dlviz
Visualizaciones interactivas para el curso de Deep Learning (DCC, U. de Chile).
Instalación
pip install dlviz
Uso
from dlviz import backprop_interactivo
backprop_interactivo() # backpropagation paso a paso en un MLP 2-2-2
Demos disponibles
| Tema | Función | Qué muestra |
|---|---|---|
| Perceptrón | perceptron_interactivo() |
Forward de un perceptrón y su frontera de decisión |
| MLP | mlp_xor_interactivo() |
MLP 2-H-1 aprendiendo XOR |
| Backpropagation | backprop_interactivo() |
Forward, error y costo, δ y gradientes, actualización de pesos, paso a paso |
| Optimización | optimizadores_interactivo() |
SGD, Momentum, RMSProp y Adam en superficies de pérdida |
| Convolución | conv_interactiva() |
Ventana deslizante y mapa de salida |
| Padding y stride | pad_stride_interactiva() |
Efecto de padding y stride en el tamaño de salida |
| Pooling | pooling_interactiva() |
Max y average pooling |
| Multicanal | multicanal_interactiva() |
Filtros sobre imágenes RGB y volumen de salida |
| RNN | rnn_interactiva() |
RNN desenrollada y estado oculto en el tiempo |
| LSTM | lstm_interactiva() |
Compuertas y estado de celda |
| Seq2seq | seq2seq_interactiva() |
Encoder-decoder para traducción |
| Atención en NMT | nmt_atencion_interactiva() |
Distribución de atención y matriz de alineación |
| Atención | atencion_interactiva() |
Primer contacto con queries, keys y values |
| Self-attention | self_attention_interactiva() |
Q, K, V y matriz de atención NxN |
| Positional encoding | positional_encoding_interactiva() |
Codificación sinusoidal de posiciones |
| Multi-head attention | multi_head_interactiva() |
Varias cabezas especializadas y concat + W_O |
1 maintainer
Release files for dlviz 0.3.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| dlviz-0.3.0.tar.gz | 54.8 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| dlviz-0.3.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 125.8 kB
Release files / dlviz-0.3.0.tar.gz
| Download URL | dlviz-0.3.0.tar.gz |
|---|---|
| Size | 54.8 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
9bc7037e27548decf0206cb32a757688dea6509b22068a84805567bb09a6e427
|
|
BLAKE2b-256 checksum How to use checksums |
63f169e5840f0e255b4990a4391336db0e7a8688b12f156c819fe668ba62a9df
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.13.12
|
Release files / dlviz-0.3.0-py3-none-any.whl
| Download URL | dlviz-0.3.0-py3-none-any.whl |
|---|---|
| Size | 71.1 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
a4805cead5096865badb2693f159fbf76e6227e22c86a28517c5c67d4e46b9b9
|
|
BLAKE2b-256 checksum How to use checksums |
cea3fc658d2c3d3ff4d044df83e7ad4e286709280beaf609b2601fb3216357da
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.13.12
|
