Word Embeddings Courses and Certifications

Open Data Science

Social Biases in Text Representations and Their Mitigation

Explore social biases in text representations and their mitigation with NLP expert Danushka Bollegala. Learn about gender bias, word embeddings, masked language models, and multi-lingual bias evaluation in AI systems.

• YouTube
• 43 minutes
• On-Demand
• Free Video

DataLearning@ICL

Tackling Fairness, Change, and Polysemy in Word Embeddings

Explore fairness, change, and polysemy in word embeddings with Felipe Bravo's presentation on cutting-edge research in natural language processing and machine learning.

• YouTube
• 45 minutes
• On-Demand
• Free Video

UofU Data Science

Vector Semantics and Word Embeddings in Data Science

Dive into the mathematical foundations of vector semantics and word embeddings, exploring how words are represented as numerical vectors for natural language processing applications.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

UofU Data Science

Vector Semantics and Word Embeddings in Natural Language Processing

Dive into vector semantics and word embeddings, exploring representation learning, distributional hypothesis, word2vec implementation, and their practical applications in natural language processing.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Embeddings and Representations in Machine Learning - Spring 2023

Explore data representation techniques from TF-IDF to contextualized embeddings, covering word analogies, societal biases, and image representations for advanced data mining applications.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

OpenSource Connections

How Far is the Empire State Building from the Eiffel Tower? Semantic Vectors in Travel Discovery - Haystack US 2023

Explore semantic vector applications in travel marketplaces for improved recommendations, ranking, and ad optimization. Learn about evolving algorithms and practical advice for implementation.

• YouTube
• 45 minutes
• On-Demand
• Free Video

IBM;  Amazon Microcredential

Natural Language Processing

309 ratings at Udacity

Master advanced NLP techniques, from text cleaning to machine translation. Build models for sentiment analysis, speech recognition, and more using deep learning and neural networks.

• Udacity
• 2 months 2 weeks 4 days 4 hours 48 minutes
• On-Demand
• Paid Course

Computing With Natural Language

Learn advanced techniques like word embeddings, deep learning attention, and more. Build a machine translation model using recurrent neural network architectures.

• Udacity
• 25 hours
• On-Demand
• Paid Course

Sequence Models

30441 ratings at Coursera

Master sequence models for NLP tasks, including RNNs, LSTMs, and transformers. Apply these techniques to speech recognition, language modeling, and machine translation.

• Coursera
• 1 day 13 hours 17 minutes
• On-Demand
• Free Online Course (Audit)

Natural Language Processing in TensorFlow

6491 ratings at Coursera

Learn to process text, tokenize sentences, and apply RNNs, GRUs, and LSTMs in TensorFlow for natural language processing tasks, including sentiment analysis and poetry generation.

• Coursera
• 23 hours 19 minutes
• On-Demand
• Free Online Course (Audit)

Natural Language Processing with Classification and Vector Spaces

4479 ratings at Coursera

This is the Course 1 of the Natural Language Processing Specialization, offered by deeplearning.ai

• Coursera
• 1 day 9 hours 23 minutes
• On-Demand
• Free Online Course (Audit)

Natural Language Processing with Sequence Models

1145 ratings at Coursera

Train neural networks for sentiment analysis, text generation, named entity recognition, and question comparison using advanced NLP techniques like GLoVe embeddings, GRUs, LSTMs, and Siamese models.

• Coursera
• 21 hours 14 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to Natural Language Processing in R

Gain an overview of all the skills and tools needed to excel in Natural Language Processing in R.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Machine Translation with Keras

Are you curious about the inner workings of the models that are behind products like Google Translate?

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Natural Language Processing Bootcamp in Python

196 ratings at Udemy

Learn the fundamentals of Text Mining and NLP using Text Processing, NLTK, Sentiment Analysis and Neural Networks

• Udemy
• 18 hours 7 minutes
• On-Demand
• Paid Course