Mailman 3 March 2024 - Isbg

What is the purpose of the EM algorithm in machine learning?
by Hardeep Singh 01 Oct '24

01 Oct '24

The Expectation-Maximization (EM) algorithm is a cornerstone in the field of machine learning, particularly in the realms of statistical estimation and clustering. It can be used as a powerful tool to determine the maximum probability estimates of the parameters that are derived from probabilistic theories, specifically where the model relies on latent variables that are not observed. This EM algorithm is known for its use across a variety of areas like natural computer vision, language processing bioinformatics, bioinformatics, and many more. Its capability to deal with incomplete data sets and its versatility in formulating models make it an essential tool for both researchers and professionals. https://www.sevenmentor.com/data-science-course-in-pune.php Understanding the EM Algorithm The EM algorithm is an iterative process to discover the most likely or maximum A posteriori (MAP) estimations of the parameters in statistical models, in which the model is based on unknown latent variables. The algorithm is based on two steps that are called the expectation step (E-step) as well as the Maximization step (M-step) which is why it has the name. Step of Expectation (E-step): In this step, it is where the algorithm calculates an expected amount of log-likelihood formula about the conditional spread of latent variables, based on the observations of data as well as the current estimate of the parameters of the model. This is filling in the data that is missing by estimating, which makes the next step of maximization computationally feasible. Maximization Step (M-step): Based on the assumptions computed in this step, the M step determines the parameters that will maximize the log-likelihood expected during step E. The M-step updates the models' parameters to improve the probability of results based on these updated parameters. The algorithm alternates between the two steps until it reaches a point of convergence, which means that the change in the log-likelihood, or parameter estimates are below a threshold that is predefined indicating that a local peak in the probability function is identified.

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Migrating to Gitlab
by Louis-Philippe Véronneau 01 Oct '24

01 Oct '24

Hey folks, I'd like to migrate to Gitlab. If you have an opinion on this, I'd like to hear it: https://github.com/isbg/isbg/issues/131 If on November 19th 2019 (in 2 months) we don't have a strong consensus on the issue tracker against moving to Gitlab, I'll initiate the move. Cheers! -- ⢀⣴⠾⠻⢶⣦⠀ ⣾⠁⢠⠒⠀⣿⡁ Louis-Philippe Véronneau ⢿⡄⠘⠷⠚⠋ pollo(a)debian.org / veronneau.org ⠈⠳⣄

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Error message. Don't know how to proceed
by daniel＠kaesmayr.net 29 Sep '24

29 Sep '24

Hello, I have installed isbg on my ubuntu 18.04 server to do its magic. However I get an error message for my emails: <email.message.Message object at 0x7fa6efdb78d0> ('uid FETCH', ('2916', '(BODY.PEEK[])')) = ('OK', [('5 (UID 2916 BODY[] {42157}', "'Return-Path: XXXXXXXXX, ')']) ['spamassassin', '--exit-code'] error for mail 2916 NoneType: None Would anyone be able to point me towards a way to fix this? Thanks, Daniel

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Best Gaming Keyboard at Aula India
by Aula India 26 Sep '24

26 Sep '24

A gaming keyboard is a critical tool for avid gamers, offering enhanced performance and customizable features. Designed with precision in mind, gaming keyboards often feature mechanical switches for tactile feedback and quicker response times. Backlit keys, programmable macros, and dedicated gaming modes are common attributes, providing gamers with a competitive edge. The ergonomic design ensures comfort during extended gaming sessions. Whether you're into fast-paced action or strategic gameplay, investing in a gaming keyboard can elevate your gaming experience, making every keystroke count. Upgrade today to unlock the full potential of your gaming prowess with a feature-rich and responsive gaming keyboard. https://aulaindia.com/product-category/keyboard/

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Marked SPAM not being moved to spam folder
by Daryl Rose 23 Sep '24

23 Sep '24

For the most part, I got ISBG working as expected, however, I am seeing some emails that was marked as SPAM not getting moved to the SPAM folder. The instructions that I found added this to the spamassassin config: > # Add *****SPAM***** to the Subject header of spam e-mails > # > rewrite_header Subject *****SPAM***** > report_contact isbg(a)SpamPi.net > report_hostname SpamPi.net > For the most part, this works. I see the spam marked and moved over to the spam folder, but occasionally, I see something marked *****SPAM***** in the inbox. Is there a reason why they don't get moved to the SPAM folder? Thanks Daryl

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by Akshat Diwan 18 Sep '24

18 Sep '24

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best teamfor site speed service
by aNJOMAN web 17 Sep '24

17 Sep '24

site: https://anjomanweb.com/speed-up-wordpress-site/ If you have a WordPress site and the speed of your site is slow, you can use our site speed up service. Our experts will increase the speed of your site guaranteed.

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The World Instagram Follower Kaufen PayPal in 2024
by elizabethaddision2＠gmail.com 16 Sep '24

16 Sep '24

I love Instagram! In this thriving virtual city, everyone from your next-door neighbor to famous people contributes bits and pieces of their life. However, in this realm, followers are more valuable than likes and comments alone. The temptation to increase your number of followers is real, isn't it? How Follower Purchases Have Greeted In other words, you're considering purchasing Instagram followers. There are others just like you. It's all the rage now, particularly among people who want to quickly increase their visibility online. However, the most important thing to remember is that there are different ways to buy followers. Importance of being trustworthy and safe is high. Why Choose PayPal for Transactions Enter PayPal, the trusty sidekick in the online payment world. When you're diving into the realm of buying followers, using PayPal is like having a safety net. It's secure, reliable, and hey, if things go south, their customer protection has got your back. Understanding 'Instagram Follower Kaufen PayPal' But hold on, what exactly is the function of this "[Instagram follower kaufen PayPal](https://tiktoklikeskaufen.de/instagram-follower-kaufen/)" operation? This is a straightforward process: you will be purchasing followers by utilizing PayPal as your transaction partner. In most cases, the procedure entails selecting a package from a service provider, making a payment through PayPal, and then, voila! — your number of followers begins to increase. ● The German Market Twist Let me now present a twist. 'Deutsche Instagram Follower kaufen PayPal' is something you could be considering if you are located in Germany or if you want to attract a German audience. The procedure is the same, except the followers that you are purchasing are, well, German to begin with. Is it important to know this? mainly due to the fact that having local followers can result in increased engagement and relevance, particularly when you are targeting a particular market. Tips for a Smooth Purchase Alright, so you're set on buying followers. Here are a few tips to keep in mind: ● Do your homework: Research the provider. ● Quality over quantity: Look for real, active followers. ● Keep it realistic: Don't go from 0 to 100,000 overnight. ● Read the fine print: Understand the terms and conditions. The Final Word You can have a smooth sailing experience or a rocky path when you Instagram followers kaufen PayPal. What is the secret? It is important to exercise caution, exercise wisdom, and keep in mind that the main value of Instagram lies in the genuine engagement and material that resonates with users. ● Conclusion: Ultimately, purchasing followers is only one component of the Instagram equation. It's not just about the numbers; it's about developing an engaging community and interacting with your audience. So, go ahead and increase your Instagram if you need to, but remember that the actual magic resides in being honestly you.

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Can I Import EML to cPanel Email Account Directly?
by marrisol 16 Sep '24

16 Sep '24

Yes, you can directly import EML to cPanel email account using Advik EML Converter. The software allows you to upload EML to cPanel without any external help. It is an expert-recommended tool that does not lose any single bit of data during the process. It has a dual mode that enables you to import multiple EML files at once. The interface of this utility is very simple and easy to use. Both technical or non-technical users can easily use it without facing any issues. You can download its free demo version and complete the importing process in just a few simple clicks. 1. Run the software o your system. 2. Add EML files into software. 3. Choose IMAp as a saving option. 4. Enter cPanel email account login details. 5. Click on Next button to start importing process. Read More: https://www.adviksoft.com/blog/import-eml-to-cpanel/

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Simplified and Easy Method to convert Emails from MBOX to PST file?
by hanna baker 09 Sep '24

09 Sep '24

With Shoviv MBOX Converter, you have the flexibility to choose how you want to migrate. Convert MBOX to PST and import it directly into Outlook or migrate your MBOX files directly to your Office 365 account. The choice is yours, and Shoviv ensures a seamless transition in either case. Benefit from the simplicity and efficiency of this tool and leave behind the complexities of manual migration. Empower your team with a reliable and user-friendly solution that enhances collaboration and enables smooth communication. Trust Shoviv MBOX Converter to handle your email migration needs, and unlock a world of possibilities with Office 365. Checkout: https://www.shoviv.com/mbox-converter.html

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