Posts

Unlocking the Secrets of Natural Language Processing: How AI Is Changing Communication

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As technology continues to advance, it's becoming increasingly clear that AI-powered Natural Language Processing (NLP) is changing the way we communicate.๐Ÿ“ˆ In this post, we'll explore the basics of NLP and its practical applications in fields such as healthcare, finance, and customer service.๐Ÿ‘ฉ‍⚕️๐Ÿ’ฐ๐Ÿ“ž We'll also examine the ethical concerns surrounding the use of NLP and the benefits and limitations of this technology in improving communication and language understanding. NLP is the ability of computers to understand and interpret human language.๐Ÿ’ป๐Ÿ—ฃ️ This technology allows for the development of chatbots, virtual assistants, and other AI-powered tools that can communicate with people in a way that mimics human conversation.๐Ÿค– In healthcare, NLP can be used to analyze medical records and help doctors make more informed decisions about patient care.๐Ÿ’Š In finance, NLP can be used to analyze financial data and identify trends that could affect investments.๐Ÿ’น In customer servi

Data Structure: log structure merge tree(LSM)

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Data Structure: log structure merge tree(LSM): LSM Tree is a data structure that restricts your datastore to append only operations, whereas your datastore is simply a log containing totally ordered key-value pairs. The sort order is by a key which can be any byte sequence. The values too can be any arbitrary byte sequence. For example, in Cassandra's data model, a column family (akin to a table in a relational database) contains a row key (the key) and any sequence of arbitrary key values that can vary in cardinality (the value). 1. Fast write 2. Data stored in relational database a. backed by data structure B-tree B-tree: it's optimized for reads updating is relatively more expensive as it involves random I/o, updating multiple pages on the disk this limits how fast a B-tree can ingest data 3. LSM works differently writes are batched in memory as they arrive in a structure called Memtable (memory) 1. Memtable is ordered by object key and is usually implemented as a

Docker

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Docker File for Python: For creating FirstAPI  Dockerfile : FROM   python : 3.9 WORKDIR   /code COPY   ./requirement.txt   /code/requirements.txt RUN   pip   install   --no-cache-dir   --upgrade   -r   /code/requirements.txt COPY   ./app   /code/app CMD   [ "uvicorn" ,   "app.main:app" ,   "--proxy-headers" ,   "--host" ,   "0.0.0.0" ,   "--port" ,   "80" ] FROM:  to declare which package you want to import  ex: FROM package: version WORKDIR:  to declare which location your working. COPY:  copy necessary directory to workspace you created directory   File Structure: app :   it contains all the python project related things and executables. .dockerignore:  it contains all the ignore files while building the docker. requirement.txt:  it contains all the modules to be installed from python through pip. Docker build commands: Go to the app directory for build image and run: รจ   docker build -t getting-started . “. “ =>

Semantic Processing

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Semantic Processing - Natural Language Processing Syntactic processing - the study of grammar to understand the meaning of sentences. Semantic Processing - understanding the sentence without the need for grammar, making machines understand the intent of sentences, the meaning of ambiguous words, dealing with synonyms, detecting sarcasm, etc. Introduction to Knowledge Graphs text data is aggregated on the graph-based data structure where  entities  are related in some sense representing  nodes. Edge  represents  Semantic relation.  Different types of Knowledge graphs are as follows: 1.  WordNet:  this is a lexical database of semantic relations between words. it is developed by Princeton University     * Nouns, verbs, adjectives, and adverbs of a particular word are grouped.     * Each sense contains a glossary and example sentences.      http://wordnetweb.princeton.edu/perl/webwn 2.  ConceptNet:  This is a freely available semantic network that is designed to help computers understand

Git

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Git   Git is a version control system, used to collaborate on code and keep track of code changes. Pocket cheat book for git and GitHub repo: #configure Download git bash by this  Git link 1. open git bash # to generate an ssh key to secure your git repo only you can have access. enter the below command and generate with or without passPhrase then you will get the location of the stored  .Pub  file. Open the file with a notepad and copy it. 2. ssh-keygen  #paste ssh key to  github  profile. 3.  goto the setting and click SSH and GPG keys and paste. Now you are good to go. 4. goto any repo and click or create new repo going to profile, Then click on file select ssh link to repo. 5. Run the Below commands for configuration: # list configs $ git config --list  # set config $ git config --global user.name "John Doe" $ git config --global user.email johndoe@example.com 6. Clone. $ git clone ( copied ssh key)   (foldername to save) # check branch in remote or origin git branch -a #

Domain Check Tool

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Domain Check Tool   We all are trying to notice advertisements, messages, and links. Every day Hackers are encouraging us to do simple things and earn money by knowing our secrets by spooking on our data they are knowing our best interests without our notice. We all are eager to press every link and try our luck for the first time and we will leave as bad luck if fraud again falls for the same old mistake so first whenever you see a link, Please check and research whether is it worth or genuine one then if you are desperate only click if it's necessary. Today I'm going to tell about How to know and Research Links. Example:1) If you got a Link like http://xyz.com that means it's an unsecured domain or link be careful. Example:2) If you got a Link like https://xyz.com copy the link before clicking then go to https://www.domaintools.com/ and go to the Research tab as shown below. Now paste the link as shown below and search. You have to verify that you are not a robot then y