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Main repository for the Data Science Course offered at the University of Tehran

Jupyter Notebook 52 1 Updated Aug 2, 2024

Value iteration implementation for the 'Gambler's Problem' (Example 4.3. from Sutton's book)

Jupyter Notebook 1 Updated Feb 12, 2023

Separation of original signal from its echoed one along calculating power and delay of the echo

MATLAB 1 1 Updated Aug 19, 2023

In this repository, I intend to examine the Fourier transform of various signals along with their properties.

HTML 1 Updated Aug 19, 2023

In this repository, I intend to synthesize and analyze a DTMF signaling system.

MATLAB 1 Updated Aug 19, 2023

In this repository, I intend to implement block diagrams of various linear and nonlinear systems using Simulink in MATLAB.

MATLAB 1 Updated Aug 19, 2023

In this repository, I focus on implementing the transmitter, receiver, and AWGN channel of a Binary Pulse Amplitude Modulation (BPAM) system.

MATLAB 1 Updated Aug 20, 2023

In this repository, I address the implementation of a transmitter, a receiver, and an AWGN channel for an MPAM system.

HTML 1 Updated Aug 20, 2023

In this repository, we aim to derive the probability distribution function of a specific distribution and solve the Blind Source Separation (BSS) problem using statistical and mathematical relation…

HTML 1 Updated Aug 20, 2023

In this repository, we delve into the investigation of various optimization methods, including Newton's method, Steepest Descent, Alternating Minimization, Gradient Projection, and Lagrange method.

MATLAB 2 Updated Aug 20, 2023

In this repository, we use the implementation of the PCA algorithm to reduce the dimensions of a specific dataset.

MATLAB 1 Updated Aug 20, 2023

In this repository, I intend to utilize the CCA method for the identification of the frequency of stimulation in SSVEP (Steady State Visually Evoked Potentials) data.

MATLAB 1 Updated Aug 20, 2023

In this repository, I implement Brain Computer Interface (BCI) using CSP (Constraint Satisfaction Problem) and LDA (Linear Discriminant Analysis) classifier.

MATLAB 2 Updated Aug 27, 2023

In this repository, I aim to implement two methods, MOD and K-SVD, for blind source separation of sparse sources or, in other words, dictionary learning for representing sparse signals.

MATLAB 3 Updated Aug 20, 2023

In this repository, I intend to implement the method for single channel sparse blind deconvolution. As we know, this method forms the basis of multichannel sparse blind deconvolution.

MATLAB 2 1 Updated Aug 20, 2023

In this repository, I intend to solve the blind source separation problem assuming the independence of sources.

MATLAB 1 1 Updated Aug 20, 2023

In this repository, I intend to implement the LU decomposition of an upper Hessenberg matrix.

HTML 1 Updated Aug 20, 2023

In this repository, I intend to focus on image compression and denoising using two methods: employing Singular Value Decomposition (SVD) and utilizing Fast Fourier Transform (FFT).

HTML 1 Updated Aug 20, 2023

In this repository, I intend to implement the modified Gram-Schmidt algorithm. The original Gram-Schmidt algorithm is quite susceptible to errors caused by rounding, etc. To address this, a modifie…

Jupyter Notebook 1 Updated Aug 20, 2023

In this repository, I intend to design a Dual Director Microstrip Planar Yagi-Uda Antenna for XBand and ultimately perform the necessary measurements using the designed PCB.

2 Updated Aug 20, 2023

In this repository, I intend to implement and investigate mathematical relationships related to signal and system concepts, as well as analyze the interdependencies of non-probabilistic signals, th…

HTML 1 Updated Aug 21, 2023

In this repository, I intend to investigate Conventional Amplitude Modulation, which is the simplest form of amplitude modulation. Then, I will implement Double-Sideband (DSB) and Single-Sideband (…

HTML 1 Updated Aug 21, 2023

In this repository, we focus on the implementation of transmitter and receiver systems for angle modulations, including FM and PM, and compare narrowband phase modulation (NBPM) and narrowband freq…

HTML 1 Updated Aug 21, 2023

This repository deals with the implementation of the K-Means clustering algorithm. Subsequently, the intelligent K-Means clustering algorithm is utilized for Constrained Clustering.

Jupyter Notebook 1 Updated Aug 28, 2023

In this repository, I intend to use the Naïve Bayes algorithm to determine the accuracy percentage of number recognition in the "validationimages" test data. Additionally, the Central Limit Theorem…

Jupyter Notebook 1 Updated Aug 22, 2023

In this repository, we aim to implement a multi-layer perceptron neural network. To achieve this, we first analytically obtain the network's coefficients and then proceed with its implementation.

Jupyter Notebook 1 Updated Aug 27, 2023

In this repository, I intend to implement the idea of Transfer Learning for the EfficientNetB0 network. To achieve this, based on the selected dataset (images of cats and dogs), I will modify the l…

Jupyter Notebook 1 Updated Aug 27, 2023

Q-learning implementation in OpenAI Gym's "Taxi-v3" environment

Jupyter Notebook 1 Updated Feb 12, 2023

In this repository, I initially attempt to calculate the entropy, G_k, using the probability transition matrix. Then, I proceed to compute and plot the average length of Huffman codes, G_k, and the…

MATLAB 1 Updated Aug 20, 2023

In this repository, we delve into the examination of a telecommunications base station and the small-scale and large-scale effects on propagation channels, including shadowing and path loss. Finall…

HTML 2 Updated Aug 27, 2023
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