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    Machine learning (ML) is progressively reshaping the fields of quantitative finance and algorithmic trading.ML tools are increasingly adopted by hedge funds and asset managers, notably for alpha signal generation and stocks selection.The technicality of the subject can make it hard for non-specialists to join the bandwagon, as the jargon and coding requirements may seem out of reach.Machine Learning for Factor Investing: R Version bridges this gap.It provides a comprehensive tour of modern ML-based investment strategies that rely on firm characteristics. The book covers a wide array of subjects which range from economic rationales to rigorous portfolio back-testing and encompass both data processing and model interpretability.Common supervised learning algorithms such as tree models and neural networks are explained in the context of style investing and the reader can also dig into more complex techniques like autoencoder asset returns, Bayesian additive trees, and causal models.All topics are illustrated with self-contained R code samples and snippets that are applied to a large public dataset that contains over 90 predictors.The material, along with the content of the book, is available online so that readers can reproduce and enhance the examples at their convenience.If you have even a basic knowledge of quantitative finance, this combination of theoretical concepts and practical illustrations will help you learn quickly and deepen your financial and technical expertise.

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  • Investing in Bonds For Dummies
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  • Moving Beyond Modern Portfolio Theory : Investing That Matters
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  • Why have the bonds in my portfolio, which are securities, lost the most value, even though they are EU government bonds considered safe investment havens?

    The value of bonds in your portfolio may have decreased due to changes in interest rates. When interest rates rise, the value of existing bonds decreases because they are paying lower interest rates than newly issued bonds. This is known as interest rate risk. Even though EU government bonds are considered safe investments, they are still subject to fluctuations in interest rates, which can impact their value. Additionally, other factors such as economic conditions, inflation expectations, and market sentiment can also affect the value of bonds in your portfolio.

  • How does investing in bonds differ from investing in a bank account?

    Investing in bonds involves purchasing debt securities issued by governments or corporations, which pay a fixed interest rate over a specified period of time. In contrast, investing in a bank account typically involves depositing money into a savings or checking account, where it earns a variable interest rate set by the bank. Bonds generally offer higher potential returns than bank accounts, but they also carry a higher level of risk. Additionally, bonds have a maturity date, while bank accounts provide more immediate access to funds.

  • Why have the bonds in my portfolio, which are securities, lost the most value, even though they are EU government bonds considered as safe investment havens?

    The value of EU government bonds in your portfolio may have decreased due to a variety of factors such as changes in interest rates, inflation expectations, or market sentiment. Even though EU government bonds are generally considered safe investment havens, they are still subject to market fluctuations and can lose value in certain economic conditions. Additionally, global events, economic uncertainty, or changes in government policies can also impact the value of these securities. It's important to monitor the market and economic conditions to understand the reasons behind the decrease in value of your bond holdings.

  • Is it worth investing in Ukraine's war bonds?

    Investing in Ukraine's war bonds can be a way to show support for the country during its conflict with Russia, but it also comes with risks. The situation in Ukraine is volatile and the outcome of the conflict is uncertain, which could affect the value of the bonds. Additionally, there may be concerns about the stability of the Ukrainian economy and the government's ability to repay the bonds. Therefore, investing in Ukraine's war bonds should be carefully considered and individuals should weigh the potential risks and rewards before making a decision.

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  • What does Beta version or Alpha version mean?

    Beta version or Alpha version refers to a pre-release version of software that is still in the testing phase. Alpha version is the initial version of the software that is tested by developers internally, while Beta version is a more refined version that is released to a select group of external users for further testing. These versions help identify and fix bugs, gather feedback, and make improvements before the final version is released to the public.

  • Which Minecraft server version requires which Java version?

    Minecraft server version 1.12.2 and earlier requires Java 8. Minecraft server version 1.13 and 1.14 requires Java 8 or Java 11. Minecraft server version 1.15 and later requires Java 8 or Java 16. It's important to ensure that you have the correct Java version installed in order to run the Minecraft server smoothly.

  • Is the theatrical version of the film an uncut version or a cut version?

    The theatrical version of a film is typically a cut version. This means that certain scenes or footage may have been removed or shortened to meet time constraints or to comply with censorship regulations. The uncut version of a film usually includes all the original footage and scenes as intended by the filmmakers, without any edits or alterations.

  • What is the theatrical version of the extended version?

    The theatrical version of a film is the version that is originally released in theaters for public viewing. It is usually the shorter version of the film, as it may have been edited for time constraints or to cater to a wider audience. On the other hand, the extended version of a film includes additional scenes, dialogue, or footage that were not included in the theatrical release. This version is often released later on DVD or Blu-ray for fans who want to see more of the story.

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