Cyber Banking Fabric Integration System hosted on Vector Cloud

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 Cyber Banking Fabric Integration System hosted on Vector Cloud can offer several benefits to a banking enterprise-level user while also potentially saving costs. Here's how: cosine similarity or Euclidean distance

1. Integration and Interoperability: A Cyber Banking Fabric Integration System allows seamless integration of various banking systems, applications, and data sources. By hosting it on Vector Cloud, which is designed for high performance and reliability, the banking enterprise can ensure that its critical systems and data are integrated efficiently and securely.

2. Enhanced Security: Vector Cloud likely provides robust security features, including encryption, authentication, and access control mechanisms. Hosting the Cyber Banking Fabric Integration System on Vector Cloud can help ensure the security of sensitive financial data and transactions, reducing the risk of cyber threats and data breaches.

3. Scalability: Vector Cloud typically offers scalable infrastructure resources, allowing the banking enterprise to expand or contract its computing resources based on demand. This scalability ensures that the Cyber Banking Fabric Integration System can handle varying workloads efficiently, optimizing performance and cost-effectiveness.

4. Cost Savings: Hosting the integration system on Vector Cloud can lead to cost savings for the banking enterprise in several ways:

   • Reduced Infrastructure Costs: By leveraging Vector Cloud's infrastructure-as-a-service (IaaS) model, the banking enterprise can avoid the upfront costs of purchasing and maintaining its own hardware infrastructure.
   • Pay-as-You-Go Pricing: Vector Cloud often offers pay-as-you-go pricing models, allowing the banking enterprise to pay only for the resources it consumes. This cost-effective pricing model eliminates the need for large upfront investments and enables the enterprise to scale resources according to its needs.
   • Operational Efficiency: By offloading the management and maintenance of the infrastructure to Vector Cloud, the banking enterprise can focus its resources and efforts on core banking activities, improving operational efficiency and reducing overhead costs.

5. Reliability and Disaster Recovery: Vector Cloud likely provides built-in redundancy, backup, and disaster recovery capabilities, ensuring high availability and business continuity for the Cyber Banking Fabric Integration System. This reliability minimizes downtime and the associated costs of system outages or data loss.

In summary, a Cyber Banking Fabric Integration System hosted on Vector Cloud can help a banking enterprise-level user achieve enhanced integration, security, scalability, reliability, and cost savings, ultimately enabling more efficient and competitive banking operations.

Data
I took historical candlesticks (Open, High, Low, Close, Volume) for the EURO/USD pair from the Oanda foreign currency exchange. I then added technical indicators via the TA-Lib library. I split the technical indicators into the feature groups that TA-Lib has in their official documentation 46.

Models
I tested for both classification (just predicting future up or down movements in closing price) and regression (predicting the next price) by iterating over these models:

• AdaBoostClassifier
• AdaBoostRegressor
• CatBoostClassifier
• CatBoostRegressor
• ElasticNetCV
• GradientBoostingClassifier
• GradientBoostingRegressor
• LassoCV
• LGBMClassifier
• LGBMRegressor
• LinearRegression
• LogisticRegression
• RandomForestClassifier
• RandomForestRegressor
• RidgeClassifierCV
• RidgeCV
• XGBClassifier