Vida  Herzog

Vida Herzog

1629579600

How to Natural Language Processing in Apple Ecosystem

Natural Language Processing is important part of Machine Learning. In this video i’m going through most popular NLP features provided by SDK on iOS, iPadOS and MacOS.

TIME TAGS:
00:00 - Intro
01:09 - Language Identification
04:49 - Tokenization
07:20 - Lemmatization
09:32 - Sentiment Analysis
10:50 - Identifying Parts of Speech
14:12 - Identifying Named Entities like People, Places, and Organizations
19:04 - Word Embedding
25:00 - Sentence Embedding
28:26 - Outro

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How to Natural Language Processing in Apple Ecosystem
Ray  Patel

Ray Patel

1623250620

Introduction to Natural Language Processing

We’re officially a part of a digitally dominated world where our lives revolve around technology and its innovations. Each second the world produces an incomprehensible amount of data, a majority of which is unstructured. And ever since Big Data and Data Science have started gaining traction both in the IT and business domains, it has become crucial to making sense of this vast trove of raw, unstructured data to foster data-driven decisions and innovations. But how exactly are we able to give coherence to the unstructured data?

The answer is simple – through Natural Language Processing (NLP).

Natural Language Processing (NLP)

In simple terms, NLP refers to the ability of computers to understand human speech or text as it is spoken or written. In a more comprehensive way, natural language processing can be defined as a branch of Artificial Intelligence that enables computers to grasp, understand, interpret, and also manipulate the ways in which computers interact with humans and human languages. It draws inspiration both from computational linguistics and computer science to bridge the gap that exists between human language and a computer’s understanding.

Deep Learning: Dive into the World of Machine Learning!

The concept of natural language processing isn’t new – nearly seventy years ago, computer programmers made use of ‘punch cards’ to communicate with the computers. Now, however, we have smart personal assistants like Siri and Alexa with whom we can easily communicate in human terms. For instance, if you ask Siri, “Hey, Siri, play me the song Careless Whisper”, Siri will be quick to respond to you with an “Okay” or “Sure” and play the song for you! How cool is that?

Nope, it is not magic! It is solely possible because of NLP powered by AI, ML, and Deep Learning technologies. Let’s break it down for you – as you speak into your device, it becomes activated. Once activated, it executes a specific action to process your speech and understand it. Then, very cleverly, it responds to you with a well-articulated reply in a human-like voice. And the most impressive thing is that all of this is done in less than five seconds!

#artificial intelligence #big data #data sciences #machine learning #natural language processing #introduction to natural language processing

Paula  Hall

Paula Hall

1623392820

Structured natural language processing with Pandas and spaCy

Accelerate analysis by bringing structure to unstructured data

Working with natural language data can often be challenging due to its lack of structure. Most data scientists, analysts and product managers are familiar with structured tables, consisting of rows and columns, but less familiar with unstructured documents, consisting of sentences and words. For this reason, knowing how to approach a natural language dataset can be quite challenging. In this post I want to demonstrate how you can use the awesome Python packages, spaCy and Pandas, to structure natural language and extract interesting insights quickly.

Introduction to Spacy

spaCy is a very popular Python package for advanced NLP — I have a beginner friendly introduction to NLP with SpaCy here. spaCy is the perfect toolkit for applied data scientists when working on NLP projects. The api is very intuitive, the package is blazing fast and it is very well documented. It’s probably fair to say that it is the best general purpose package for NLP available. Before diving into structuring NLP data, it is useful to get familiar with the basics of the spaCy library and api.

After installing the package, you can load a model (in this case I am loading the simple Engilsh model, which is optimized for efficiency rather than accuracy) — i.e. the underlying neural network has fewer parameters.

import spacy
nlp = spacy.load("en_core_web_sm")

We instantiate this model as nlp by convention. Throughout this post I’ll work with this dataset of famous motivational quotes. Let’s apply the nlp model to a single quote from the data and store it in a variable.

#analytics #nlp #machine-learning #data-science #structured natural language processing with pandas and spacy #natural language processing

Sival Alethea

Sival Alethea

1624381200

Natural Language Processing (NLP) Tutorial with Python & NLTK

This video will provide you with a comprehensive and detailed knowledge of Natural Language Processing, popularly known as NLP. You will also learn about the different steps involved in processing the human language like Tokenization, Stemming, Lemmatization and more. Python, NLTK, & Jupyter Notebook are used to demonstrate the concepts.

📺 The video in this post was made by freeCodeCamp.org
The origin of the article: https://www.youtube.com/watch?v=X2vAabgKiuM&list=PLWKjhJtqVAbnqBxcdjVGgT3uVR10bzTEB&index=16
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#natural language processing #nlp #python #python & nltk #nltk #natural language processing (nlp) tutorial with python & nltk

Murray  Beatty

Murray Beatty

1597712044

Natural Language Market To Surpass $40 Billion By 2025

Initial setup costs remain a barrier to market growth, as well as a lack of skilled professionals to implement NLP.

The natural language processing market, which includes machine translation, information extraction, summarization, text classification and sentiment analysis, is expected to reach a $41 billion valuation by 2025.

An increase in demand for analyzing conversations and social media, alongside other customer experience enhancements, are considered key drivers for NLP, according to Adroit Market Research.

#artificial intelligence technologies #trending now #adroit market research #artificial intelligence #natural language #natural language processing

Maria Smith

1623919962

How can I get a human at Apple to report problem?

**How Do I Report a Problem to Apple Customer Service?
**

There are times when you may find some issue with your Apple product however you rarely see an issue. You can report a problem if you want to. All you need is to perform a few simple steps and here are the steps that you should perform. Go through them.

**How can I get human at Apple?
**

• First and foremost, you need to go to reportaproblem.apple.com.
• Next, you have to sign in to your Apple account by entering your Apple ID and Password.
• In case you see a Report or Report a Problem option next to the item in which you see a problem, click it.
• After that, you need to follow the onscreen instructions and select a reason why you want to report a problem.
• Lastly, you need to submit your request.

**How do you get through to Apple Support?
**

With this, you can report online for your Apple product. In case you want to contact Apple customer service to report a problem, you can do that in the given ways.

  1. Over a Phone Call - Dial the customer service phone number to get help for any problem that you see with your Apple account. Also, you can report the problem on a single phone call.
    You can speak to a human at Apple technical support: (800) APL–CARE (800–275–2273)
  2. Through Live Chat - By requesting a live chat, you will be in touch with a representative who will assist you thoroughly to report a problem that you see with your Apple account.
  3. Via Email - The most common way to report a problem on Apple is email. You can compose an email explaining the issue that you see with the service and report it. Once your email is received, the tech support team acknowledges the issue and provides you all information within the least possible time.

By choosing any of the desired ways to report a problem, you can complain about the issue to the tech support team (Apple customer service). Also, you will no longer wonder how to get a human at Apple support. The above information will help you in all manners and let you experience the hassle-free service of Apple. So, dial the number or send an email, but get help from the experts.

#how can i get a human at apple #how do i reach a human at apple? #how do i call apple support? #contact apple support #call apple support #apple's online support