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What are Variational Autoencoders (VAEs) in generative AI?

The question is about generative ai

Answer

Variational Autoencoders (VAEs) are a type of generative model used in AI for creating new data samples. VAEs consist of an encoder that maps input data to a latent space and a decoder that reconstructs the data from this latent space. The model is trained to maximize the likelihood of the data while minimizing the reconstruction error. VAEs introduce a probabilistic approach to encoding, allowing for the generation of diverse and realistic data samples by sampling from the learned latent distribution.

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Md Tajuuddin T., Full Stack Developer at Softaims

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My name is Md Tajuuddin T. and I have over 4 years years of experience in the tech industry. I specialize in the following technologies: Material UI, CSS, MySQL, JavaScript, HTML, etc.. I hold a degree in Engineer's degree. Some of the notable projects I’ve worked on include: Buy Hoodies from online - E-commerce, JobSparkle - Find your job with Map, Fully functional full-stack payment management system, My personal website., Ghoroya Food, Arts & Crafts service., etc.. I am based in Chattogram, Bangladesh. I've successfully completed 6 projects while developing at Softaims. I am a business-driven professional; my technical decisions are consistently guided by the principle of maximizing business value and achieving measurable ROI for the client. I view technical expertise as a tool for creating competitive advantages and solving commercial problems, not just as a technical exercise. I actively participate in defining key performance indicators (KPIs) and ensuring that the features I build directly contribute to improving those metrics. My commitment to Softaims is to deliver solutions that are not only technically excellent but also strategically impactful. I maintain a strong focus on the end-goal: delivering a product that solves a genuine market need. I am committed to a development cycle that is fast, focused, and aligned with the ultimate success of the client's business.

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Semen K., Full Stack Developer at Softaims

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My name is Semen K. and I have over 1 year years of experience in the tech industry. I specialize in the following technologies: JavaScript, React, Angular, Java, PHP, etc.. I hold a degree in Bachelor's degree. Some of the notable projects I’ve worked on include: Streamit, Flexiblog, Ultikart, Trydo. I am based in Belgrade, Serbia. I've successfully completed 4 projects while developing at Softaims. I am a business-driven professional; my technical decisions are consistently guided by the principle of maximizing business value and achieving measurable ROI for the client. I view technical expertise as a tool for creating competitive advantages and solving commercial problems, not just as a technical exercise. I actively participate in defining key performance indicators (KPIs) and ensuring that the features I build directly contribute to improving those metrics. My commitment to Softaims is to deliver solutions that are not only technically excellent but also strategically impactful. I maintain a strong focus on the end-goal: delivering a product that solves a genuine market need. I am committed to a development cycle that is fast, focused, and aligned with the ultimate success of the client's business.

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My name is Oleksandr S. and I have over 11 years years of experience in the tech industry. I specialize in the following technologies: HTML5, CSS, JavaScript, React, Bootstrap, etc.. I hold a degree in Master of Information Technology (MIT), Master of Computer Applications (MCA). Some of the notable projects I’ve worked on include: Groupcal - Shared Calendar fro individuals and business, Lukka - Blockchain analytics, SellerCampaign, New Model Philosophy, Leanscape, etc.. I am based in Lviv, Ukraine. I've successfully completed 22 projects while developing at Softaims. I specialize in architecting and developing scalable, distributed systems that handle high demands and complex information flows. My focus is on building fault-tolerant infrastructure using modern cloud practices and modular patterns. I excel at diagnosing and resolving intricate concurrency and scaling issues across large platforms. Collaboration is central to my success; I enjoy working with fellow technical experts and product managers to define clear technical roadmaps. This structured approach allows the team at Softaims to consistently deliver high-availability solutions that can easily adapt to exponential growth. I maintain a proactive approach to security and performance, treating them as integral components of the design process, not as afterthoughts. My ultimate goal is to build the foundational technology that powers client success and innovation.

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My name is Dmitriy V. and I have over 9 years years of experience in the tech industry. I specialize in the following technologies: JavaScript, CSS 3, NativeScript, HTML5, Laravel, etc.. I hold a degree in , Master's degree. Some of the notable projects I’ve worked on include: Panoraven, URLAUBSGLÜCK, Responsive (Skeleton grid) HTML, Video ads overlay for special terminals in a store. I am based in Varash (Kuznetsovsk), Ukraine. I've successfully completed 4 projects while developing at Softaims. Information integrity and application security are my highest priorities in development. I implement robust validation, encryption, and authorization mechanisms to protect sensitive data and ensure compliance. I am experienced in identifying and mitigating common security vulnerabilities in both new and existing applications. My work methodology involves rigorous testing—at the unit, integration, and security levels—to guarantee the stability and trustworthiness of the solutions I build. At Softaims, this dedication to security forms the basis for client trust and platform reliability. I consistently monitor and improve system performance, utilizing metrics to drive optimization efforts. I’m motivated by the challenge of creating ultra-reliable systems that safeguard client assets and user data.

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My name is Nayeem H. and I have over 5 years years of experience in the tech industry. I specialize in the following technologies: WordPress, Python, JavaScript, node.js, React, etc.. I hold a degree in Bachelor of Science (BS). Some of the notable projects I’ve worked on include: Migration of AWS Infrastructure to OpenStack Private Cloud, Secure and Scalable AWS-Powered Data Analytics Platform, POS Solution with Azure and Kubernetes. I am based in Dhaka, Bangladesh. I've successfully completed 3 projects while developing at Softaims. I employ a methodical and structured approach to solution development, prioritizing deep domain understanding before execution. I excel at systems analysis, creating precise technical specifications, and ensuring that the final solution perfectly maps to the complex business logic it is meant to serve. My tenure at Softaims has reinforced the importance of careful planning and risk mitigation. I am skilled at breaking down massive, ambiguous problems into manageable, iterative development tasks, ensuring consistent progress and predictable delivery schedules. I strive for clarity and simplicity in both my technical outputs and my communication. I believe that the most powerful solutions are often the simplest ones, and I am committed to finding those elegant answers for our clients.

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My name is Oleksii T. and I have over 1 year years of experience in the tech industry. I specialize in the following technologies: JavaScript, React, node.js, Next.js, TypeScript, etc.. I hold a degree in Master's degree, Bachelor's degree. Some of the notable projects I’ve worked on include: Doctronic – AI‑powered telehealth platform, The dinner club – dining experience app, Storytailor – personalized storytelling platform, Designify – AI‑powered image editing platform, Jobs.ie – job search application, etc.. I am based in Lviv, Ukraine. I've successfully completed 16 projects while developing at Softaims. I approach every technical challenge with a mindset geared toward engineering excellence and robust solution architecture. I thrive on translating complex business requirements into elegant, efficient, and maintainable outputs. My expertise lies in diagnosing and optimizing system performance, ensuring that the deliverables are fast, reliable, and future-proof. The core of my work involves adopting best practices and a disciplined methodology, focusing on meticulous planning and thorough verification. I believe that sustainable solution development requires discipline and a deep commitment to quality from inception to deployment. At Softaims, I leverage these skills daily to build resilient systems that stand the test of time. I am dedicated to making a tangible difference in client success. I prioritize clear communication and transparency throughout the development lifecycle to ensure every deliverable exceeds expectations.

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My name is Charlie T. and I have over 2 years years of experience in the tech industry. I specialize in the following technologies: React, Next.js, TypeScript, JavaScript, HTML, etc.. I hold a degree in Foundation degree. Some of the notable projects I’ve worked on include: My Portfolio, MyWeather, Tetris, Snake. I am based in Stafford, United Kingdom. I've successfully completed 4 projects while developing at Softaims. I specialize in architecting and developing scalable, distributed systems that handle high demands and complex information flows. My focus is on building fault-tolerant infrastructure using modern cloud practices and modular patterns. I excel at diagnosing and resolving intricate concurrency and scaling issues across large platforms. Collaboration is central to my success; I enjoy working with fellow technical experts and product managers to define clear technical roadmaps. This structured approach allows the team at Softaims to consistently deliver high-availability solutions that can easily adapt to exponential growth. I maintain a proactive approach to security and performance, treating them as integral components of the design process, not as afterthoughts. My ultimate goal is to build the foundational technology that powers client success and innovation.

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My name is Mack R. and I have over 6 years years of experience in the tech industry. I specialize in the following technologies: Responsive Design, CSS, PHP, jQuery, JavaScript, etc.. I hold a degree in Associate's degree, Bachelor of Business Administration (BBA). Some of the notable projects I’ve worked on include: EastVanStore eCommerce web shop, Ross Chocolates eCommerce, D3 Security and Fintech, Wealthrocket Website build, SerftoSurf eCommerce web store, etc.. I am based in Tivat, Montenegro. I've successfully completed 13 projects while developing at Softaims. Information integrity and application security are my highest priorities in development. I implement robust validation, encryption, and authorization mechanisms to protect sensitive data and ensure compliance. I am experienced in identifying and mitigating common security vulnerabilities in both new and existing applications. My work methodology involves rigorous testing—at the unit, integration, and security levels—to guarantee the stability and trustworthiness of the solutions I build. At Softaims, this dedication to security forms the basis for client trust and platform reliability. I consistently monitor and improve system performance, utilizing metrics to drive optimization efforts. I’m motivated by the challenge of creating ultra-reliable systems that safeguard client assets and user data.

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My name is Ayomide A. and I have over 4 years years of experience in the tech industry. I specialize in the following technologies: Python, JavaScript, Flask, RESTful API, Django, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I’ve worked on include: GetG3ms - Built Real-Time LLM-Powered Assessment System, Scholarlyme - EdTech platform, Seebility API, UFV University Assessment Application, Supply management website, etc.. I am based in Akure, Nigeria. I've successfully completed 6 projects while developing at Softaims. My expertise lies in deeply understanding and optimizing solution performance. I have a proven ability to profile systems, analyze data access methods, and implement caching strategies that dramatically reduce latency and improve responsiveness under load. I turn slow systems into high-speed performers. I focus on writing highly efficient, clean, and well-documented code that minimizes resource consumption without sacrificing functionality. This dedication to efficiency is how I contribute measurable value to Softaims’ clients by reducing infrastructure costs and improving user satisfaction. I approach every project with a critical eye for potential bottlenecks, proactively designing systems that are efficient from the ground up. I am committed to delivering software that sets the standard for speed and reliability.

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My name is Mykola K. and I have over 9 years years of experience in the tech industry. I specialize in the following technologies: Joomla, JavaScript, HTML, Squarespace, Web Development, etc.. I hold a degree in High school degree. Some of the notable projects I’ve worked on include: Digi Duck, Lviv museum of the history of religion, Medeo-Farm, Agrohub, Agrograd-V, etc.. I am based in Lviv, Ukraine. I've successfully completed 10 projects while developing at Softaims. My passion is building solutions that are not only technically sound but also deliver an exceptional user experience (UX). I constantly advocate for user-centered design principles, ensuring that the final product is intuitive, accessible, and solves real user problems effectively. I bridge the gap between technical possibilities and the overall product vision. Working within the Softaims team, I contribute by bringing a perspective that integrates business goals with technical constraints, resulting in solutions that are both practical and innovative. I have a strong track record of rapidly prototyping and iterating based on feedback to drive optimal solution fit. I’m committed to contributing to a positive and collaborative team environment, sharing knowledge, and helping colleagues grow their skills, all while pushing the boundaries of what's possible in solution development.

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