MNIST PCA

Machine Learning
https://medium.com/@azimkhan8018/a-beginners-guide-to-deep-learning-with-mnist-dataset-0894f7183344https://ranasinghiitkgp.medium.com/principal-component-analysis-pca-with-code-on-mnist-dataset-da7de0d07c22https://github.com/mkosaka1/MNIST_PCA_CNN/blob/main/PCA%20%2B%20CNN.ipynbhttps://gist.github.com/tommct/1490cdf856d745ba41c1ac99ada2b579

Channel Estimation

Wireless Communication
https://au.mathworks.com/help/lte/ug/channel-estimation.html There are various factors that affect wireless signals. A phone may try to connect to a tower station, but multiple factors such as being in basement, being in moving train etc., the connection might be lost. This is due to the change in the channel of wireless communication system. Now the question is, can ... Read More

Reinforcement Learning

Machine 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

Networking, Wireless Communication
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 – Qubits

Quantum Computing
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

Quantum Computing – Fundamental Concepts

Quantum Computing
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

Quantum Computing
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.
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