Connecting to a Fresh Hetzner VPS with SSH: Quick Setup Guide
Setting Up SSH Access on a Fresh Hetzner VPS You’re now in with secure SSH key access.
Finance
Overview about traffic management in a Kubernetes Cluster
In a Kubernetes cluster, traffic management is a crucial aspect to ensure efficient communication between various services and components. Kubernetes Ingress Controller: The Ingress Controller is the entry point for external traffic destined for services within the cluster12. It defines rules for routing HTTP and HTTPS traffic to these services1. Cloud Load Balancer: The Cloud Load … Read more
Securing Microsoft Azure Virtual Machines and Networks: Best Practices Guide
Background This short document provides comprehensive guidelines for securing Microsoft Azure Virtual Machines and Networks, focusing on best practices to prevent RDP attacks through Port 3389 and ensuring robust protection against various network threats. Purpose of the Document The purpose of this document is to equip Azure users with the knowledge and tools necessary to … Read more
Predicting IXIC Stock Price Index Movement Using VIX Futures Term-Structure and Random Decision Forests Method
The VIX index is a powerful tool used by institutional traders to gauge market ‘fear’ and ‘greed’. Since VIX futures provide a measure of the implied volatility of 30-day at the money of the S&P 500 index options, traders often use long VIX futures as a hedge for their positions, to speculate in different financial … Read more
Classification vs Regression
Classification maps feature vectors to categories, whereas regression maps feature vectors to real numbers. Different Types of Learning Supervised learning: Labelled training and test examplesTransfer learning: Using knowledge from one task to solve another taskReinforcement learning: Learning to navigate a robotActive learning: Deciding which examples are needed to learnUnsupervised learning: Data with no annotationSemi-supervised learning: … Read more
Generating Forex Intraday Trading Signals using Machine Learning Ensemble and NLP Sentiment Analysis Models – Part 2
In this part, we are going to implement an NLP (natural language processing) model to analyze newsfeeds (alternative data) and compute the average sentiment score on a scale of 1-100. Newsfeeds are downloaded from different RSS sources using feedparser. Sentiment analysis is performed using an NLP model provided by the python package NLTK. Getting started … Read more
Generating Forex Intraday Trading Signals using Machine Learning Ensemble and NLP Sentiment Analysis Models – Part 1
In this part, we will build machine learning ensemble models that can generate intraday trading signals for almost any forex pair. The dataset we are going to use contains 17 CSV historical OLHCV (Open, Low, High, Close, Volume) files of 17 forex pairs. Historical data can be downloaded from –> here. Available FX pairs: USDJPY, … Read more
Currency strength drivers
According to Investopedia, 6 factors influence currencies exchange rates. Those factors are: InflationInterest ratesCurrent account deficits (meaning that the country is spending more on foreign trade than its earnings)Public debt The term of trade which is export:import prices ratioEconomic performance Trade currency strength According to Avatrade, major economic events should be tracked insofar as they … Read more