algeria_search_trends

ambulance_fleet_simulation

A Monte Carlo method to evaluate the impact of change in infrastructure on ambulance response time (A case of the London Tower Bridge closure) 🚑

causal_inference_methods

Exploring how probability theory can be modified to handle causal relationships directly through the do-calculus and structured causal models.

covid_movement_range

Movement Range Maps are part of the datasets that Facebook shares publicly on many countries as part of their Data for Good program. The dataset includes the geospatial polygons as well as the movement change for the last five months relative to the whole month of February 2020.

econometrics_and_economic_systems

Econometrics and Economic Systems: Core econometric and statistical methods to construct and validate economic and social models.

finding_pi

Different approaches to estimate the value of Pi

forecasting_carbon_dioxide

Final Project of Modern Computational Statistics

global_mobility

google-research

Google Research

greenhouse_emissions_algeria

Understanding trends, seasonalities, and processes of some of the most prominent greenhouse gases in the atmosphere.

harnessing_artificial_intelligence_algorithms

Harnessing Artificial Intelligence Algorithms

information_based_decisions

Knowledge: Information Based Decisions

mathematical_systems

Continuous and Discrete Mathematical Systems

modeling_simulation

Modeling, Simulation, and Decision Making: Cellular Automata, Networks, and Monte Carlo simulations.

modern_computational_statistics

Connecting probability theory and statistics with Bayesian inference. Focusing on the data modeling process, probabilistic graphical models and Monte Carlo sampling.

monitoring_temperature_measurements

Using Prophet by Facebook to generate time series forecasts.

music_taste_analysis

Analyzing audio features from my personal Spotify data.

net_art_work

Visualizing data using networks in an artistic and insightful way

optimization_methods

Optimization Methods: Analyzing optimization techniques and exploring optimization algorithms.

paradox_simulation

Mathematical and experimental proofs

practical-ml-ds

probabilistic-programming-and-bayesian-methods-for-hackers

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

python

All Algorithms implemented in Python

qiskit_quantum_computing

Taking Qiskit for a spin: An open-source quantum computing software development framework for leveraging today's quantum processors in research, education, and business.

quantitative_trading

Quantitative skills applied in the context of financial transactions

solving_problems_with_algorithms

Computation: Solving Problems with Algorithms

statistical_physics

Statistical physics lecture and tutorial from École Normale Supérieur

synthetic_control_method

Comparative Case Studies using The Synthetic Control Method

temperature_forecast_algeria

This report gathers temperature data from 52 stations in Algeria, each station has a different timeline with the earliest measurement taken in January 1880. The data points represent the monthly average temperature.

trading_wallstreetbets_sentiments

An algorithmic trading strategy based on sentiment analysis of r/wallstreetbets