Information MeasuresCovers variational representation and information measures such as entropy and mutual information.
Entropy and KL DivergenceExplores entropy, KL divergence, and maximum entropy principle in probability models for data science.
Entropy and AlgorithmsExplores entropy's role in coding strategies and search algorithms, showcasing its impact on information compression and data efficiency.
Cryptography FundamentalsDelves into the core principles of cryptography, emphasizing the challenges of key management and the impact of technology advancement on security.
Quantum Source CodingCovers entropic notions in quantum sources, Shannon entropy, Von Neumann entropy, and source coding.
Entropy and DisorderExplores entropy, disorder, and the calculation of maximum entropy under constraints using Lagrange multipliers.