24 June 2018

Probabilistic Reasoning

Factorie (Scala)
Figaro (Scala)
PyMC4 (Python)
PyMC3 (Python)
Probability (Python)
BayesLoop (Python)
Tweety (Java)
Dimple (Java)
Chimple (Java)
WebPPL (JavaScript)

Probabilistic Programming and Bayesian Methods for Hackers
The Design and Implementation of Probabilistic Programming Languages

Natural Computation

  • Cellular Automata
  • Evolutionary Computation
  • Swarm Intelligence
  • Artificial Immune Systems
  • Artificial Life
  • Quantum Computing
  • Systems Biology
  • Synthetic Biology
  • Cellular Computing
  • DNA Computing
  • Amorphous Computing
  • Membrane Computing
  • Neural Computation

18 June 2018

Conversational Dialogs

Machine Translation

Mining Knowledge Graphs from Text

Mining Knowledge Graphs from Text

Entity Linking and Disambiguation

Natural Language Understanding

Natural Language Generation

16 June 2018

Generative Models

  • Hidden Markov Model
  • Gaussian Mixture Model
  • Naive Bayes
  • Latent Dirichlet Allocation
  • Restricted Boltzmann Machines
  • Generative Adversarial Networks
  • Variational Autoencoder
  • Probabilistic Context Free Grammar
  • Generative Long-Short-Term-Memory
  • Helmholtz Machine

4 June 2018

Markov Chain Monte Carlo Sampling

  • Metropolis-Hastings
  • Gibbs Sampling
  • Slice Sampling
  • Reversible-Jump
  • Multiple-Try Metropolis
  • Langevin Rule
  • Hamiltonian
  • Simulated Tempering

Demand Forecasting

One can utilize the various macro-environmental factors to evaluate demand forecasting. The below list the various types. However, they are invariably grouped under PEST, PESTEL, PESTLE, SLEPT, STEPE, STEEPLE, STEEPLED, DESTEP, SPELIT, STEER. B2B market places tend to be affected more by social factors. Defense contractors tend to be affected by political factors. Factors that are more frequent or volatile may have higher importance. Conglomerates may tend to divide factors by departmental assessment or even specific to a geographical location. One can use these models to connect with micro-environmental and internal factors. Additionally, SWOT analysis may also be used: Strength, Weakness, Opportunities, Threats.
  • Political
  • Social
  • Economic
  • Technological
  • Legal
  • Environmental
  • Demographics
  • Regulatory
  • Inter-cultural
  • Ethical
  • Educational
  • Physical
  • Religious
  • Security
  • Competition
  • Ecological
  • Geographical
  • Historical
  • Organizational
  • Temporal