Topic: NLP
Here are the most recent and most popular posts on NLP
Latest posts on NLP
- Reducing the High Cost of Training NLP Models With SRU++ - Mar 4, 2021The increasing computation time and costs of training natural language models (NLP) highlight the importance of inventing computationally efficient models that retain top modeling power with reduced or accelerated computation. A single experiment training a top-performing language model on the 'Billion Word' benchmark would take 384 GPU days and as much as $36,000 using AWS on-demand instances.
- Speech to Text with Wav2Vec 2.0 - Mar 2, 2021Facebook recently introduced and open-sourced their new framework for self-supervised learning of representations from raw audio data called Wav2Vec 2.0. Learn more about it and how to use it here.
- Using NLP to improve your Resume - Feb 23, 2021This article discusses performing keyword matching and text analysis on job descriptions.
- GPT-2 vs GPT-3: The OpenAI Showdown - Feb 17, 2021Thanks to the diversity of the dataset used in the training process, we can obtain adequate text generation for text from a variety of domains. GPT-2 is 10x the parameters and 10x the data of its predecessor GPT.
- Hugging Face Transformers Package – What Is It and How To Use It - Feb 16, 2021The rapid development of Transformers have brought a new wave of powerful tools to natural language processing. These models are large and very expensive to train, so pre-trained versions are shared and leveraged by researchers and practitioners. Hugging Face offers a wide variety of pre-trained transformers as open-source libraries, and you can incorporate these with only one line of code.
Most popular (badge-winning) recent posts on NLP
- 15 Free Data Science, Machine Learning & Statistics eBooks for 2021 [Platinum Blog]We present a curated list of 15 free eBooks compiled in a single location to close out the year.
- Top Python Libraries for Deep Learning, Natural Language Processing & Computer Vision [Gold Blog]This article compiles the 30 top Python libraries for deep learning, natural language processing & computer vision, as best determined by KDnuggets staff.
- How to Acquire the Most Wanted Data Science Skills [Gold Blog]We recently surveyed KDnuggets readers to determine the "most wanted" data science skills. Since they seem to be those most in demand from practitioners, here is a collection of resources for getting started with this learning.
- Roadmap to Natural Language Processing (NLP) [Silver Blog]Check out this introduction to some of the most common techniques and models used in Natural Language Processing (NLP).
- The NLP Model Forge: Generate Model Code On Demand [Silver Blog]You've seen their Big Bad NLP Database and The Super Duper NLP Repo. Now Quantum Stat is back with its most ambitious NLP product yet: The NLP Model Forge.
- Must-read NLP and Deep Learning articles for Data Scientists [Gold Blog]NLP and deep learning continue to advance, nearly on a daily basis. Check out these recent must-read guides, feature articles, and other resources to keep you on top of the latest advancements and ahead of the curve.
- Easy Speech-to-Text with Python [Platinum Blog]In this blog, I am demonstrating how to convert speech to text using Python. This can be done with the help of the “Speech Recognition” API and “PyAudio” library.
- Natural Language Processing with Python: The Free eBook [Gold Blog]This free eBook is an introduction to natural language processing, and to NLTK, one of the most prevalent Python NLP libraries.
- From Languages to Information: Another Great NLP Course from Stanford [Silver Blog]Check out another example of a Stanford NLP course and its freely available courseware.
- The Best NLP with Deep Learning Course is Free [Platinum Blog]Stanford's Natural Language Processing with Deep Learning is one of the most respected courses on the topic that you will find anywhere, and the course materials are freely available online.
- Natural Language Processing Recipes: Best Practices and Examples [Gold Blog]Here is an overview of another great natural language processing resource, this time from Microsoft, which demonstrates best practices and implementation guidelines for a variety of tasks and scenarios.
- Five Cool Python Libraries for Data Science [Gold Blog]Check out these 5 cool Python libraries that the author has come across during an NLP project, and which have made their life easier.
- The Super Duper NLP Repo: 100 Ready-to-Run Colab Notebooks [Gold Blog]Check out this repository of more than 100 freely-accessible NLP notebooks, curated from around the internet, and ready to launch in Colab with a single click.
- The Big Bad NLP Database: Access Nearly 300 Datasets [Silver Blog]Check out this database of nearly 300 freely-accessible NLP datasets, curated from around the internet.
- Top 10 AI, Machine Learning Research Articles to know [Silver Blog]We’ve seen many predictions for what new advances are expected in the field of AI and machine learning. Here, we review a “data set” based on what researchers were apparently studying at the turn of the decade to take a fresh glimpse into what might come to pass in 2020.
- Top 10 Technology Trends for 2020 [Silver Blog]With integrations of multiple emerging technologies just in the past year, AI development continues at a fast pace. Following the blueprint of science and technology advancements in 2019, we predict 10 trends we expect to see in 2020 and beyond.
- An Introductory Guide to NLP for Data Scientists with 7 Common Techniques [Silver Blog]Data Scientists work with tons of data, and many times that data includes natural language text. This guide reviews 7 common techniques with code examples to introduce you the essentials of NLP, so you can begin performing analysis and building models from textual data.
- Top 5 must-have Data Science skills for 2020 [Gold Blog]The standard job description for a Data Scientist has long highlighted skills in R, Python, SQL, and Machine Learning. With the field evolving, these core competencies are no longer enough to stay competitive in the job market.
- The 4 Hottest Trends in Data Science for 2020 [Silver Blog]The field of Data Science is growing with new capabilities and reach into every industry. With digital transformations occurring in organizations around the world, 2019 included trends of more companies leveraging more data to make better decisions. Check out these next trends in Data Science expected to take off in 2020.
- 10 Free Top Notch Machine Learning Courses [Gold Blog]Are you interested in studying machine learning over the holidays? This collection of 10 free top notch courses will allow you to do just that, with something for every approach to improving your machine learning skills.
- Getting Started with Automated Text Summarization [Silver Blog]This article will walk through an extractive text summarization process, using a simple word frequency approach, implemented in Python.
