What are Variational Autoencoders (VAEs) in generative AI?

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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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Profile of Maria L., Junior Frontend Engineer - Web, WordPress and Generative AI Platforms at Softaims
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Maria L., Junior Frontend Engineer - Web, WordPress and Generative AI Platforms at Softaims

Maria L.

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Timezone: UTC+02:00UTC+02:00
Country: PolandPoland
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Maria L. | SoftaimsMember Since 2023
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My name is Maria L. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Elementor, Web Development, WordPress, CMS Development, Landing Page, etc.. I hold a degree in Other, Other, Other, Other, , , , Other. Some of the notable projects I’ve worked on include: Figma to Elementor🌍 Figma to Wordpress, Divi to Elementor, Figma to Elementor Pro, Figma to Elementor, Figma to Elementor Pro Wordpress, etc.. I am based in Warsaw, Poland. I've successfully completed 15 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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Profile of Imtiaz A., Lead Software Engineer - AI, Web and Generative AI Platforms at Softaims
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Imtiaz A., Lead Software Engineer - AI, Web and Generative AI Platforms at Softaims

Imtiaz A.

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Timezone: UTC+06:00UTC+06:00
Country: BangladeshBangladesh
Feni
Imtiaz A. | SoftaimsMember Since 2016
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My name is Imtiaz A. and I have over 9 years of experience in the tech industry. I specialize in the following technologies: Python, JavaScript, Django, React, Tailwind CSS, etc.. I hold a degree in High school degree, Engineer's degree. Some of the notable projects I’ve worked on include: Job wave (Job marketplace), Stoic Life - Website (CMS), Wulle Berlin (Restaurant and Catering), Ellipsis Technologies, Joylife Coaching Website, etc.. I am based in Feni, Bangladesh. I've successfully completed 8 projects while developing at Softaims. I value a collaborative environment where shared knowledge leads to superior outcomes. I actively mentor junior team members, conduct thorough quality reviews, and champion engineering best practices across the team. I believe that the quality of the final product is a direct reflection of the team's cohesion and skill. My experience at Softaims has refined my ability to effectively communicate complex technical concepts to non-technical stakeholders, ensuring project alignment from the outset. I am a strong believer in transparent processes and iterative delivery. My main objective is to foster a culture of quality and accountability. I am motivated to contribute my expertise to projects that require not just technical skill, but also strong organizational and leadership abilities to succeed.

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Hitesh K., Senior Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Hitesh K.

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My name is Hitesh K. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: AI Development, Machine Learning, Conversational AI, Chatbot Development, AI Agent Development, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: TejRe, Shake Hands, PhonePe, Zoice – Conversational AI Voice Bot Platform, AI Humanizer Pro – Academic Content Detector & Humanizer, etc.. I am based in Schaumburg, United States. I've successfully completed 11 projects while developing at Softaims. I possess comprehensive technical expertise across the entire solution lifecycle, from user interfaces and information management to system architecture and deployment pipelines. This end-to-end perspective allows me to build solutions that are harmonious and efficient across all functional layers. I excel at managing technical health and ensuring that every component of the system adheres to the highest standards of performance and security. Working at Softaims, I ensure that integration is seamless and the overall architecture is sound and well-defined. My commitment is to taking full ownership of project delivery, moving quickly and decisively to resolve issues and deliver high-quality features that meet or exceed the client's commercial objectives.

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Profile of Ivan T., Senior Software Engineer - AI, SaaS and Generative AI Platforms at Softaims
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Ivan T., Senior Software Engineer - AI, SaaS and Generative AI Platforms at Softaims

Ivan T.

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Country: IndonesiaIndonesia
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Ivan T. | SoftaimsMember Since 2019
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My name is Ivan T. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: AI Platform, LLM Prompt, ChatGPT, LLM Prompt Engineering, ChatGPT API Integration, etc.. Some of the notable projects I’ve worked on include: AI Deep Company Research Agent, AI-Driven ABM & Sales Outreach Tool, AI Sales Call Analysis Agent, AI Multichannel Social Media Agent, AI-Powered Shopify Blog Writer, etc.. I am based in Bali, Indonesia. I've successfully completed 12 projects while developing at Softaims. I am a dedicated innovator who constantly explores and integrates emerging technologies to give projects a competitive edge. I possess a forward-thinking mindset, always evaluating new tools and methodologies to optimize development workflows and enhance application capabilities. Staying ahead of the curve is my default setting. At Softaims, I apply this innovative spirit to solve legacy system challenges and build greenfield solutions that define new industry standards. My commitment is to deliver cutting-edge solutions that are both reliable and groundbreaking. My professional drive is fueled by a desire to automate, optimize, and create highly efficient processes. I thrive in dynamic environments where my ability to quickly master and deploy new skills directly impacts project delivery and client satisfaction.

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Profile of Nishant D., Software Engineer - AI, Python and Generative AI Platforms at Softaims
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Nishant D., Software Engineer - AI, Python and Generative AI Platforms at Softaims

Nishant D.

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My name is Nishant D. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Python, Generative AI, LangChain, AI Agent Development, ChatGPT API, etc.. I hold a degree in Bachelor of Technology (BTech). Some of the notable projects I've worked on include: Aerial Image Segmentation Using UNET, RL Agent Playing Mario Using PPO Algorithms, Movie Recommendation System, Scraping CS Domain Abstracts from arXiv (1995-2018). I am based in Bhaktapur, Nepal. 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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Viktor G., Software Engineer - UI/UX, Generative AI and Web Design at Softaims

Viktor G.

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My name is Viktor G. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Figma, User Interface Design, User Experience Design, UI/UX Prototyping, UX & UI, etc.. I hold a degree in , , Bachelor's degree. Some of the notable projects I’ve worked on include: Consumer Participation Platform, Food Delivery App, Dashboard, InterviewPro: Revolutionizing Job Interview Preparation AI-Driven, Crypto Trade Mobile app, etc.. I am based in Skopje, North Macedonia. 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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Yoan G., Senior Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Yoan G.

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Profile of Muhammad Shahzeb A., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
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Muhammad Shahzeb A., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Muhammad Shahzeb A.

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My name is Muhammad Shahzeb A. and I have over 8 years of experience in the tech industry. I specialize in the following technologies: Natural Language Processing, Deep Learning, Python, Machine Learning, Deep Learning Framework, etc.. I hold a degree in Bachelor of Science (BS). Some of the notable projects I've worked on include: AI-Powered Sales & Revenue Dashboard for Government Entities, Generative AI for Business Documents, Motorola Solutions - Intelligent Chatbot & Project Automation, Advanced Veterinary Referral Management Platform, Amazon Inventory Analytics & Sales Trend Prediction Tool, etc.. I am based in Dubai, United Arab Emirates. I've successfully completed 11 projects while developing at Softaims. I thrive on project diversity, possessing the adaptability to seamlessly transition between different technical stacks, industries, and team structures. This wide-ranging experience allows me to bring unique perspectives and proven solutions from one domain to another, significantly enhancing the problem-solving process. I quickly become proficient in new technologies as required, focusing on delivering immediate, high-quality value. At Softaims, I leverage this adaptability to ensure project continuity and success, regardless of the evolving technical landscape. My work philosophy centers on being a resilient and resourceful team member. I prioritize finding pragmatic, scalable solutions that not only meet the current needs but also provide a flexible foundation for future development and changes.

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Profile of Wamiq R., Lead Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims
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Wamiq R., Lead Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims

Wamiq R.

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Timezone: UTC+02:00UTC+02:00
Country: ItalyItaly
Trento
Wamiq R. | SoftaimsMember Since 2015
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Deep LearningComputer VisionPyTorchMachine LearningConvolutional Neural NetworkArtificial IntelligenceLLM Prompt EngineeringGenerative AIOpenAI APIRetrieval Augmented GenerationLarge Language ModelAutomationAgent GPTLangChainChatbotLLM

My name is Wamiq R. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: Deep Learning, Computer Vision, PyTorch, Machine Learning, Convolutional Neural Network, etc.. I hold a degree in Master's degree. Some of the notable projects I've worked on include: Agentic Interviewer: AI-powered technical interview platform, AI Text to Humanize Text Bypassing AI Detector Undetectable AI, Building a Production-Ready Dynamic Survey Bot with LLM Integration, Chatbot AI-Powered Information Retrieval from PDFs, Document QA RAG App with Integration on AWS, etc.. I am based in Trento, Italy. I've successfully completed 7 projects while developing at Softaims. I value a collaborative environment where shared knowledge leads to superior outcomes. I actively mentor junior team members, conduct thorough quality reviews, and champion engineering best practices across the team. I believe that the quality of the final product is a direct reflection of the team's cohesion and skill. My experience at Softaims has refined my ability to effectively communicate complex technical concepts to non-technical stakeholders, ensuring project alignment from the outset. I am a strong believer in transparent processes and iterative delivery. My main objective is to foster a culture of quality and accountability. I am motivated to contribute my expertise to projects that require not just technical skill, but also strong organizational and leadership abilities to succeed.

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Profile of Ivan Ž., Senior Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Ivan Ž., Senior Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Ivan Ž.

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Timezone: UTC+02:00UTC+02:00
Country: CroatiaCroatia
Prelog
Ivan Ž. | SoftaimsMember Since 2019
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Machine LearningPythonData ScienceNatural Language ProcessingDeep LearningChatbotGPT-4ChatGPTArtificial IntelligenceGenerative AIElasticsearchMathematicsAPIAzure OpenAI ServiceLangchain

My name is Ivan Ž. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Machine Learning, Python, Data Science, Natural Language Processing, Deep Learning, etc.. I hold a degree in , Bachelor of Applied Science (BASc). Some of the notable projects I’ve worked on include: Upwork - Interview, Upwork Mini Course - Building AI Chatbots, BLOG: Challenges in building CV parser, Deep Learning Specialization, BLOG: Safely deploying ML models. I am based in Prelog, Croatia. I've successfully completed 5 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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6 years
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