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DAY 30.md

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DAY 31

Notes

  • DLRM is a open source Deep Learning Recommendation Model introduced by Facebook for tensorflow and deeplearning.
  • NLP has
    1. NLTK
    2. SPACY
    3. TEXT BLOB
    4. Stemming
    5. Lemmatization
    6. Sentimental Analysis
  • fbcli -> a facebook command line interface for linux
pip3 install fbcli
  • the rate of transfer from a pendrive to HDD is depended upon the IO rate of pendrive which is based on the material used for making the HDD
  • GPU is required when higher graphical work is necessary
  • Python is an interpreted language
  • Namespace is the private space of different compilers over a same system RAM which is not accessible by other compilers
  • Provision Space - > the minimum amount of space that is required by some service

Sentiment Analysis Project

  • Make a combination of text,image/video,voice and then search for sentiment analysis

Tensorflow

  • In deep learning the most important component is GPU and gym , a library of openai uses a lot of GPU for processing
  • it is a concept developed in deeplearning which interprets or calculates the requirements
  • Tensor is a dimension - with some value ( Tensor can 1D / 2D or 3D )
  • Tensorflow is a mixture of tensor and graph
  • this library is made for heavier and high level mathematical calculations
  • It can be though as SuperAdvanced Version of numpy
  • To install tensorflow
pip3 install tensorflow
  • to interact with gpu in system -- heavy software 377M and only for system with gpu
pip3 install tensorflow-gpu
  • Tensorflow has 3 categories for taking data as input

    1. Constant -> defined by developer
    2. Variables -> defined by user
    3. Placeholder -> takes input from user at run time just like input function
  • Compilation - > checking the syntax of some file and creating a file stored in RAM to be initialsed anytime

  • Tensorflow is not python , its just supported by it

  • Its background is made in complete C++

Popular Project in tensorflow

* CNN
* poet -> for image classification 
* posenet  - > object detection(simplest in tensorflow )
* yolo