https://github.com/tirthajyoti/tensorflow_basics

Basic TensorFlow mechanics, operations, class definitions, and neural networks building. Examples from deeplearning.ai Tensorflow course using Google Colab platform.
https://github.com/tirthajyoti/tensorflow_basics

classification colab-notebook colaboratory convolutional-neural-networks deep-learning google-cloud-platform keras keras-tensorflow machine-learning mnist neural-network recurrent-neural-networks regression tensorflow time-series

Last synced: 3 months ago
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Basic TensorFlow mechanics, operations, class definitions, and neural networks building. Examples from deeplearning.ai Tensorflow course using Google Colab platform.

• Host: GitHub
• URL: https://github.com/tirthajyoti/tensorflow_basics
• Owner: tirthajyoti
• License: gpl-3.0
• Created: 2017-08-11T03:51:23.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2019-04-12T05:12:32.000Z (almost 6 years ago)
• Last Synced: 2024-10-29T20:00:30.922Z (3 months ago)
• Topics: classification, colab-notebook, colaboratory, convolutional-neural-networks, deep-learning, google-cloud-platform, keras, keras-tensorflow, machine-learning, mnist, neural-network, recurrent-neural-networks, regression, tensorflow, time-series
• Language: Jupyter Notebook
• Homepage:
• Size: 3.71 MB
• Stars: 36
• Watchers: 3
• Forks: 25
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# TensorFlow_Basics

* [Basic TensorFlow operations.](https://github.com/tirthajyoti/TensorFlow_Basics/blob/master/TensorFlow%20Basic%20syntax%20and%20constructs.ipynb)

* [Creating own opetration classes to mimic TensorFlow mechanics.](https://github.com/tirthajyoti/TensorFlow_Basics/blob/master/Manually%20building%20NN%20by%20defining%20Class%2C%20Graph%2C%20Operation.ipynb)

* Building simple single and multi-layer perceptrons using Numpy arrays and marices.

* Basic convolutional networks using TensorFlow

* Basic recurrent neural networks using TensorFlow

* Google colab Notebooks (based on the ***["Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning"](https://www.coursera.org/learn/introduction-tensorflow/home/info)*** course from [deeplearning.ai](https://www.deeplearning.ai/) on the **[fashion MNIST dataset](https://github.com/zalandoresearch/fashion-mnist)**