NLP Masterclass With Cutting Edge Models : For Every Student

Natural Language processing, Deep Learning, Word2Vec, GloVe, Markov Model, LSTM, Transformers, Generative AI for text
4.58 (18 reviews)
Udemy
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English
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NLP Masterclass With Cutting Edge Models : For Every Student
158
students
27.5 hours
content
May 2025
last update
$84.99
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Why take this course?

🚀 Natural Language Processing Masterclass with Cutting-Edge Models: For Every Student 📚


Course Headline: Unlock the Secrets of NLP, Deep Learning, and Generative AI Text with this Comprehensive Masterclass led by Expert Instructor Zeeshan Ahmad! 🧠✨


Introduction

Hey there, fellow learners and aspiring data maestros! If you're eager to dive into the world of Natural Language Processing (NLP) and harness the power of cutting-edge models such as LSTM, Transformers, and Generative AI for text, this is the course for you. 🌟

Course Overview

This intensive 3-in-1 course is meticulously designed to cover:

  1. Text Preprocessing and Text Vectorization: Master the essential steps to prepare raw text and transform words into vectors that machines can understand. 📈

  2. Machine Learning and Statistical Methods: Explore the algorithmic wonders of NLP with both machine learning and statistical approaches, enhancing your analytical toolkit. 🔍

  3. Deep Learning for NLP and Generative AI for text: Discover the depths of NLP using advanced deep learning methods and generate new content with state-of-the-art techniques in AI. 🤖

Course Curriculum

The course is divided into comprehensive sections to guide you through this transformative journey:

  • Introduction of the Course: Set the stage for your NLP journey.

  • Introduction to Google Colab: Learn to harness cloud computing with ease.

  • Introduction to Natural Language Processing: Get familiar with the landscape of NLP.

  • Text Preprocessing: Clean and prepare text data for analysis and modeling.

  • Text Vectorization: Convert text into numerical form for machine learning algorithms.

  • Text Classification with Machine Learning Models: Categorize text using robust ML techniques.

  • Sentiment Analysis: Analyze opinions and sentiments embedded in text data.

  • Spam Detection: Build models to spot spammy content from a mile away.

  • Dirichlet Distribution: Understand this key concept in text modeling.

  • Topic Modeling: Discover hidden topics within large volumes of text.

  • Neural Networks: Delve into the foundations of neural networks.

  • Neural Networks for Text Classification: Harness the power of neural networks for improved classification tasks.

  • Word Embeddings: Learn how to use word vectors to capture semantic meaning in text.

  • Neural Word Embeddings: Explore advanced word representation techniques.

  • Generative AI for NLP: Create new text that can fool humans into thinking it was written by one!

  • Markov Model for Text Generation: Implement simple probabilistic models to generate human-like text.

  • Recurrent Neural Networks (RNN): Understand the role of RNNs in handling sequential data.

  • Seq2Seq Networks for Text Generation: Harness sequence-to-sequence models for generating coherent and contextually relevant text.

  • Seq2Seq Networks for Language Translation: Master the art of translating text between languages using advanced neural networks.

  • Transformers: Get hands-on experience with transformer models, which are leading the NLP revolution today.

  • Bidirectional LSTM: Explore a special kind of RNN that can learn bi-directional dependencies in context.

  • Python Refresher: Brush up on Python programming skills, or jumpstart your journey if you're new to the language. 🐍

Who Should Enroll?

  • NLP Course Students: Elevate your existing coursework to advanced levels with real-world applications and state-of-the-art models.

  • Beginners in NLP: Perfect for those starting from scratch, learn NLP concepts from A to Z in a practical way.

  • AI Researchers: Stay ahead of the curve with cutting-edge NLP techniques, adding new strings to your research bow.

  • Python Enthusiasts and Learners: Develop and refine your Python programming skills by solving complex NLP problems.

  • Professionals Looking to Switch: Whether you're transitioning from MATLAB or another language, this course will guide you to become proficient in Python specifically for NLP tasks.

Join Us on This Exciting Journey! 🚀

Embark on a transformative learning adventure with Zeeshan Ahmad as your expert guide. You'll come out on the other sidenot just knowing NLP but also being able to apply it effectively in real-world scenarios. Enroll now and take your first step towards becoming an NLP expert! 🎓


Note: This course is designed to be interactive, with hands-on projects that will allow you to apply what you've learned directly within Google Colab, making it an immersive and practical learning experience. Don't miss out on the opportunity to become proficient in NLP with the most modern and sophisticated techniques available today! 🌐💎

Course Gallery

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udemy ID
14/10/2024
course created date
16/02/2025
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