Learn BERT – essential NLP algorithm by Google

سرفصل های دوره

Understand and apply Google's game-changing NLP algorithm to real-world tasks. Build 2 NLP applications.

01 - Introduction

001 Welcome to the course

002 Course curriculum, Colab toolkit and data links.html

003 EXTRA Learning Path.html

02 - BERT - Intuition

001 What is BERT

002 Quiz BERT definition.html

003 Embedding

004 Quiz From text to numbers.html

005 General Idea

006 Quiz General Idea.html

007 Old fashioned seq2seq

008 Transformer general understanding

009 Attention

010 Quiz Transformers and attention.html

011 Architecture

012 Quiz BERTs utility.html

013 Pre-training

014 Quiz BERTs applications.html

03 - Application using BERTs tokenizer

001 CNN explanation

002 Intro

003 Dependencies

004 Loading Files

005 Cleaning Data

006 Tokenization

007 Dataset Creation

008 Model Building

009 Training

010 Evaluation

04 - Application using BERT as an embedder

001 Important correction for next lecture.html

002 Inputs

003 Model Results

05 - Application fine-tuning BERT to create a question answering system

001 Intro

002 Correction of Dependencies with new package version.html

003 Dependencies

004 Data Preprocessing

005 Squad Layer

006 Correction of Whole Model with new package version.html

007 Whole Model

008 Compile AI

009 Training

010 Evaluation Preparation

011 Evaluation Creation

012 Evaluation Result

013 Home-made prediction.html

06 - Congratulations!! Dont forget your Prize )

001 Bonus How To UNLOCK Top Salaries (Live Training).html

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تولید کننده: Udemy