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parallel_and_distributed_computing icon parallel_and_distributed_computing

The simultaneous growth in availability of big data and in the number of simultaneous users on the Internet places particular pressure on the need to carry out computing tasks “in parallel,” or simultaneously. Parallel and distributed computing occurs across many different topic areas in computer science, including algorithms, computer architecture, networks, operating systems, and software engineering. During the early 21st century there was explosive growth in multiprocessor design and other strategies for complex applications to run faster. Parallel and distributed computing builds on fundamental systems concepts, such as concurrency, mutual exclusion, consistency in state/memory manipulation, message-passing, and shared-memory models.

pyrival icon pyrival

Copy of the PyRival repository for competitive programming

python_for_data_science icon python_for_data_science

Pandas, numpy, scipy, sklearn, along with advanced techniques of their application. Basic integrations of python with external libraries like xgboost, tensorflow, pytorch along with data wrangling and some hyperparameter optimization methods will be also included. Jupyter notebook usage and tricks will be also given as an organic part of the course. At the end of module, everyone is expected to be ready to come up with a simple data wrangling system.

skumleonburnt icon skumleonburnt

Cryptocurrency trading bots are computer programs that automagically buy and sell various cryptocurrencies at the right time with the goal of generating a profit.

statistical_data_analysis_for_machine_learning icon statistical_data_analysis_for_machine_learning

Learn basic concepts of theory and application for statistical inference. Get an introduction to statistical analysis and critical thinking, including descriptive statistics, probability, sampling distributions, interval estimation, hypothesis testing and regression. Use of simulation technique for assessments of model fit and estimations. Design experiments from statistical perspectives and explore some advanced topics

ufo_predictor icon ufo_predictor

Predictions of UFO sightings and correlations with US military base locations

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