statistics-for-data-science
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A comprehensive exploration of Statistics and Probability Theory concepts, with practical implementations in Python
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Mar 14, 2025 - Jupyter Notebook
Deep R Programming (Open-Access Textbook)
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Nov 4, 2025
Using Python, learn statistical and probabilistic approaches to understand and gain insights from data. Learn statistical concepts that are very important to Data science domain and its application using Python. Learn about Numpy, Pandas Data Frame.
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Aug 18, 2019 - Jupyter Notebook
This repository contains a gentle introduction to machine learning algorithms with hands on practical examples
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Aug 28, 2022 - Jupyter Notebook
This repository contains a collection of Jupyter Notebooks for conducting Exploratory Data Analysis (EDA) and Statistical Analysis on various datasets.
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May 13, 2024 - Jupyter Notebook
Learn the core statistical concepts, followed by application of these concepts using R Studio with the a nice combination of theory and practice. Learn key statistical concepts and techniques like exploratory data analysis, correlation, regression, and inference.
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Jul 13, 2019
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Nov 16, 2023 - Jupyter Notebook
A tool for visualizing the coefficients of various regression models, taking into account empirical data distributions.
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Jan 14, 2025 - R
The Following problems showcase different Statistical Methods used for Decision Making. The purpose of this project is to experiment and execute statistical methods, which are required to conduct data analysis, derive insights and inferences and arrive at business decisions.
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Mar 26, 2024 - Jupyter Notebook
Hypothesis Testing in Data Analysis This repository contains a Jupyter Notebook demonstrating various hypothesis testing techniques using Python. It covers statistical tests such as t-tests, ANOVA, chi-square, and non-parametric methods, with real-world examples and visualizations.
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Feb 21, 2025 - Jupyter Notebook
collection of Jupyter Notebooks in both English and Spanish, dedicated to performing data quality analysis using the R programming language
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Apr 28, 2024 - HTML
This is a repository containing the notes on statistics and probability for Data Science from basics to Advance
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Aug 20, 2024
This portfolio features all the Data Science and Machine Learning projects I have completed for academic, self-learning and hobby purposes. Additionally, it is updated regularly.
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Mar 3, 2025 - Jupyter Notebook
This repo contains all two problem set solutions of Applied Regression Course.
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Aug 3, 2024 - Jupyter Notebook
Machine Learning Workflow for Detecting Longterm Drug Effects in In Vitro Neuronal Networks on Microelectrode Arrays (presented at 13th international Meeting on Neural and Electrogenic Cell Interfacing, Vienna, 2025)
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Jul 14, 2025 - Python
The Poisson Distribution models the number of events that occur within a specified time frame, such as years. Since the volume of incoming calls fluctuates from year to year, this distribution aids in determining whether the call data aligns with a Poisson process or if external factors are affecting the call volume.
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Sep 9, 2024 - Jupyter Notebook
Using boxplots to investigate US hospitals healthcare costs
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Feb 7, 2023 - Jupyter Notebook
Exploratory data analysis (univariate and bivariate) to understand the characteristics of the EEG signals. To build and compare several multiple linear regression models to predict the output signal y based on the input signals.
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Jun 27, 2025 - R
This repository contains the project for the course Statistics and Probability 1 from the Faculty of Engineering and Basic Sciences. The main focus of the project is the application of probability distributions such as normal, exponential, gamma, Poisson, and binomial distributions to solve real-world problems.
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Oct 4, 2024 - Jupyter Notebook
All Statistics concepts
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Jun 23, 2024 - Jupyter Notebook
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