achine learning+
TutorialsPricingTestimonialsDS Career Path
Sign inStart free

The roadmap, in 8 stages

  1. 01Programming for AI/ML9 courses
  2. 02Statistics and ML Algorithms11 courses
  3. 03MLOps12 courses
  4. 04Deep Learning6 courses
  5. 05Agentic AI10 courses
  6. 06Time Series Forecasting9 courses
  7. 07Industry DS Projects15 courses
  8. 08Special Topics13 courses

Start free

  • Foundations of Data Science
  • Core Python Programming

All-Access membership

All 85 courses, one membership

See plans and prices

Browse all coursesSee the map
achine learning+

Courses, in 8 stages

  1. 01Programming for AI/ML9 courses
  2. 02Statistics and ML Algorithms11 courses
  3. 03MLOps12 courses
  4. 04Deep Learning6 courses
  5. 05Agentic AI10 courses
  6. 06Time Series Forecasting9 courses
  7. 07Industry DS Projects15 courses
  8. 08Special Topics13 courses
  • Dashboard
  • Tutorials
  • Pricing
  • Testimonials
  • DS Career Path
Start freeSign in
  1. Courses
  2. Project: Classifying Sentiment of Reviews using BERT (NLP)
  3. Introduction to Transformers

Building Blocks Residuals

Video · 1 min · Lesson 6 of 20

PreviousBuilding Blocks Positional EncodingNext lessonBuilding Blocks Decoder

Discussion

Sign in to read the discussion and ask a question.

Deep LearningProject: Classifying Sentiment of Reviews using BERT (NLP)

    1. IntroductionFree2 min
    2. Download Resources1 min
    3. Building Blocks EncoderFree3 min
    4. Building Blocks Self AttentionFree1 min
    5. Building Blocks Positional EncodingFree1 min
    6. Building Blocks ResidualsFree1 min
    7. Building Blocks DecoderFree1 min
    8. Getting it Together Classification1 min
    9. Course Review1 min
    1. Overview2 min
    2. Use Cases Solved by BERT2 min
    3. Transfer Learning with BERT1 min
    4. Task-Specific Transformations1 min
    1. Setup Environment and Import Data2 min
    2. Preprocess Data for BERT2 min
    3. Split into train-validation-test sets1 min
    4. Initialize Dataloader1 min
    5. Train and Initialize Model3 min
    6. Plot Training and Validation Losses1 min
    7. Examine Results1 min

Get new articles, videos and live session news

Join 57,000+ fine folks. Stay as long as you’d like. Unsubscribe anytime.

achine learning+

Learn and master AI and data science.

We accept

Visa, PayPal, American Express, Mastercard and bank transfer

Roadmap

  • The complete roadmap
  • Programming for DS
  • ML algorithms
  • MLOps
  • Deep learning
  • Generative AI
  • Time series
  • DS industry projects
  • Supplementary courses

Offerings

  • All courses
  • All-Access membership
  • Course map
  • Tutorials
  • YouTube
  • 30-day DS interview prep
  • Task list for DS projects
  • Jobs

Company

  • About us
  • Testimonials
  • Contact us
  • Drop a query
  • Newsletter

© 2026 Machine Learning Plus. All rights reserved.

  • Privacy policy
  • Terms of service
  • Terms and conditions
  • Refund policy
  • Imprint