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 Viktor G., Software Engineer - UI/UX, Generative AI and Web Design at Softaims
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Viktor G., Software Engineer - UI/UX, Generative AI and Web Design at Softaims

Viktor G.

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Timezone: UTC+02:00UTC+02:00
Country: North MacedoniaNorth Macedonia
Skopje
Viktor G. | SoftaimsMember Since 2021
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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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Horizon Tech
Profile of Asif C., Senior Software Engineer - AI, Python and Generative AI Platforms at Softaims
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Asif C., Senior Software Engineer - AI, Python and Generative AI Platforms at Softaims

Asif C.

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Timezone: UTC-08:00UTC-08:00
Country: United StatesUnited States
San Francisco
Asif C. | SoftaimsMember Since 2021
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Artificial IntelligenceMachine LearningNatural Language ProcessingAI ChatbotRetrieval Augmented GenerationGenerative AIAI Agent DevelopmentAI PlatformGenerative AI Prompt EngineeringLangChainLarge Language ModelPythonAI Mobile App DevelopmentGenerative AI PromptChatbotHeybossasimEZsite

My name is Asif C. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, Machine Learning, Natural Language Processing, AI Chatbot, Retrieval Augmented Generation, etc.. I hold a degree in , Master of Computer Science (MSCS). Some of the notable projects I've worked on include: Chatbot Builder with AI Agents, AI Resume Parser, BitPay Crypto Payment Integration Website, I UX designer for a SaaS Product Website ✦ Libry, Flood Restoration Booking Website, etc.. I am based in San Francisco, United States. I've successfully completed 13 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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Eden Prime Inc (Remote)
Profile of David G., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
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David G., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

David G.

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Country: SpainSpain
Barcelona
David G. | SoftaimsMember Since 2018
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My name is David G. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: Python, R, Tesseract OCR, Computer Vision, Deep Learning, etc.. I hold a degree in Master's degree, Master of Business Administration (MBA). Some of the notable projects I’ve worked on include: Portfolio App, AI Voice Agent, Langchain, LangGraph, LangSmith RAG, Multi-Agent systems, MCP integration, Chatbot RAG n8n, etc.. I am based in Barcelona, Spain. I've successfully completed 36 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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7 years
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Amadeus IT Group
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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9 years
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Profile of Ebenge U., Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims
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Ebenge U., Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims

Ebenge U.

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Country: FranceFrance
Bezons
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Profile of Klimentiy B., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Klimentiy B., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Klimentiy B.

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My name is Klimentiy B. and I have over 12 years of experience in the tech industry. I specialize in the following technologies: Natural Language Generation, Machine Learning, Chatbot, Natural Language Processing, ChatGPT, etc.. I hold a degree in Master of Information Technology (MIT). Some of the notable projects I've worked on include: Enterprise AI Assistant for Complex Supply Chain Ops, Real-Time Voice AI Agent for Customer Order Management, Autonomous On-Chain AI Agent, Revolutionizing Sustainable Innovation with Gen AI and Traditional NLP, NLP for Sustainable Transformation Startup, etc.. I am based in Buenos Aires, Argentina. 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 Ahmed J., Senior Software Engineer - AI, Generative AI and AI Platforms at Softaims
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Ahmed J., Senior Software Engineer - AI, Generative AI and AI Platforms at Softaims

Ahmed J.

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Ahmed J. | SoftaimsMember Since 2019
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My name is Ahmed J. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, Large Language Model, Generative AI, Generative AI Software, Generative AI Prompt Engineering, etc.. I hold a degree in , Bachelor of Business Administration (BBA), Other, Other. Some of the notable projects I've worked on include: E-learning Medical AI Chatbot, E-learning Metabolic Fitness AI Chatbot, AI Custom Medical Articles & Book Writing Agent, AI Scientific Competitive Research Reporting Platform, Multilingual Business Law Advisory AI Chatbot, etc.. I am based in Berlin, Germany. I've successfully completed 16 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 Andrii H., Software Engineer - Web, Data Processing and Generative AI Platforms at Softaims
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Andrii H., Software Engineer - Web, Data Processing and Generative AI Platforms at Softaims

Andrii H.

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Timezone: UTC+02:00UTC+02:00
Country: UkraineUkraine
Vinnytsya
Andrii H. | SoftaimsMember Since 2022
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Web DevelopmentAPI IntegrationPuppeteerWeb ScrapingData ProcessingData ExtractionWordPressChatGPTWeb Scraping SoftwareData MiningGenerative AIAutomationData ScrapingScriptingWeb Crawling

My name is Andrii H. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Web Development, API Integration, Puppeteer, Web Scraping, Data Processing, etc.. I hold a degree in . Some of the notable projects I've worked on include: Financial docs to AWS PostgreSQL: Large-Scale Schema & Data Migration, E-comm Discount Web Scraping & Digital Shelf Monitoring with AI Agent, Custom Cryptocurrency Exchange on WordPress with AI-Generated Content, Crypto Exchange Platform with Binance API Integration and Telegram Bot, Multilingual Crypto News Aggregator with Automated Translation, etc.. I am based in Vinnytsya, Ukraine. I've successfully completed 14 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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3 years
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More than 30 hrs/week
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WireBloom
Profile of Saleem K., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Softaims
Saleem K., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Saleem K.

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Timezone: UTC-05:00UTC-05:00
Country: United StatesUnited States
Orlando
Saleem K. | SoftaimsMember Since 2018
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PythonDeep LearningNatural Language ProcessingMachine LearningLLM Prompt EngineeringData ScrapingArtificial IntelligenceChatbot DevelopmentAI Agent DevelopmentRetrieval Augmented GenerationGenerative AILangChainAI ConsultingAI DevelopmentWeb ScrapingSoftgenCreateCreatr

My name is Saleem K. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: Python, Deep Learning, Natural Language Processing, Machine Learning, LLM Prompt Engineering, etc.. I hold a degree in . Some of the notable projects I've worked on include: Setter Al - AI Sale Pipeline, Estimaitor - PreConAI, Mathology - AI-powered EdTech, BookKeepa - AI Powered Financial Management, Chef Qailo - AI-powered Cooking Assistant, etc.. I am based in Orlando, United States. I've successfully completed 15 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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Experience
7 years
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As Needed - Open to Offers
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$50
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Freelance Full Time
Profile of Prakash D., Senior Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
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Softaims
Prakash D., Senior Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Prakash D.

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Timezone: UTC+05:45UTC+05:45
Country: NepalNepal
Kathmandu
Prakash D. | SoftaimsMember Since 2020
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Deep LearningMachine LearningComputer VisionPythonNatural Language ProcessingWeb ScrapingLangChainFastAPIGenerative AIOpenAI APIAmazon BedrockRetrieval Augmented GenerationAI ChatbotAI Video GeneratorAI Agent Development

My name is Prakash D. and I have over 5 years of experience in the tech industry. I specialize in the following technologies: Deep Learning, Machine Learning, Computer Vision, Python, Natural Language Processing, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I've worked on include: Multi-Agents Orchestration for automation of integrations, Integration/Finance/RAG Chatbot, Video Meeting Agent (Microsoft Teams/Google Meet/Zoom), RAG - Langchain - Streamlit (Chat with PDF, Excel or CSV), Claude-3.5-sonnet based WebEx bot with Airtable, etc.. I am based in Kathmandu, Nepal. I've successfully completed 19 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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5 years
Availability
As Needed - Open to Offers
Hourly Rate
$40
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Johnson & Johnson

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