Title

Natural Language Processing | Build LLM Web App | RNN & LSTM

Create App Using Streamlit | Sentiment Analysis | Speech to text | Spam Detection

4.42 (69 reviews)
Udemy
platform
English
language
Data Science
category
instructor
Natural Language Processing | Build LLM Web App | RNN & LSTM
16โ€ฏ203
students
3 hours
content
Aug 2024
last update
$49.99
regular price

What you will learn

You will gain insights on what Natural Language Processing(NLP) is, its Applications & Challenges

You will learn Sentence Segmentation, Word Tokenization, Stemming, Lemmatization, Parsing, POS & Ambiguities in NLP

You will learn to execute using Machine Learning, NLTK & Spacey

You will learn to work with Text Files with Python

You will utilize Regular Expressions for pattern searching in text

You will use Part of Speech Tagging to automatically process raw text files

You will visualize POS and NER with Spacy

You will understand Vocabulary Matching with Spacy

You will use NLTK for Sentiment Analysis

Why take this course?


Natural Language Processing | Build LLM Web App | RNN & LSTM with SeaportAi ๐Ÿš€

Recent Updates: ๐Ÿ”„

  • Nov 2022: Enhanced videos on Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM) networks.
  • Apr 2023: Added a comprehensive video lecture on transformers, the backbone of modern NLP models like GPT.
  • Sep 2023: Introduced a video lecture on how to build an Large Language Model (LLM) web application from scratch.

Unlock the Power of Natural Language Processing! ๐Ÿง ๐Ÿ’ฌ

Natural Language Processing (NLP) is an exhilarating field at the crossroads of artificial intelligence, computational linguistics, and machine learning. It's a cornerstone for those pursuing AI careers, offering deep insights into how machines interpret and respond to human language. This course meticulously combines theoretical knowledge with practical applications, ensuring you gain a comprehensive understanding of NLP.


What is NLP? ๐Ÿค”

NLP is a subfield of computer science and AI that focuses on the interaction between computers and human (natural) languages. It leverages machine learning algorithms to process and analyze large volumes of textual and spoken data, enabling applications like speech recognition, document summarization, machine translation, spam detection, named entity recognition, question answering, autocomplete, predictive typing, and more.


Real-World Applications & Examples: ๐ŸŒŸ

From virtual assistants like Cortana and Siri to complex systems that perform language translations or understand user commands, NLP is everywhere. Here are a few examples:

  • Cortana: Microsoft's virtual assistant that can handle various tasks using natural voice commands.
  • Siri: Apple's AI assistant that assists with calls, messages, emails, and more with just your voice.

Course Curriculum Breakdown: ๐Ÿ“š

a) NLP Introduction:

  • What is NLP?
  • Applications of NLP.
  • Challenges in NLP.

b) Key Concepts in NLP:

  • Sentence Segmentation.
  • Word Tokenization.
  • Stemming.
  • Lemmatization.
  • Parsing.
  • Parts of Speech (POS) Tagging.
  • Ambiguities in NLP.

c) NLP in Action:

  • Using NLTK for various NLP tasks.
  • Sentence and Word Tokenization.
  • Stemming and Lemmatization.
  • Noise Removal techniques.
  • Utilizing Spacy for POS Tagging, Dependency Parsing.
  • Spell Correction methods.
  • Detecting sentiment in text.
  • Understanding Point of View (POV).
  • Regular Expressions for pattern matching.
  • Named Entity Recognition (NER) to identify key entities in text.

d) Case Studies:

  • Analyzing speech recognition technologies.
  • Conducting Sentiment Analysis.
  • Creating Word Clouds.
  • Detecting spam messages.

Interactive Learning & Community Support: ๐Ÿค

Join a vibrant community of learners and get hands-on experience with NLP. Engage with fellow students in our forums and live chat channels, collaborate on projects, and receive guidance from myself, SeaportAi, and the course's dedicated teaching assistants.


Risk-Free Learning Guarantee: ๐Ÿ’ซ

Enroll in this course with confidence, knowing that you can get a full refund within 30 days if it doesn't meet your expectations.


Dive into the World of NLP Today! ๐Ÿš€

Don't miss out on the opportunity to master natural language processing and unlock a plethora of career opportunities. Sign up now and start your journey towards becoming an NLP expert with SeaportAi's comprehensive course offerings!


Join Us & Transform Your Career! ๐ŸŽ‰

With a blend of theoretical knowledge and practical skills, this course is designed to take you from novice to NLP expert. Are you ready to embark on this transformative learning journey? Let's get started! ๐Ÿง‘โ€๐Ÿ’ป๐Ÿ“–๐Ÿ’ก

Screenshots

Natural Language Processing | Build LLM Web App | RNN & LSTM - Screenshot_01Natural Language Processing | Build LLM Web App | RNN & LSTM - Screenshot_02Natural Language Processing | Build LLM Web App | RNN & LSTM - Screenshot_03Natural Language Processing | Build LLM Web App | RNN & LSTM - Screenshot_04

Reviews

Harry
January 24, 2022
Poor presentation material, not previously rehearsed when recording. Just theoretical bullets. Looks like this course has been extracted from another larger and more code focused course
Ahmed
February 16, 2021
no examples enough no data to test or practice it just gives a very little or a general knowledge

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DateDiscountStatus
24/12/202060% OFF
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udemy ID
16/12/2020
course created date
17/12/2020
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