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Manual_SGD_and_Attention_Contextualization
houlie3/Manual_SGD_and_Attention_Contextualization
Manual_SGD_and_Attention_Contextualization is a text generation model from houlie3. Use it when you need the model to write or continue text. The card lists the license as mit.
Applied Deep Learning & Artificial Intelligence
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Public
Updated Feb 28, 2026
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.md8.5 KB · 59%
At a glance
- Task
- Text Generation
- License
- mit
- Access
- Public
- Created
- Feb 28, 2026
- Updated
- Feb 28, 2026
- SHA
- e98f93d8
Try a prompt
Model card
From the Hugging Face model README
Portfolio Assignment 1 (M4)
Applied Deep Learning & Artificial Intelligence
Contents
-
Part A – Manual SGD
manual_sgd_table.md: manual calculations and explanationsFirst_assignment.py: code verification of SGD steps
-
Part B – Attention Contextualization
part_b_attention.md: explanation of self-attention with homonym examplepart_b_attention.py: code implementing attention (Q = K = V)
Dataset
The dataset used for Part A is:
- Agency Performance – Insurance Data
- Source: https://www.kaggle.com/datasets/moneystore/agencyperformance
The raw dataset is not included due to file size limits.
- Task
- Text Generation
- License
- mit
- Languages
- en
- Created
- Feb 28, 2026
- Updated
- Feb 28, 2026