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Research paper implementation
Introduction
Introduction (2:16)
Prerequisites & Intro to Examples (8:15)
Resources for Research Papers
HuggingFace Daily Papers (6:31)
How to Read a Research Paper - Methods & Examples
1. Example - Neuralangelo: Neural Surface Reconstruction (25:41)
2. Example - Attention is All You Need (20:40)
3. Example - UNET (7:39)
Transformer Paper Implementation from Scratch
Intro to Implementation (2:57)
Scaled Dot Product Attention (12:05)
Multi Head Attention (15:33)
Positional Encoding (16:17)
Feed Forward Network (3:53)
Layer Normalization (5:02)
Encoder (11:40)
Decoder (8:44)
Combining Everything into the Transformer Architecture (21:03)
Project - Reverse Input Sequence with Implemented Transformer
Generate Dataset with Input Sequences (18:18)
Training Loop (10:56)
Training Results and Inference (15:25)
UNET Implementation from Paper
Intro & DoubleConvolution (7:49)
UNET Architecture Implementation Part 1 (6:55)
UNET Architecture Implementation Part 2 (10:24)
Generate Image Dataset (9:07)
Training Loop (5:21)
Course Summary
Summary (3:09)
Training Results and Inference
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