Machine Learning & Data Science Algorithmic Programming Section
Algorithmic Quantitative Python - R programming for Data Science
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Python & R programming
Quant Algorithmic Programming
Using hypothesis generation engineering, naïve bayes, random forest models and multiple machine learning algorithms used for prediction.
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Python programming
Python Algorithmic programming
Python using Numpy, Pandas, Matplotlib, scikit-learn, Keras, Tensorflow, all of this used for Algorithmic Quantitative programming.
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Python programming
Python Algorithmic programming
Supervised/Unsupervised learning, Classification, Clustering, Association Detection, Anomaly Detection, Dimensionality Reduction, Regression.
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Python & R programming
Quanta Algorithmic Programming
Naive Bayes, K-nearest neighbours, Support Vector Machines, Artificial Neural Networks, K-means, Hierarchical clustering, Principal Components Analysis
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Python programming
Python Algorithmic programming
Python using Linear regression, Logistics regression, Random variables, Bayes theorem, Bias-variance tradeoff .
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Python programming
Python programming
Python using Alpha and Beta coefficients, regression’s explanatory power R^2, Markowitz Efficient frontier, Sharpe ratio, Monte Carlo simulations .
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R programming
R Algorithmic Programming
Using Data Preprocessing, Linear Regression, Logistic Regression, Support Vector Machines, K-Means Clustering, Ensemble Learning, Natural Language Processing, Neural Nets.
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Python programming
Python Algorithmic programming
Python using pandas-datareader and Quandl, Pandas Time Series Analysis Techniques, Volatility and Securities Risk, Efficient Frontier and Markowitz Optimization.
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Python programming
Python Algorithmic programming
Python using EWMA (Exponentially Weighted Moving Average), Statsmodels, ETS (Error-Trend-Seasonality), ARIMA (Auto-regressive Integrated Moving Averages), Auto Correlation Plots and Partial Auto Correlation Plots, Sharpe Ratio .