Course Study Note

Day 2 — Autoregressive Models and MLE

I factorized joint probabilities into conditionals and connected maximum likelihood with negative log-likelihood.

Date
2025-07-08
Course
2025 Generative Models Intensive — From VAE to Stable Diffusion
01Autoregressive Models

Study checkpoint for this day

02Maximum Likelihood Estimation

Study checkpoint for this day

A day-level study path generated from the saved course topic order.

Topics from the day

  1. Autoregressive Models

    I reviewed sequential prediction and teacher forcing.

  2. Maximum Likelihood Estimation

    I followed the conversion from a product of probabilities to a log-sum loss.

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