Ian Ochieng AI
Before AGI Podcast
Unsupervised & Self-Supervised Learning EXPLAINED: How AI Learns Without Labels
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Unsupervised & Self-Supervised Learning EXPLAINED: How AI Learns Without Labels

Before AGI Podcast

Discover how AI can learn without explicit instructions! In this episode of Before AGI, we unlock the secrets of unsupervised and self-supervised learning – powerful techniques that allow AI to discover hidden patterns and structures in data, all on its own.

Key Insights:

  • The core principles of unsupervised learning: finding hidden structure in unlabeled data.

  • Key techniques: clustering (K-means, GMMs, DBSCAN), dimensionality reduction (PCA, t-SNE), and association rule mining.

  • Real-world applications: customer segmentation, anomaly detection, and recommendation systems.

  • The advantages of learning from unlabeled data: scalability, discovery, and efficiency.

  • Introduction to Self Supervised Learning.

Whether you're a data scientist, a machine learning engineer, or simply fascinated by the power of AI, this episode reveals how these cutting-edge techniques are shaping the future of autonomous learning.

More from Host Ian Ochieng:

🌐 Website: ianochiengai.substack.com
📺 YouTube: Ian Ochieng AI
🐦 Twitter: @IanOchiengAI
📸 Instagram: @IanOchiengAI

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