TensorFlow

Content

• What is TensorFlow?

• Why is it so popular?

• What are the alternatives to TensorFlow?

• Project Examples in TensorFlow.

What Is Tensor Flow?

TensorFlow is a library developed by the Google Brain Team to accelerate machine learning and deep neural network research.

• the most famous deep learning library in the world
• an open source software

What Does Tensor Flow Do?

• Preprocessing the data

• Building the model

• Trainning and estimating the model

What Is Tensor?

This is a UNIT of data with Rank.

Why Is It So Popular?

• Lazy Computing

• Flexibility

• Visualization

• Very Scalable

• Large Community

“Computational Graph” Approach

GRAPH - It represents the data flow of the computations

SESSION - it executes the operations in the graph

Alternatives To Tensor Flow

• CuDNN
• Mxnet
• DIANNE
• Torch
• etc.

Tensor Flow Project Examples

• hunting for new planets

• prevent blindness by helping doctors screen for diabetic retinopathy

• help save forests by alerting authorities to signs of illegal deforestation activity

Sources

https://www.easy-tensorflow.com/tf-tutorials/basics/graph-and-session

https://www.guru99.com/what-is-tensorflow.html

https://medium.com/coinmonks/tensorflow-graphs-and-sessions-c7fa116209db

https://hackernoon.com/what-the-hell-is-tensor-in-tensorflow-e40dbf0253ee

Image Sources

https://www.google.com/url?sa=i&source=images&cd=&ved=2ahUKEwjL_O33kfPiAhULmBQKHTEFDcgQjhx6BAgBEAM&url=https%3A%2F%2Fwww.tensorflow.org%2Fguide%2Fgraphs&psig=AOvVaw0FgkgoEHzdsGiehlrklhcG&ust=1560951013317536

https://www.analyticsvidhya.com/blog/2017/03/tensorflow-understanding-tensors-and-graphs/

https://devblogs.nvidia.com/tensor-ops-made-easier-in-cudnn/

https://www.google.com/url?sa=i&source=images&cd=&ved=2ahUKEwi0gqi-rJvjAhUFfxoKHeLlBTgQjhx6BAgBEAM&url=https%3A%2F%2Fen.wikipedia.org%2Fwiki%2FTorch_(machine_learning)&psig=AOvVaw0ToKC5ccVdP8Qz1cK4aEKY&ust=1562332457625593