Classifying Sentiment of Reviews using BERT (NLP)

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Section 1: Introduction to Transformers

  1. Introduction
  2. Building Blocks:Encoder
  3. Building Blocks:Self-Attention
  4. Building Blocks:Positional Encoding
  5. Building Blocks:Residuals
  6. Building Blocks:Decoder
  7. Getting it Together: Classification

Section 2: Introduction to BERT

  1. Overview
  2. Use Cases Solved by BERT
  3. Transfer Learning with BERT
  4. Task-Specific Transformations

Section 3: Classifying Sentiment of Reviews using BERT (NLP) (Code Demo)

  1. Setup Environment and Import Data
  2. Preprocess Data for BERT
  3. Split into train-validation-test sets
  4. Initialize Dataloader
  5. Train Model
  6. Initialize Model
  7. Plot Training and Validation Losses
  8. Examine Results
  9. Save Model
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