tensorflow-uit2721dlca

Deep Learning assignment package — UIT2721DLCA.

Requirements

• Python 3.9 or 3.10 (TensorFlow 2.9 does not support Python 3.11+)

Installation

ash pip install tensorflow-uit2721dlca

Usage

Each module is a self-contained assignment exercise. Importing a module will execute its code (download data, train model, display plots).

`python

Run exercise 1 — VGG16 image classification on Imagenette

import tensorflow_uit2721dlca.ex1

Run exercise 2 — VGG16 feature maps and filters

import tensorflow_uit2721dlca.ex2

Run exercise 3 — Transfer learning / fine-tuning

import tensorflow_uit2721dlca.ex3

Run exercise 4 — Image captioning with CNN + LSTM

import tensorflow_uit2721dlca.ex4

Run exercise 5 — Conditional GAN (text-to-image)

import tensorflow_uit2721dlca.ex5

Run the prerequisites / environment check

import tensorflow_uit2721dlca.prerequisites `

Note: The exercises download the Imagenette dataset (~100 MB) on first run via f.keras.utils.get_file. The file is cached in ~/.keras/datasets/ and is not re-downloaded on subsequent runs.

Package name vs import name