestrians, how Amazon Go stores enable checkout-free shopping, and how AI-driven diagnostics are revolutionizing healthcare. But it’s not just about technology; we’ll tackle the ethical concerns around surveillance, privacy, and bias in AI-driven visual recognition.


    For those looking to get started with computer vision, we’ll provide insights into the essential tools, programming languages, and best practices for developing your own CV projects. Whether you’re an AI enthusiast, a developer, or just curious about how machines perceive the world, this episode is packed with insights, expert discussions, and real-world examples of how computer vision is shaping the future. Tune in as we uncover how machines are learning to “see” and what that means for us! 

    15 min
  • An In-depth understanding Neural Networks | Beyond the Pebble Ep#4

    Neural networks are the backbone of modern artificial intelligence, powering everything from self-driving cars to ChatGPT. But how do they actually work? In this episode, we take a deep dive into the world of neural networks, breaking down their structure, how they learn, and why they’ve revolutionized technology. We’ll explore the math behind neurons, the role of activation functions, backpropagation, and different architectures like CNNs and Transformers. Whether you’re a beginner or an AI enthusiast, this episode will demystify neural networks and show you how they’re shaping the future of AI. Tune in and get ready to unlock the secrets of deep learning!

    15 min
  • Machine Learning | From Beginner to Advanced | Beyond the Pebble Ep#3

    In this episode, we dive deep into the fascinating world of Machine Learning (ML)—the technology behind everything from Netflix recommendations to self-driving cars. What exactly is ML, and how does it work? We break it down into simple terms, exploring the three main types: Supervised Learning, Unsupervised Learning, and Reinforcement Learning. You’ll learn how ML models are trained, the role of big data, and why ML is shaping the future of industries like healthcare, finance, and robotics. Whether you’re an AI enthusiast or just curious about how machines are getting smarter, this episode will give you a clear and engaging introduction to the power of ML. Tune in and discover how this revolutionary technology is changing the world! 

    17 min
  • How AI Works | Beyond the Pebble Ep#2

    Today, we’re diving into one of the most exciting and transformative topics of our time—Artificial Intelligence. AI is everywhere, from the recommendations on your favorite streaming service to the algorithms shaping financial markets and even the language model you’re listening to right now.But how does it actually work? What are the fundamental building blocks that power machine learning, neural networks, and large language models? In this episode, we’re going back to the basics. Whether you’re a complete beginner or someone looking to deepen your understanding, we’ll break down the key concepts of AI—how machines learn, the role of data, and the ethics of automation.So, buckle up because this is going to be a deep dive into the fundamentals of AI. Let’s get started!

    33 min

About Beyond the Pebble

From the publisher's feed

Welcome to Beyond the Pebble, where we uncover the truth, trends, and future of artificial intelligence. Each week, we dive deep into the latest AI breakthroughs, ethics, and innovations shaping our…