Natural Language Processing on Google Cloud
Course Details
Course Curriculum & Description
Learn how to build intelligent Natural Language Processing (NLP) applications using Google Cloud, Vertex AI, TensorFlow, and modern machine learning techniques. This advanced course teaches developers how to analyze, classify, understand, and generate human language using Google's enterprise AI services.
You'll gain practical experience working with text preprocessing, embeddings, sequence models, transformer architectures, sentiment analysis, document classification, and production-ready NLP pipelines deployed on Google Cloud.
Ideal for machine learning engineers, AI developers, software engineers, and cloud professionals looking to specialize in enterprise NLP solutions.
Course Modules
Module 1 — Course Introduction
- NLP Overview
- Google Cloud AI Services
- Course setup
Module 2 — NLP on Google Cloud
- Text preprocessing
- Language understanding
- Sentiment analysis
- Document AI
Module 3 — NLP with Vertex AI
- Vertex AI pipelines
- Model training
- Model deployment
Module 4 — Text Representation
- Word embeddings
- Tokenization
- Vector representations
Module 5 — NLP Models
- Sequence models
- RNNs
- LSTMs
- Transformer basics
Module 6 — Advanced NLP Models
- BERT
- Transformer architectures
- Fine-tuning models
- Enterprise NLP applications
Module 7 — Course Summary
- Final review
- Best practices
- Production deployment
What You Will Learn
- Create end-to-end NLP applications
- Train neural language models
- Build enterprise AI solutions
- Deploy NLP services using Google Cloud
- Improve model accuracy through preprocessing
- Use Vertex AI for production ML workflows
- Work with TensorFlow NLP libraries
- Understand transformer architectures
- Build scalable cloud-based NLP systems
- Apply NLP to real-world business problems
Course Prerequisites
Intermediate Python programming
Basic Machine Learning knowledge
Familiarity with TensorFlow
Google Cloud fundamentals
Understanding of neural networks
Course Highlights
Official Google Cloud Course
Advanced Level
Hands-on Labs
Google Vertex AI
TensorFlow Projects
Enterprise NLP
Production Deployment
Cloud AI Development
Shareable Certificate
Self-paced Learning