Artificial Intelligence Through Algorithmic Information Theory

Colleagues, with the “Artificial Intelligence Through Algorithmic Information Theory” you will be able to see machine learning, reasoning, mathematics, and even human intelligence as abstract computations aiming at compressing information. This new power of yours will not only help you understand what AI does (or can’t do!) but also serve as a guide to design AI systems. Associated skills: Computer Science, Probability Theories, Aesthetics, Turing Machine, Artificial Neural Networks, Artificial Intelligence, Information Theory, Basic Math, Cognitive Science, Innovation, Planning, Probability, Machine Learning. Learn to measure information through compression, compare algorithmic information with Shannon’s information, detect languages through joint compression, use the Web to compute meaning similarity, how probability and randomness can be defined in purely algorithmic terms and how algorithmic information sets limits to the power of AI (Gödel’s theorem), a criterion to make optimal hypotheses in learning tasks, a method to solve analogies and detect anomalies, a new understanding of machine learning as a way to achieve compression, Why unexpected means abnormally simple, Why coincidences are unexpected, and Why subjective information and interest are due to complexity drop and why relevance, aesthetics, emotional intensity and humor rely on coding. Skill-based training modules include: 1) Describing data - Complexity as code length, Conditional Complexity, 2) Measuring Information - Complexity and frequency, Meaning distance, 3) Algorithmic information & mathematics - Algorithmic probability, Randomness, Gödel’s theorem, 4) Machine Learning and Algorithmic Information - Universal induction: MDL, Analogy & Machine Learning as complexity minimization, and 5) Subjective information - Simplicity & coincidences, Subjective probability and Relevance.

Enroll today (teams & executives are welcome): https://fxo.co/HFFb 

Download your free AI-ML-DL - Career Transformation Guide.

“Transformative Innovation” book series for your listening-reading pleasure: 

 

1 - ChatGPT, Gemini and Llama - The Journey from AI to AGI, ASI and Singularity (Audible) (Kindle)

2 - ChatGPT - The Era of Generative Conversational AI Has Begun (Audible) (Kindle) 

3 - The Race for Quantum Computing  (Audible) (Kindle) 

Much career success, Lawrence E. Wilson - AI Academy (share with your team)