Deep Learning for NLP Training
Deep Learning for NLP Training
Deep Learning for NLP E-Learning Training Certified Teachers Exam Quizzes Assessments Test Exam Live Labs Tips Tricks Certificate.
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- Deep Learning
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- Buy 25 for €135,15 each and save 15%
- Buy 50 for €127,20 each and save 20%
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Deep Learning for NLP E-Learning
Order this unique E-Learning course Deep Learning for NLP online, 1 year 24/7 access to rich interactive videos, speech, progress monitoring through reports and tests per chapter to test the knowledge directly.
Course content
Deep Learning for NLP: Introduction
Course: 1 Hour, 18 Minutes
- Course Overview
- NLP with Deep Learning
- NLP Use Cases in Deep Learning
- Basic Deep Learning Frameworks
- Intermediate Deep Learning Frameworks
- Advanced Deep Learning Frameworks
- Introduction to Sentiment Data
- Using Deep Learning Pipelines for Sentiment Data
- Sentiment Analysis - Overview & Data
- Sentiment Analysis - EDA
- Sentiment Analysis - Pre-processing
- Sentiment Analysis - Modeling & Evaluation
- Sentiment Analysis - Creating Accuracy & Loss Graphs
- Course Summary
Deep Learning for NLP: Neural Network Architectures
Course: 2 Hours, 30 Minutes
- Course Overview
- Basic Architecture of a Neural Network
- Multilayer Perceptron (MLP)
- Recurrent Neural Network (RNN) Architecture
- Challenges in RNN
- Applications of Neural Network-based Architecture
- Introducing the Product Reviews Data
- Loading Product Reviews Data into Google Colaboratory
- Understanding Product Reviews Data
- Exploring Product Reviews Data
- Pre-processing Product Reviews Data
- Applying Feature Engineering - Word Representation
- Creating Vector Representations Using Word2vec
- Averaging Feature Vectors
- Creating Word Embeddings with Word2Vec
- Constructing a RNN Model with Word2vec Embeddings
- Using GloVe Vectors
- Product Reviews Classification Using RNN
- Course Summary
Deep Learning for NLP: Memory-based Networks
Course: 1 Hour, 27 Minutes
- Course Overview
- Introduction to Memory-based Networks
- Gated Recurrent Unit (GRU) Architecture
- Long Short-term Memory (LSTM) Architecture
- Fall of RNN versus Rise of LSTM
- Variants of LSTM networks
- Product Review Data Preparation for Modeling
- Product Review Data Classification Using GRU
- Product Review Data Classification Using LSTM
- Product Review Data Classification Using Bi-LSTM
- Result Comparison between RNN, GRU, and LSTM
- Course Summary
Deep Learning for NLP: Transfer Learning
Course: 2 Hours, 10 Minutes
- Course Overview
- Introduction to Transfer Learning
- Advantages and Challenges of Transfer Learning
- Role of Language Modeling in Transfer Learning
- Introduction to Basic Transfer Learning Models
- Intermediate Transfer Learning Models
- Advance Transfer Learning Models
- Building ELMo Embedding Layer for Reviews
- Creating ELMo an Model for Product Reviews
- Classifying Product Reviews Using ELMo
- Reshaping Data for the ELMo Embedding Layer
- Building a Language Model Using ULMFiT
- Implementing the Language Model Using ULMFiT
- Classifying Product Reviews Using ULMFIT & FastText
- Performing Result Comparison
- Course Summary
Deep Learning for NLP: GitHub Bug Prediction Analysis
-
Course Overview
-
Case Study: Introduction to GitHub Bug Prediction
- Case Study: Loading Data & Libraries
- Case Study: Understanding the Data
- Case Study: Basic Exploratory Data Analysis
- Case Study: Punctuation & Stop Word Analysis
- Case study: Advanced Data Preprocessing
- Case Study: Data Cleaning
- Case Study: Exploring Vectorization
- Case Study: Exploring Embeddings
- Case Study: Applying Deep Learning Modeling
- Case Study: Performing Model Comparison
- Course Summary
Language | English |
---|---|
Qualifications of the Instructor | Certified |
Course Format and Length | Teaching videos with subtitles, interactive elements and assignments and tests |
Lesson duration | 9 Hours |
Progress monitoring | Yes |
Access to Material | 365 days |
Technical Requirements | Computer or mobile device, Stable internet connections Web browsersuch as Chrome, Firefox, Safari or Edge. |
Support or Assistance | Helpdesk and online knowledge base 24/7 |
Certification | Certificate of participation in PDF format |
Price and costs | Course price at no extra cost |
Cancellation policy and money-back guarantee | We assess this on a case-by-case basis |
Award Winning E-learning | Yes |
Tip! | Provide a quiet learning environment, time and motivation, audio equipment such as headphones or speakers for audio, account information such as login details to access the e-learning platform. |
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