Natural Language Processing with Machine Learning

Natural Language Processing with Machine Learning

Natural Language Processing with Machine Learning
Natural Language Processing with Machine Learning

Natural Language Processing with Machine Learning

In this course you'll learn techniques for processing text data, creating word embeddings, and using long short-term memory networks (LSTM) for tasks such as semantic analysis and machine translation.

After completing this course, you will be able to solve the important day-to-day NLP problems faced in industry, which is incredibly useful given the prevalence of text data.

The code for this course is built around the TensorFlow framework, one of the premier frameworks for industry machine learning, and the Python pandas library for data analysis. Knowledge of Python and TensorFlow are prerequisites.

This course was created by AdaptiLab, a company specializing in evaluating, sourcing, and upskilling enterprise machine learning talent. 


It is built in collaboration with industry machine learning experts from Google, Microsoft, Amazon, and Apple.

Contents

1. What you'll learn from this course

  • Overview
2. Word Embeddings
  • Introduction
  • Vocabulary
  • Embeddings
  • Skip-gram
  • Embedding Matrix
  • Candidate Sampling
  • Embedding Loss
  • Cosine Similarity
  • K-Nearest Neighbors
  • Quiz
3. Language Model
  • Introduction
  • Language Model
  • Padding
  • RNN/LSTM
  • Dropout
  • Multiple Layers
  • LSTM Output
  • Calculating Loss
  • Predictions
  • Tensor Indexing
  • Quiz
4. Text Classification
  • Introduction
  • Sentiment Analysis
  • Embeddings
  • Bidirectional LSTM
  • Logits
  • Loss
  • Classification
  • Improving the Model
  • Quiz
5. Seq2Seq Model
  • Introduction
  • Training Data
  • Final States
  • Combined State
  • Encoder-Decoder
  • Attention
  • Training Helper
  • Decoder Object
  • Decoding Output
  • Calculating Loss
  • Inference Decoding
  • Model Improvement
  • Datasets
  • Quiz
  • Course Conclusion
https://www.educative.io/courses/natural-language-processing-ml?aff=xDzJ

Share This :
Santosh Kumar

We are sharing the knowledge for free of charge and help especially third world countries who can create a simple blog and start making money from own blog. so we have launched this site. Facebook | Twitter | Pinterest | LinkedIn