Transformer Architecture Explained from Scratch with Detailed Math Examples

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  • Опубликовано: 10 окт 2024
  • Watch now and learn the mathematics behind the Transformer Architecture! 🔗
    In this video, we're going to dive into the Transformer Architecture and explore its various components, including token embeddings, positional encoding, attention, and feed-forward blocks. You'll learn about the encoder-decoder architecture and how it's used in sequence-to-sequence tasks. We'll also cover the importance of multi-head attention and how it's used in the Transformer model.
    Contents Covered
    Introduction to the Transformer Architecture
    Token Embeddings and Positional Encoding
    Attention Mechanism and Multi-Head Attention and its Variants
    Feed-Forward Blocks and Layer Normalization
    Training and Inference Process
    Decoding Strategy and Greedy Decoding
    Key Takeaways:
    Learn the Transformer Architecture and its various components
    Understand the importance of multi-head attention and how it's used in the model
    Discover how the feed-forward blocks and layer normalization work
    Understand the training and inference process
    Learn about different decoding strategies and greedy decoding
    What's Next: In the next video, we'll implement the Transformer Architecture for translation tasks. Stay tuned!
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Комментарии • 8

  • @agamergen
    @agamergen 3 дня назад +1

    Please keep going. I love your creativity

  • @SowmyaRao-d9g
    @SowmyaRao-d9g 3 дня назад +1

    Very detailed and you explained it very well.

  • @openai.deepaksingh
    @openai.deepaksingh 2 дня назад

    This was awesome. I cleared my lot many doubts. Hope this channel keeps bringing such videos.

  • @agamergen
    @agamergen 3 дня назад +1

    As always you chew it very well so we can swallow it easily ❤

  • @prashlovessamosa
    @prashlovessamosa 3 дня назад +1

    Thanks Anna

  • @ShivamPradhan-c1x
    @ShivamPradhan-c1x День назад

    can you add the resource link of this video

  • @NavdeepVarshney-ep4ck
    @NavdeepVarshney-ep4ck 16 часов назад

    Can I get your number are u a researcher