Reinforcement Learning
https://au.mathworks.com/content/dam/mathworks/ebook/gated/reinforcement-learning-ebook-all-chapters.pdf Reinforcement Learning: Type of machine learning, where a computer agent learns to perform a task through a process of repeated trial and error within a dynamic environment. The goal is to learn what to do, how to map situations to take certain actions that minimize a numerical reward signal. Eg. RL trained computer gains ... Read More
Learning Joint Detection, Equalization and Decoding for Short-Packet Communications – Paper Notes
S. Dörner, J. Clausius, S. Cammerer, and S. ten Brink, “Learning Joint Detection, Equalization and Decoding for Short-Packet Communications,” IEEE Transactions on Communications, vol. 71, no. 2, pp. 837–850, Feb. 2023, doi: 10.1109/TCOMM.2022.3228648. A machine learning-based approach for joint detection, synchronization, equalization, and decoding in short-packet wireless communications, where messages must first be detected before ... Read More
Quantum Computing Fundamentals – Multiple Qubits
Book source: Quantum Computation and Quantum Information by Michael A. Nielsen and Isaac L. Chuang Similar to classical qubits, 2 qubit systems have 4 computational basis states. One of the important state is Bell State. Correlation in measurements of qubits in bell state.
Quantum Computing Fundamentals – Qubits
Source book: Quantum Computation and Quantum Information, Michael A. Neilsen and Isaac L. Chuang Analogy between classical bit and quantum bit (qubit).Classical bit has 0 or 1 value whereas qubit can have state $|0\rangle$ or $|1\rangle$ along with linear combination ot those states (superposition). While classical bit can be measured deterministically with value either 0 ... Read More
Notes onTutorial Matlab: Deep Learning Data Synthesis for 5G Channel Estimation
https://au.mathworks.com/help/5g/ug/deep-learning-data-synthesis-for-5g-channel-estimation.html
Quantum Computing – Fundamental Concepts
Nielsen, M. A., & Chuang, I. L. (2010). Quantum computation and quantum information. Cambridge university press. Key events in the field of quantum computation are, occurance of various crises in physics such as “ultraviolet catastrophe” in twentieth century with modern theory of quantum quantum mechanics starting in 1920s. Various other crucial algorithms are no-cloning theorem, Turing ... Read More
Quantum Computing – Notations and Terms
Nielsen, M. A., & Chuang, I. L. (2010). Quantum computation and quantum information. Cambridge university press. Linear Algebra plays crucial part in understanding and representing quantum computing concepts. Some of the most frequent used quantum gates are hadamard, pauli X, Y, Z, etc.
Calculus – Rate of Change and Limit
Finney, R. L., Giordano, F. R., Weir, M. D., Thomas, G. B., Jr., & Calculus and analytic geometry. (2001). Thomas’ calculus (Tenth edition / based on the original work by George B. Thomas, Jr.,as revised by Ross L. Finney, Maurice D. Weir, and Frank R. Giordano.). Addison-Wesley. Average rate of change of function $y=f(x)$ is given by ... Read More
Calculus – Functions
Finney, R. L., Giordano, F. R., Weir, M. D., Thomas, G. B., Jr., & Calculus and analytic geometry. (2001). Thomas’ calculus (Tenth edition / based on the original work by George B. Thomas, Jr.,as revised by Ross L. Finney, Maurice D. Weir, and Frank R. Giordano.). Addison-Wesley. y is called the function of x if, $y = ... Read More