Machine learning algorithms can be considered as function replication systems to some extent. The primary goal of many machine learning algorithms is to learn a function that maps input data to desired output or predictions. …

A quant trader has two primary objectives: 1. First, they aim to develop a statistically significant model that can accurately predict future returns of a group of assets using historical data. The success of achieving this objective is influenced by the methods they employ and the data they choose to analyze. …

Enhancing Time Series Forecasting: Leveraging Machine Learning and Search Algorithms to Outperform Baseline Models Introduction: Time series forecasting is a crucial task in numerous domains, where traditional approaches like ARIMA (AutoRegressive Integrated Moving Average) serve as baseline models. However, with the advancements in machine learning and search algorithms, there is an opportunity to enhance forecasting accuracy beyond these traditional methods.

This course covers: The basics of probability 2. Combinatorics 3. Bayesian Inference 4. Discrete Distributions 5. Continuous Distributions Without further ado let’s dive in… 1. The Basics of Probability What is probability all about ?

Functional data analysis (FDA) is a branch of statistics that analyzes data providing information about curves, surfaces or anything else varying over a continuum. In its most general form, under an FDA framework, each sample element of functional data is considered to be a random function. The physical continuum over…

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Portfolio optimization is the process of selecting the best portfolio (asset distribution), out of the set of all portfolios being considered, according to some objective. The objective typically maximizes factors such as expected return, and minimizes costs like financial risk. …

If you are into the Blockchain space, chances are that you have encountered terms like on-chain data, on-chain transactions, on-chain analysis, and on-chain metrics. And if you have just started following this emerging technology, then gaining an insight into the concepts of on-chain data or on-chain analysis might get a…