Title
Natural Language Processing | Build LLM Web App | RNN & LSTM
Create App Using Streamlit | Sentiment Analysis | Speech to text | Spam Detection

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 ๐
Recent Updates: ๐
- 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! ๐ง ๐ฌ
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? ๐ค
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: ๐
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: ๐
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: ๐ค
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: ๐ซ
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! ๐
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! ๐
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! ๐งโ๐ป๐๐ก
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Angelcrc Seven | 24/12/2020 | YEARENDSALENLP | 60% OFF | expired | |
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