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Anuj Tongse

“Learning, building,... • 1m

Day 8/60: Batch vs. Online Learning! Good morning everyone my name is Anuj Tongse and today is day 8/60 of AI machine learning challenge The AI Machine Learning Challenge continues! Today was a deep dive into how models digest data. 🧠 ​The Breakdown: Batch Training: Stable but "heavy"—it processes everything at once, requiring massive RAM and time. 🐢 The Disadvantage: Inflexible for fresh data and costly to re-train from scratch. ⚠️ Online Learning: The agile alternative! It updates incrementally as new data arrives—perfect for massive, streaming datasets. ⚡ Visualizing the path through parameter space today really showed how much faster we can iterate with the right strategy.

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