A Window to the Tech World

Somdip Dey (InteliDey)

A Window to the Tech World is a weekly podcast hosted by Dr Somdip Dey (InteliDey)—an embedded/on-device AI scientist, MIT Innovator Under 35 (Europe, AI & Robotics), Forbes-named among 20 successful tech founders, and a Life Fellow of the Royal Society of Arts. Each episode breaks down the biggest shifts in AI, cybersecurity, data and digital innovation—then turns them into practical career guidance: what to learn, what to build, how to interview, and how to grow in tech responsibly. Clear explanations, real-world examples, occasional guests—no hype, just signal.

Episodios

  1. HACE 1 DÍA

    ML 101: Ensemble Modelling — Random Forests & Gradient Boosted Trees

    In this Machine Learning 101 episode, we explain ensemble modelling—how combining multiple models can create one powerful predictor. You’ll learn the difference between bagging and boosting, then dive into two of the most popular tree-based ensembles: Random Forests (many “randomised” decision trees voting/averaging together to reduce overfitting) and Gradient Boosted Trees (trees built sequentially, each correcting the last model’s mistakes). We use simple, real-world examples, then add an advanced section on key concepts such as OOB error. We finish with evaluation tips, common pitfalls, and a quick note on bias and responsible use.

    4 min

  2. HACE 1 DÍA

    ML 101: Decision Trees — From Simple Flowcharts to Powerful Models

    In this Machine Learning 101 episode, we break down Decision Trees—one of the most intuitive ML models—using simple, everyday examples you can picture like a flowchart. You’ll learn how trees make decisions step by step, how they handle classification (yes/no choices like “take an umbrella?”) and regression (predicting numbers like delivery time), and why trees can overfit if they grow too deep. For more advanced listeners, we cover how splits are chosen (e.g., Gini vs entropy/information gain, and MSE reduction for regression trees). We finish with evaluation basics and a quick note on bias and responsible use.

    5 min

  3. HACE 2 DÍAS

    ML 101: Regression Made Simple — Linear, Logistic, Multivariate & Polynomial

    In this Machine Learning 101 episode, we explore regression—one of the simplest and most practical ML techniques—using clear, non-technical examples. We cover Linear Regression (predicting numbers like house prices), Logistic Regression (yes/no decisions using probability, like spam or fraud), Multivariate/Multiple Regression (using many factors at once), and Polynomial Regression (capturing curved relationships like diminishing returns). You’ll also learn how to choose the right approach, how to evaluate results, and a quick note on bias and responsible use.

    7 min

  4. HACE 3 DÍAS

    ML 101: AI vs Machine Learning vs Deep Learning vs GenAI

    In this episode of Machine Learning 101, we untangle the terms people use interchangeably: Artificial Intelligence (AI), Machine Learning (ML), Deep Learning (DL), and Generative AI (GenAI). You’ll learn the simple “nested circles” hierarchy, see everyday examples, and understand where tools like ChatGPT and Google Gemini fit (GenAI apps powered by large language models). We also cover a quick reality check on bias, hallucinations, and privacy, plus what this means if you’re starting or switching into a tech career.

    12 min

  5. TRÁILER

    Intro - A Window to the Tech World

    A Window to the Tech World is a weekly podcast hosted by Dr Somdip Dey (InteliDey), an embedded/on-device AI scientist and tech columnist. Each episode breaks down the biggest shifts in AI, cybersecurity, data and digital innovation—then turns them into practical career guidance: what to learn, what to build, how to interview, and how to grow in tech responsibly. Expect clear explanations, real-world examples, and occasional guest insights—no hype, just signal.

    6 min

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A Window to the Tech World is a weekly podcast hosted by Dr Somdip Dey (InteliDey)—an embedded/on-device AI scientist, MIT Innovator Under 35 (Europe, AI & Robotics), Forbes-named among 20 successful tech founders, and a Life Fellow of the Royal Society of Arts. Each episode breaks down the biggest shifts in AI, cybersecurity, data and digital innovation—then turns them into practical career guidance: what to learn, what to build, how to interview, and how to grow in tech responsibly. Clear explanations, real-world examples, occasional guests—no hype, just signal.

Información

  • Creador
    Somdip Dey (InteliDey)
  • Años de actividad
    2 k
  • Episodios
    5
  • Clasificación
    Apto
  • Copyright
    © Somdip Dey (InteliDey)
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    A Window to the Tech World