NLP Certification- BERT, GPTs, HMTL & Multimodal Large Model


Multimodal NLP, GPT-4 Expectations, Multilingual NLP for Text Classification, Language Translations & Sentiment Analysis

What you will learn

Understanding of Transformers from scratch to BERT to GPT3

Language Translations using Transformers in NLP

Text Classification and Implementation of Chatbot in RASA and Spicy

GPTs as Few Shot Learners & Multilingual NLP

GPT 4- What to expect?

50+ NLP Coding Exercises with Coding Solutions

Attention and Multi- Head Attention in NLP Transformers

Implement a Transformer for an NLP based task/ activity

Google Mum as multilingual unified platfrom

Description

This course introduces you to the fundamentals of Transformers in NLP. The topics include are;

1. Recurrent Neural Networks & LSTM

2. Bi-Directional Encoder Representation from Transformers.

3. Masked Language Modelling.

4. Next Sentence Prediction using Transformers.

5. Generative Pre-trained Transformers and their implementation in RASA and SpiCy.

6. Complete Code for Online Fraud Detection System.

7. Complete Code for Text Classification.

8. Complete Code for Language Translation System.

9. Complete Code for Movie Recommender System.

10. Complete Code for Speech to Text Conversion using GPT-2.


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11. Complete Code for Chatbot using GPT3.

12. Complete Code for Text Summary System using GPT3.

13. Automated Essay Scoring using Transformer Models.

14. Sentiment Analysis using Pre-trained Transformers.

15. Training and Testing a GPT- 2 for Novel Writing.

16. Game Design using AlphaGo and Transformers.

17. 50+ NLP coding exercises along with complete solutions to complete this certification.

Transformers (formerly known as PyTorch-transformers and pytorch-pretrained-bert) provide thousands of pre-trained models to perform tasks on different modalities such as text, vision, and audio.

These models can be applied on:

  • Text, for tasks like text classification, information extraction, question answering, summarization, translation, text generation, in over 100 languages.
  • Images, for tasks like image classification, object detection, and segmentation.
  • Audio, for tasks like speech recognition and audio classification.

Transformer Models are great with Sequential Data and are Pre-trained which makes them versatile and capable. It allows further to Gain Out-of-the-Box Functionality. Transformer models enable you to take a large-scale LM (language model) trained on a massive amount of text (the complete works of Shakespeare), then update the model for a specific conceptual task, far beyond mere “reading,” such as sentiment analysis and even predictive analysis.

English
language

Content

Introduction

Introduction

Why Transformers are preferred over RNNs and LSTMS?

Why Transformers?

Self Attention in Transformers

Self Attention in Transformers

Online Fraud Detection System

Online Fraud Detection System

Text Classification using Transformers

Text Classification using Transformers

Speech to Text Conversion

Speech to Text Conversion

Movie Recommender System

Movie Recommender System

Language Translation in NLP

Language Translation in NLP

Implementation of Bidirectional Representation from Transformers

BERT

Paraphrasing Text using Transformer

Implementation of Pegasus Transformer for Paraphrasing

Automated Essay Scoring using Transformers

Automated Essay Scoring using Transformers

Sentiment Analysis using Transformers

Applying Transformers and Aspect-based Sentiment Analysis approaches on Sarcasm

Generative Pre- Trained Transformers

Implementation in RASA and SpiCy

Training a GPT- 2 Transformer

Training a GPT- 2 Transformer for Harry Porter Novel Writing

Building a Chess Game using Transformer and AlphaGo

Learning Chess by combining AlphaGo and Transformers

Building Chatbot with RASA and SpiCy

BUILDING CHATBOT WITH RASA & SpiCy

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