NLP Concepts for AI Product Managers: From Embeddings to Transformers
Master the essential NLP concepts, from foundational text representations to advanced Transformer models, to effectively define, develop, and manage AI-powered products.
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Foundational NLP for Product Managers
Unit 1: Introduction to NLP for Product Managers
What is NLP?
Why NLP for PMs?
NLP in Real-World Products
Unit 2: Representing Text for Machines
Text: From Words to Numbers
Word Embeddings Explained
Contextual Embeddings
Unit 3: Building NLP Products: Considerations
Data for NLP Products
NLP Product Trade-offs
Transformer Models and AI Product Strategy
Unit 1: Understanding Transformer Architecture
Beyond RNNs: Why Transformers?
The Encoder-Decoder Core
Attention: The Core Idea
Self-Attention & Multi-Head
Unit 2: Transformer Models in Action
BERT: Bidirectional Power
GPT: Generative AI's Star
T5: The Unified Framework
Unit 3: Strategizing with Transformers
Talking Tech with Engineers