Build Movie Review Classification with BERT and Tensorflow

Why take this course?
🎬 Build Movie Review Classification with BERT and TensorFlow 2.4: Learn to Predict Sentiment from Text
Course Headline:
Learn to build Movie Review Classifier engine with BERT and TensorFlow 2.4
Course Description:
🚀 Kickstart Your Journey in NLP
In this comprehensive course, we embark on a journey to explore the world of Natural Language Processing (NLP) by building a Movie Review Classifier with BERT and TensorFlow 2.4. This tutorial is tailored for beginners who aspire to develop proficiency in deep learning text classifiers.
🧠 What You Will Learn:
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Understanding Movie Review Classification
Dive into the intricacies of sentiment analysis and learn how to interpret movie reviews using advanced NLP techniques. -
Word Embeddings from Scratch
Discover the foundations of word embeddings, including:- Word2Vec
- One hot encoding
- Glove
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BERT Mastery
Explore BERT's advantages and understand why it's a game-changer in NLP. We'll cover:- What BERT is and how it outperforms other technologies
- How to leverage pre-trained models for text classification tasks
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Fine-Tuning Your Model
Learn the process of fine-tuning a pre-trained BERT model on the IMDB movie review dataset, ensuring your classifier is both accurate and robust. -
Evaluating Your Model
Gain insights into how to effectively evaluate your model's performance with real-world data. -
Hands-On with Jupyter Notebook
Get comfortable using Jupyter Notebook for programming, a powerful tool in the data scientist's arsenal.
🛠️ Skills for the Future
BERT is at the forefront of NLP technology. Google uses BERT for its text classification systems, and as an NLP developer, you'll be in high demand. This course will equip you with the skills needed to excel in this rapidly growing field.
Course Content & Overview:
This course is a step-by-step guide to creating a movie review classification engine using Python, TensorFlow 2.4, and Jupyter notebooks. You'll work alongside an experienced professional instructor to:
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Word Embeddings:
- Explore different word representation models including Word2Vec, One hot encoding, Glove, and finally BERT.
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Building the Application:
- Learn how to download and handle datasets, pre-trained models, and fine-tune your BERT model on the IMDB movie review dataset.
- Understand model evaluation techniques and test your model with real-world data.
What You Will Get from This Course:
🎓 A Comprehensive Learning Experience
- Learn movie review classification using BERT and TensorFlow 2.4 from a professional trainer directly from your home.
- Access over 10 lectures designed to take you from zero to hero in building a movie review classification engine.
- Ideal for beginner programmers, this course is perfect for those who learn best through visual methods and hands-on examples.
- Get your concepts solidified with challenges accompanied by solutions to validate your learning.
🌟 Join the NLP Revolution
Embark on a career in NLP with confidence, knowing you have the skills to tackle complex text classification problems. This course is your gateway to becoming an expert in leveraging BERT for sentiment analysis and beyond.
Ready to dive into the world of NLP? Enroll now and transform your coding skills into a powerful tool for understanding and interpreting human language with BERT and TensorFlow 2.4!
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