https://github.com/lim-calculus/convolutional-neural-networks-in-tensorflow

My solutions to Convolutional Neural Networks in TensorFlow (DeepLearning.AI TensorFlow Developer Professional Certificate Course 2))
https://github.com/lim-calculus/convolutional-neural-networks-in-tensorflow

cnn computer-vision convolutional-neural-networks deep deep-learning neural-network tensorflow

Last synced: 3 days ago
JSON representation

My solutions to Convolutional Neural Networks in TensorFlow (DeepLearning.AI TensorFlow Developer Professional Certificate Course 2))

• Host: GitHub
• URL: https://github.com/lim-calculus/convolutional-neural-networks-in-tensorflow
• Owner: Lim-Calculus
• Created: 2022-09-23T18:58:09.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2023-01-14T11:13:10.000Z (about 2 years ago)
• Last Synced: 2024-11-21T06:34:50.402Z (2 months ago)
• Topics: cnn, computer-vision, convolutional-neural-networks, deep, deep-learning, neural-network, tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 12.6 MB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# DeepLearning.AI TensorFlow Developer Professional Certificate Course 2 : Convolutional Neural Network in TensorFlow

![](https://github.com/Lim-Calculus/Convolutional-Neural-Networks-in-TensorFlow/blob/main/Certificate/Convolutional%20Neural%20Network%20in%20TensorFlow%20Completion%20Certificate%20(Lim%20Jing%20Bin)%20.JPG)

My solutions to Convolutional Neural Networks in TensorFlow (DeepLearning.AI TensorFlow Developer Professional Certificate))

## Week 1 - Exploring a Larger Dataset 

1. Introduction to TensorFlow, and how, with its high level APIs you could do basic image classification 

2. Convolutional Neural Networks (ConvNets)

3. Image Classification

- Week 1 Lab 1 : [Cats vs Dogs](https://github.com/Lim-Calculus/Convolutional-Neural-Networks-in-TensorFlow/blob/main/Convolutional_Neural_Network_(DeepLearning_AI)_%5BWeek_1_Lab_1%5D.ipynb)

- Week 1 Assignment : [Week 1: Using CNN's with the Cats vs Dogs Dataset](https://github.com/Lim-Calculus/Convolutional-Neural-Networks-in-TensorFlow/blob/main/Convolutional_Neural_Network_in_TensorFlow_%5BWeek1_Assignment_1%5DC2W1_Assignment.ipynb)

## Week 2 : Augmentation: A technique to avoid overfitting 

1. Overfitting : the concept of being over specialized in training 

2. Image Augmentation

- Week 2 Assignment : [Week 2: Tackle Overfitting with Data Augmentation](https://github.com/Lim-Calculus/Convolutional-Neural-Networks-in-TensorFlow/blob/main/Convolutional_Neural_Network_in_TensorFlow_(Week_2_Assignment)_C2W2_Assignment.ipynb)

## Week 3 : Transfer Learning 

1. Transfer Learning

- Week 3 Lab 1 : [Ungraded Lab: Transfer Learning](https://github.com/Lim-Calculus/Convolutional-Neural-Networks-in-TensorFlow/blob/main/Convolutional_Neural_Network_in_TensorFlow_(Week_3_Lab_1)_W3_Lab_1_transfer_learning.ipynb)

- Week 3 Assignment : [Week 3: Transfer Learning](https://github.com/Lim-Calculus/Convolutional-Neural-Networks-in-TensorFlow/blob/main/Convolutional_Neural_Network_in_TensorFlow_Week_3_Assignment_1_C2W3_Assignment.ipynb)

## Week 4 : Multiclass Classifications

1. Multiclass Classification 

- Week 4 Lab 1 : [Ungraded Lab: Multi-class Classifier](https://github.com/Lim-Calculus/Convolutional-Neural-Networks-in-TensorFlow/blob/main/Convolutional_Neural_Network_Week4_Lab1_C2_W4_Lab_1_multi_class_classifier.ipynb)

- Week 4 Assignment : [Week 4: Multi-class Classification](https://github.com/Lim-Calculus/Convolutional-Neural-Networks-in-TensorFlow/blob/main/Convolutional_Neural_Network_in_TensorFlow_(Week_4_Assignment)_C2W4_Assignment.ipynb)