Advanced NLP Techniques

Gain expertise in advanced NLP techniques, transformers, and language models.

🏷️ Badge:NLP Specialist
⏱️ Duration:12 hrs
πŸ’° Price:β‚Ή 2999

View our curriculum

The entire program leads to mastery in the field and is intended to give future practitioners a complete curriculum.

Module 1

Advanced NLP Models

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Recurrent Neural Networks (RNN)

NLP Expert

Sequence modeling, LSTM & GRU, Memory-based NLP models

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Bi-LSTM

NLP Expert

Improved sequence processing

Module 2

Transformer Models

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What are Transformers?

NLP Expert

Self-attention mechanism, Encoder-Decoder architecture

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Popular Transformer Models

NLP Expert

BERT, GPT-2 and GPT-3

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Hugging Face Library

NLP Expert

Fine-tuning pre-trained transformer models

Module 3

Text Generation

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Text Summarization

NLP Expert

Abstractive and Extractive methods

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Text Generation with GPT

NLP Expert

Prompt engineering

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Language Translation

NLP Expert

Seq2Seq models

Module 4

NLP Pipelines

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Sentiment Analysis Pipeline

NLP Expert

Text Classification with Transformers

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Custom NER Pipeline

NLP Expert

Named Entity Recognition with custom models

Module 5

Graph Neural Networks (GNNs) for NLP

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Introduction to Graph-Based Learning

NLP Expert

Understanding Graph Neural Networks

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Graph Convolutional Networks (GCN)

NLP Expert

Applying GCN in NLP tasks

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Applications in Knowledge Graphs & NLP

NLP Expert

Graph-based text representation

ML Explorer Projects:

Sharpen Your Skills with 4+ Battles

Master AI by working on 4+ real-world projectsβ€”building, innovating, and solving challenges to prepare for the fast-moving industry.

ML Explorer

Chatbot Development

Building an intelligent chatbot capable of maintaining context using transformer-based models.

ML Explorer

Fake News BERT

Developing an NLP-based classifier to detect fake news articles.

ML Explorer

Essay Scoring

Building an AI-powered system to grade essays based on linguistic and structural features.

ML Explorer

QA System

Developing a QA system that retrieves answers from a knowledge graph using GNNs.

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Earn your certification upon completing the required tasks.

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Certificate

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