- Fast and Intuitive Statistical Modeling with Pomegranate - Dec 21, 2020.
Pomegranate is a delicious fruit. It can also be a super useful Python library for statistical analysis. We will show how in this article.
Distribution, Markov Chains, Probability, Python, Statistical Modeling
- Practical Markov Chain Monte Carlo - Jun 26, 2020.
This is a slightly more intricate example of MCMC, compared to many with a fairly simple model, a single predictor (maybe two), and not much else, which highlights a couple of issues and tricks worth noting for a handwritten implementation.
Bayesian, Markov Chains, Monte Carlo, R
- A Comprehensive Guide to Natural Language Generation - Jan 7, 2020.
Follow this overview of Natural Language Generation covering its applications in theory and practice. The evolution of NLG architecture is also described from simple gap-filling to dynamic document creation along with a summary of the most popular NLG models.
LSTM, Markov Chains, Narrative Science, Natural Language Generation, Natural Language Processing, Recurrent Neural Networks, Sciforce, Transformer
- Markov Chains: How to Train Text Generation to Write Like George R. R. Martin - Nov 29, 2019.
Read this article on training Markov chains to generate George R. R. Martin style text.
Generative Models, Markov Chains, NLP, Text Analytics
- Explaining Reinforcement Learning: Active vs Passive - Jun 26, 2018.
We examine the required elements to solve an RL problem, compare passive and active reinforcement learning, and review common active and passive RL techniques.
Active Learning, Markov Chains, Reinforcement Learning
- Top KDnuggets tweets, Apr 04-10: Introduction to Markov Chains - Apr 11, 2018.
Also: 5 Things to Know About #MachineLearning; A "Weird" Intro to #DeepLearning; How Do I Get My First #DataScience Job?
Markov Chains, Top tweets, Vasant Dhar
- 5 Things You Need to Know about Reinforcement Learning - Mar 28, 2018.
With the popularity of Reinforcement Learning continuing to grow, we take a look at five things you need to know about RL.
Machine Learning, Markov Chains, Reinforcement Learning, Richard Sutton
- KDnuggets™ News 18:n12, Mar 21: Will GDPR Make Machine Learning Illegal?; 5 Things You Need to Know about Big Data - Mar 21, 2018.
Also: A Beginner's Guide to Data Engineering - Part II; Introduction to Optimization with Genetic Algorithm; Introduction to Markov Chains; Your free 70-page guide to a career in data science
Big Data, Data Engineering, Data Science, GDPR, Machine Learning, Markov Chains, Optimization
Introduction to Markov Chains - Mar 15, 2018.
What are Markov chains, when to use them, and how they work
Markov Chains
- Top KDnuggets tweets, Mar 7-13: #MachineLearning Algorithms: Which One to Choose for Your Problem; Train Your ML Models on Google GPUs for Free - Mar 15, 2018.
Also Introduction to Markov Chains; 18 Inspiring Women In #AI, #Analytics #BigData, #DataScience, #MachineLearning.
Deep Learning, Google Colab, Markov Chains, Top tweets
- What Statistics Topics are Needed for Excelling at Data Science? - Aug 2, 2016.
Here is a list of skills and statistical concepts suggested for excelling at data science, roughly in order of increasing complexity.
Bayesian, Distribution, Machine Learning, Markov Chains, Probability, Regression, Statistics
- Top KDnuggets tweets, Aug 1-3: Open Source Data Science Masters plan - Aug 4, 2014.
Open Source #DataScience Masters plan, with courses from Coursera, Stanford, edX; Book: Data Classification: Algorithms and Applications; Markov Chains, key #MachineLearning technique, nice visual explanation; Data Science with #Python: Part 1.
Classification, Data Science Education, Markov Chains, Master of Science, Open Source, Python
