Learn BERT - essential NLP algorithm by Google

Focused View

Ligency I Team,Ligency Team,Martin Jocqueviel

5:25:59

292 View

01 - Introduction

001 Welcome to the course.mp4

05:50

002 Course curriculum, Colab toolkit and data links.html

003 EXTRA Learning Path.html

02 - BERT - Intuition

001 What is BERT.mp4

04:22

002 Quiz BERT definition.html

003 Embedding.mp4

11:05

004 Quiz From text to numbers.html

005 General Idea.mp4

15:50

006 Quiz General Idea.html

007 Old fashioned seq2seq.mp4

11:03

008 Transformer general understanding.mp4

14:21

009 Attention.mp4

32:05

010 Quiz Transformers and attention.html

011 Architecture.mp4

18:01

012 Quiz BERTs utility.html

013 Pre-training.mp4

13:01

014 Quiz BERTs applications.html

03 - Application using BERTs tokenizer

001 CNN explanation.mp4

13:57

002 Intro.mp4

03:05

003 Dependencies.mp4

08:47

004 Loading Files.mp4

06:19

005 Cleaning Data.mp4

09:01

006 Tokenization.mp4

07:27

007 Dataset Creation.mp4

14:27

008 Model Building.mp4

15:45

009 Training.mp4

12:32

010 Evaluation.mp4

08:01

04 - Application using BERT as an embedder

001 Important correction for next lecture.html

002 Inputs.mp4

12:11

003 Model Results.mp4

12:07

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

001 Intro.mp4

06:09

002 Correction of Dependencies with new package version.html

003 Dependencies.mp4

09:23

004 Data Preprocessing.mp4

07:08

005 Squad Layer.mp4

08:18

006 Correction of Whole Model with new package version.html

007 Whole Model.mp4

06:02

008 Compile AI.mp4

11:18

009 Training.mp4

07:58

010 Evaluation Preparation.mp4

04:06

011 Evaluation Creation.mp4

12:44

012 Evaluation Result.mp4

03:36

013 Home-made prediction.html

06 - Congratulations!! Dont forget your Prize )

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

Description

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

What You'll Learn?

Understand the history about BERT and why it changed NLP more than any algorithm in the recent years
Understand how BERT is different from other standard algorithm and is closer to how humans process languages
Use the tokenizing tools provided with BERT to preprocess text data efficiently
Use the BERT layer as a embedding to plug it to your own NLP model
Use BERT as a pre-trained model and then fine tune it to get the most out of it
Explore the Github project from the Google research team to get the tools we need
Get models available on Tensorflow Hub, the platform where you can get already trained models
Clean text data
Create datasets for AI from those data
Use Google Colab and Tensorflow 2.0 for your AI implementations
Create customs layers and models in TF 2.0 for specific NLP tasks

Who is this for?

AI amateurs that are eager to learn how NLP research has evolved those last years and how BERT is changing everything

AI students that need to have a deeper knowledge about the most recent NLP techniques

Business driven people that are eager to know how to optimize NLP solutions to leverage any text data

Anyone who wants to start a new career specialized in NLP and get a strong knowledge of the state-of-the art algorithm in this field, adding efficient cases to their portfolio

What You Need to Know?

Basic Python and Tensorflow knowledge

Basic Mathematics knowledge (high school level)

More details

Description
Master BERT: The Breakthrough NLP Algorithm
Course Overview:
Welcome to the ultimate guide to BERT! This comprehensive course is designed to take you on a journey from the basics to mastery of BERT (Bidirectional Encoder Representations from Transformers), a state-of-the-art algorithm transforming the field of natural language processing (NLP).
Why Choose This Course?
Accessible for Everyone: Whether you're a seasoned data scientist or a newcomer to NLP, this course is crafted to be inclusive and comprehensive. We begin with the origins and history of BERT, carefully explaining each concept so that anyone can follow along. By the end of the course, you'll have a solid grasp of BERT, regardless of your starting point.
Revolutionary and Versatile: BERT has fundamentally changed how we approach NLP tasks by eliminating the need for traditional models like RNNs and CNNs. Instead, BERT uses transformers to provide a more intuitive and effective way to process language. You'll learn how to apply BERT to a wide range of NLP tasks, making your projects more powerful and efficient.
Practical: We prioritize practicality and usability in this course. Using TensorFlow 2.0 and Google Colab, you'll avoid common issues with local machine setups and software compatibility. These tools ensure that you are learning with the most current and advanced technologies available. You'll gain hands-on experience with real-world applications, reinforcing your learning and giving you the confidence to apply BERT in your own projects.
Hands-On Learning: Our course includes numerous practical exercises and projects to help you apply what youâ€™ve learned. You'll work through real-world scenarios and datasets, allowing you to see firsthand how BERT can be used to solve complex NLP problems. This hands-on approach ensures that you're not just learning theory but also gaining the practical skills needed to implement BERT effectively.
Enroll Now:
If you're ready to dive into the world of BERT and revolutionize your approach to natural language processing, this course is for you. Enroll now and start your journey towards mastering one of the most powerful tools in NLP today!

Who this course is for:
AI amateurs that are eager to learn how NLP research has evolved those last years and how BERT is changing everything
AI students that need to have a deeper knowledge about the most recent NLP techniques
Business driven people that are eager to know how to optimize NLP solutions to leverage any text data
Anyone who wants to start a new career specialized in NLP and get a strong knowledge of the state-of-the art algorithm in this field, adding efficient cases to their portfolio

User Reviews

Rating

average 0

Total votes0

Focused display

Natural Language Processing

Ligency I Team

Instructor's Courses

Hi there,We are the Ligency team. You will be hearing from us when new Ligency courses are released, when we publish new podcasts, blogs, share cheatsheets and more!We are here to help you stay on the cutting edge of Data Science and Technology. See you in class,Sincerely,Ligency Team!

Ligency Team

Instructor's Courses

Hi there,We are the Ligency PR and Marketing team. You will be hearing from us when new courses are released, when we publish new podcasts, blogs, share cheatsheets and more!We are here to help you stay on the cutting edge of Data Science and Technology.See you in class,Sincerely,The Real People at Ligency

Martin Jocqueviel

Instructor's Courses

After graduating in Physics and Mathematics from École Polytechnique in France, I specialized in Machine Learning and Artificial Intelligence at ENS. As a Mathematician I like to grasp the full implications behind every algorithm, while as a physicist I want to consider the reality of data from a practical point of view when building an AI. I decided to combined those two aspects of science to build inspiring, intuitive and useful courses for everyone!

Udemy

View courses Udemy

Students take courses primarily to improve job-related skills.Some courses generate credit toward technical certification. Udemy has made a special effort to attract corporate trainers seeking to create coursework for employees of their company.