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| 1 | +# DAY 31 |
| 2 | + |
| 3 | +## Notes |
| 4 | + * DLRM is a open source Deep Learning Recommendation Model introduced by Facebook for tensorflow and deeplearning. |
| 5 | + * NLP has |
| 6 | + 1. NLTK |
| 7 | + 2. SPACY |
| 8 | + 3. TEXT BLOB |
| 9 | + 4. Stemming |
| 10 | + 5. Lemmatization |
| 11 | + 6. Sentimental Analysis |
| 12 | + * fbcli -> a facebook command line interface for linux |
| 13 | + ``` |
| 14 | + pip3 install fbcli |
| 15 | + ``` |
| 16 | + * 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 |
| 17 | + * GPU is required when higher graphical work is necessary |
| 18 | + * Python is an interpreted language |
| 19 | + * Namespace is the private space of different compilers over a same system RAM which is not accessible by other compilers |
| 20 | + * Provision Space - > the minimum amount of space that is required by some service |
| 21 | + |
| 22 | +## Sentiment Analysis Project |
| 23 | + * Make a combination of text,image/video,voice and then search for sentiment analysis |
| 24 | + |
| 25 | +## Tensorflow |
| 26 | + * In deep learning the most important component is GPU and gym , a library of openai uses a lot of GPU for processing |
| 27 | + * it is a concept developed in deeplearning which interprets or calculates the requirements |
| 28 | + * Tensor is a dimension - with some value ( Tensor can 1D / 2D or 3D ) |
| 29 | + * Tensorflow is a mixture of tensor and graph |
| 30 | + * this library is made for heavier and high level mathematical calculations |
| 31 | + * It can be though as SuperAdvanced Version of numpy |
| 32 | + * To install tensorflow |
| 33 | + ``` |
| 34 | + pip3 install tensorflow |
| 35 | + ``` |
| 36 | + * to interact with gpu in system -- heavy software 377M and only for system with gpu |
| 37 | + ``` |
| 38 | + pip3 install tensorflow-gpu |
| 39 | + ``` |
| 40 | + * Tensorflow has 3 categories for taking data as input |
| 41 | + 1. Constant -> defined by developer |
| 42 | + 2. Variables -> defined by user |
| 43 | + 3. Placeholder -> takes input from user at run time just like input function |
| 44 | + |
| 45 | + * Compilation - > checking the syntax of some file and creating a file stored in RAM to be initialsed anytime |
| 46 | + * Tensorflow is not python , its just supported by it |
| 47 | + * Its background is made in complete C++ |
| 48 | + |
| 49 | + ### Popular Project in tensorflow |
| 50 | + * CNN |
| 51 | + * poet -> for image classification |
| 52 | + * posenet - > object detection(simplest in tensorflow ) |
| 53 | + * yolo |
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