Deep Learning with TensorFlow with Hands-on Experiments

Study records for TensorFlow by ZerotoMastery Origin Course Repo

Neural Network

Learning Material 📗

1. What is Neural Network?
2. Gradient descent, how neural networks learn.
3. Hands-on Machine Learning with scikit-learn, Keras and TensorFlow

Tools 🔧

• Neural Network Playground
• CNN explainer

Datasets

• Kaggle
• TensorFlow Datasets(TFDS)

Transfer Learning on Computer Vision (Food101)

Description

In the module, I completed two projects Food101 mini and Food101 big. Food101 mini was trained on 10% of the total Food101 datasets, while Food101 big was trained on the whole Food101 datasets.

Result Type	Results Links
TensorBoard	EfficientNetB0 vs. ResNet50V2, Transfer Learning Experiments with 10 Food101 Classes, EfficientNetB0_with_full_Food101, Experiments on NLP problem
Models	Fine-tuned EfficientNetB0 with 10% of Food101, Food101_full_data_EfficientNetB0_feature_extraction

Learning Materials

TensorFlow - Transfer Learning
Transfer Learning with TensorFlow Hub

Packages you should get familiar with

Topics	Tutorial Links
Keras Developer Tutorial	The functional API
TensorFlow	Data augmentation, tf.keras.applications
TFDS	TensorFlow Datasets
Text Classification	Classify text with TensorFlow