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 to create new data samples that resemble a given dataset. VAEs work by encoding input data into a latent space, a compressed representation, and then decoding it back to the original form. This process involves learning the probability distribution of the data, allowing the model to generate new samples by sampling from this distribution. VAEs are particularly useful for tasks requiring smooth interpolation between data points, such as generating new images or filling in missing data.

About the Author

  • Author icon

    By Oleksandr K.

  • ✓ Verified Expert
  • Experience icon

    10 years of experience

My name is Oleksandr K. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: JavaScript, Stable Diffusion, Cloud Architecture, PyTorch, TensorFlow, etc.. I hold a degree in Master of Computer Applications (MCA), . Some of the notable projects I've worked on include: Generative AI Backend for architectrender.com, Generative AI backend for Architecture redesign app, Generative AI Backend for logodiffusion.com, Stable Diffusion SAAS. I am based in Vinnitsya, Ukraine. I've successfully completed 4 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.

Previously worked at:Agile Engine

Hire Remote Generative Ai Developers

Profile of Krupali S., Software Engineer - AI, Generative AI and NLP Platforms at Softaims
View full profile
Softaims
Krupali S., Software Engineer - AI, Generative AI and NLP Platforms at Softaims

Krupali S.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Surat
Krupali S. | SoftaimsMember Since 2022
View and Hire Arrow Icon
Artificial IntelligenceOCR SoftwareRetrieval Augmented GenerationOCR AlgorithmPrompt EngineeringGenerative AIAI ChatbotAI Agent DevelopmentLangChainVector DatabaseChatGPTAI ConsultingNatural Language ProcessingTesseract OCROpenAI APICreatrGlideLazy AI

My name is Krupali S. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, OCR Software, Retrieval Augmented Generation, OCR Algorithm, Prompt Engineering, etc.. I hold a degree in Bachelor of Science in Information Technology. Some of the notable projects I've worked on include: RAG-Powered AI Assistant: File Search, Document Chat & Multi-File QA, Data extraction from legal contracts for database building, Accurate OCR Solutions, Automated OCR Data Extraction for Belgium Passport and ID Documents, EEG Signal Processing Machine Learning for Epilepsy Detection MATLAB, etc.. I am based in Surat, India. I've successfully completed 7 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.

Show More
Experience
3 years
Availability
More than 30 hrs/week
Hourly Rate
$25
Rating
Previous Company
Freelancer
Profile of Dmytrii M., Junior Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
View full profile
Softaims
Dmytrii M., Junior Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Dmytrii M.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+03:00UTC+03:00
Country: UkraineUkraine
Avdiivka
Dmytrii M. | SoftaimsMember Since 2024
View and Hire Arrow Icon
Artificial IntelligenceMachine LearningPythonVertex AIStable DiffusionChatbotComputer VisionOpenAI APIFastAPIGenerative AITensorFlowData MiningTransformer ModelLlama 3Large Language ModelEZsitedev fundevlo

My name is Dmytrii M. and I have over 1 year of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, Machine Learning, Python, Vertex AI, Stable Diffusion, etc.. I hold a degree in , Bachelor of Computer Science (BCompSc). Some of the notable projects I've worked on include: Vindfall Fallen Trees, High-Precision Dental X-Ray Annotation for AI, Chat with Document & Web Search. I am based in Avdiivka, Ukraine. I've successfully completed 3 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.

Show More
Experience
1 year
Availability
More than 30 hrs/week
Hourly Rate
$40
Rating
Previous Company
ScienceSoft
Profile of Abhik M., Software Engineer - AI, Generative AI and Computer Vision Platforms at Softaims
View full profile
Softaims
Abhik M., Software Engineer - AI, Generative AI and Computer Vision Platforms at Softaims

Abhik M.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Kharagpur
Abhik M. | SoftaimsMember Since 2023
View and Hire Arrow Icon
Computer VisionDeep LearningObject DetectionMedical ImagingStable DiffusionGenerative AILarge Language ModelRetrieval Augmented GenerationChatGPTChatbotLangChainAI Agent DevelopmentLLM PromptVector DatabaseVector EmbeddingLLM

My name is Abhik M. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, Deep Learning, Object Detection, Medical Imaging, Stable Diffusion, etc.. I hold a degree in Bachelor's degree, Doctor of Philosophy (PhD). Some of the notable projects I've worked on include: Realtime RAG Agent, AI Friends: Say Hi to Voice Agents, Teams Chatbot: Azure Bot, Multi-Agent Bot: SQL Agent, AI-Agent for Resturant Reservation, etc.. I am based in Kharagpur, India. I've successfully completed 32 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.

Show More
Experience
2 years
Availability
More than 30 hrs/week
Hourly Rate
$44
Rating
Previous Company
PRM Fincon
Profile of Miteshkumar P., Lead Software Engineer - AI, Generative AI and AI Platforms at Softaims
View full profile
Softaims
Miteshkumar P., Lead Software Engineer - AI, Generative AI and AI Platforms at Softaims

Miteshkumar P.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Ahmedabad
Miteshkumar P. | SoftaimsMember Since 2014
View and Hire Arrow Icon
Computer VisionGenerative AILarge Language ModelChatbotAI App DevelopmentAI Agent DevelopmentAI DevelopmentAI Image GenerationAI Consultingn8nLangChainAI Video GenerationHealthcare ITAI ImplementationAI Product ManagementLLMLazy AICody by SourcegraphTabnine

My name is Miteshkumar P. and I have over 11 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, Generative AI, Large Language Model, Chatbot, AI App Development, etc.. I hold a degree in Bachelor of Technology (BTech), Master of Technology (MTech). Some of the notable projects I've worked on include: Prompt-to-Plan: AI Home Layout Generator with Real-Time Customization, Optimizing Civil Situation Plan Approval, AI-Driven eCRF Automation for Clinical Trials, No Code Platform for Computer Vision Application, Floorplan Recognition System, etc.. I am based in Ahmedabad, India. I've successfully completed 25 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.

Show More
Experience
11 years
Availability
More than 30 hrs/week
Hourly Rate
$35
Rating
Previous Company
Upwork
Profile of Volodymyr K., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
View full profile
Softaims
Volodymyr K., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Volodymyr K.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: RomaniaRomania
Cluj-Napoca
Volodymyr K. | SoftaimsMember Since 2015
View and Hire Arrow Icon
ChatGPTPythonLangChainAI ChatbotChatbot IntegrationGenerative AIMachine LearningPrompt EngineeringArtificial IntelligenceLLM Prompt EngineeringNatural Language ProcessingDeep LearningNeural NetworkComputer VisionPyTorchasimEZsitedev fun

My name is Volodymyr K. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: ChatGPT, Python, LangChain, AI Chatbot, Chatbot Integration, etc.. I hold a degree in Master of Computer Applications (MCA). Some of the notable projects I've worked on include: AI/RAG Document Search for Industry-Specific Use Cases, Personal AI Assistant for Emotional Support and Coaching, AI-Powered Risk Assessment for Insurance Reports, LLM-Based Legal Document Search & Analysis, AI Agents for Recruiting Agencies, etc.. I am based in Cluj-Napoca, Romania. I've successfully completed 14 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.

Show More
Experience
1 Year
Availability
As Needed - Open to Offers
Hourly Rate
$35
Rating
Previous Company
Provectus
Profile of Aashish A., Senior Software Engineer - AI, Generative AI and Chatbot Platforms at Softaims
View full profile
Softaims
Aashish A., Senior Software Engineer - AI, Generative AI and Chatbot Platforms at Softaims

Aashish A.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Amritsar
Aashish A. | SoftaimsMember Since 2021
View and Hire Arrow Icon
AI Agent DevelopmentPrompt EngineeringAI ChatbotGenerative AIAI Text-to-SpeechAI Content CreationTensorFlowStable DiffusionLead GenerationAI BotAI Text-to-ImageAI Model IntegrationAI TradingWeb ScrapingChatGPT API

My name is Aashish A. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: AI Agent Development, Prompt Engineering, AI Chatbot, Generative AI, AI Text-to-Speech, etc.. I hold a degree in , Bachelor of Computer Science (BCompSc). Some of the notable projects I've worked on include: AI Animal Detection System using PyTorch, TensorFlow & FastAPI, Molin AI - React.js, Node.js, Full Stack, Vydbox - React.js, Node.js, Open AI, ClickMind Sign in Page - React, Node, AI Integration, Teman - React Native, Node.js, etc.. I am based in Amritsar, India. I've successfully completed 11 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.

Show More
Experience
4 years
Availability
As Needed - Open to Offers
Hourly Rate
$25
Rating
Previous Company
Deliverable Services
Profile of Asif C., Senior Software Engineer - AI, Python and Generative AI Platforms at Softaims
View full profile
Softaims
Asif C., Senior Software Engineer - AI, Python and Generative AI Platforms at Softaims

Asif C.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC-08:00UTC-08:00
Country: United StatesUnited States
San Francisco
Asif C. | SoftaimsMember Since 2021
View and Hire Arrow Icon
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.

Show More
Experience
4 years
Availability
More than 30 hrs/week
Hourly Rate
$40
Rating
Previous Company
Eden Prime Inc (Remote)
Profile of Bhargav T., Senior Backend Engineer - AI, Python and Generative AI Platforms at Softaims
View full profile
Softaims
Bhargav T., Senior Backend Engineer - AI, Python and Generative AI Platforms at Softaims

Bhargav T.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Surat
Bhargav T. | SoftaimsMember Since 2020
View and Hire Arrow Icon
PythonAPI IntegrationGPT-4ChatGPTAI Model IntegrationAI ChatbotGenerative AIAI Content CreationLLM Prompt EngineeringChatbotHugging FaceStable DiffusionAI Agent DevelopmentFluxn8n

My name is Bhargav T. and I have over 5 years of experience in the tech industry. I specialize in the following technologies: Python, API Integration, GPT-4, ChatGPT, AI Model Integration, etc.. I hold a degree in Bachelor of Technology (BTech), Bachelor of Technology (BTech). Some of the notable projects I've worked on include: AI phone call agent using BlandAI, Personalized AI Chatbot for Website, Personalized AI/GPT chatbot, Customer Service Chatbot, Med AI - Personalized AI chatbot Trained on PDFs, etc.. I am based in Surat, India. I've successfully completed 6 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.

Show More
Experience
5 years
Availability
More than 30 hrs/week
Hourly Rate
$55
Rating
Previous Company
XponixAI
Profile of Antik P., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
View full profile
Softaims
Antik P., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Antik P.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Bengaluru
Antik P. | SoftaimsMember Since 2015
View and Hire Arrow Icon
PythonTensorFlowComputer VisionDeep LearningMachine LearningNatural Language ProcessingChatGPTGoogle Cloud PlatformStable DiffusionLarge Language ModelLangchainGenerative AIPrompt EngineeringLLM PromptLLM Prompt EngineeringLLM

My name is Antik P. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: Python, TensorFlow, Computer Vision, Deep Learning, Machine Learning, etc.. I hold a degree in Bachelor of Engineering (BEng), Master's degree. Some of the notable projects I’ve worked on include: Agentic RAG for Legal AI, TryOn AI – Virtual Fashion Try-On, AI Model / Avatar Photoshoot – Hyper-Realistic Virtual Photoshoots, PDS - Personal Data Scientist Chat System, AI-Driven Ad Generation and Editing Platform Using Stable Diffusion, etc.. I am based in Bengaluru, India. I've successfully completed 10 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.

Show More
Experience
1 Year
Availability
Full-time
Hourly Rate
$40
Rating
Previous Company
Google India
Profile of Rohit S., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
View full profile
Softaims
Rohit S., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Rohit S.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:30UTC+05:30
Country: IndiaIndia
Chandigarh
Rohit S. | SoftaimsMember Since 2017
View and Hire Arrow Icon
Deep Neural NetworkTensorFlowPythonNatural Language ProcessingDeep LearningComputer VisionPyTorchChatbotMachine LearningAutomatic Speech RecognitionLLM Prompt EngineeringGPT ChatbotLlama 3Generative AILangChain

My name is Rohit S. and I have over 8 years of experience in the tech industry. I specialize in the following technologies: Deep Neural Network, TensorFlow, Python, Natural Language Processing, Deep Learning, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: RAG Chatbot using n8n, Google Drive, Gemini & Pinecone, FutureWise.AI Career Tool, LegalLens AI – Intelligent Document Insight and Q&A Platform, Website maker Agentic AI LLM application, Object Tracking., etc.. I am based in Chandigarh, India. I've successfully completed 14 projects while developing at Softaims. I'm committed to continuous learning, always striving to stay current with the latest industry trends and technical methodologies. My work is driven by a genuine passion for solving complex, real-world challenges through creative and highly effective solutions. Through close collaboration with cross-functional teams, I've consistently helped businesses optimize critical processes, significantly improve user experiences, and build robust, scalable systems designed to last. My professional philosophy is truly holistic: the goal isn't just to execute a task, but to deeply understand the project's broader business context. I place a high priority on user-centered design, maintaining rigorous quality standards, and directly achieving business goals—ensuring the solutions I build are technically sound and perfectly aligned with the client's vision. This rigorous approach is a hallmark of the development standards at Softaims. Ultimately, my focus is on delivering measurable impact. I aim to contribute to impactful projects that directly help organizations grow and thrive in today's highly competitive landscape. I look forward to continuing to drive success for clients as a key professional at Softaims.

Show More
Experience
8 years
Availability
As Needed - Open to Offers
Hourly Rate
$50
Rating
Previous Company
AICHUNKS PVT. LTD.

Want to hire?

Hire generative-ai Arrow Icon

Developers who got their wings at:

  • Intel Logo
    Intel Logo
  • Netflix Logo
    Netflix Logo
  • Lego Logo
    Lego Logo
  • Adidas Logo
    Adidas Logo
  • Samsung Logo
    Samsung Logo
  • Google Logo
    Google Logo
  • Uber Logo
    Uber Logo
  • Apple Logo
    Apple Logo
  • Pfizer Logo
    Pfizer Logo

Testimonials

Working with Softaims allowed us to quickly onboard highly skilled engineers who integrated seamlessly with our team. The experience was smooth and the results exceeded our expectations.

The Softaims platform gave us access to developers who immediately added value. Their expertise and professionalism made the entire process seamless.

Ready-to-interview vetted Generative Ai developers are waiting for your request

Hire Generative Ai Developer Arrow Icon
Hire Generative Ai Developer
Hire Generative Ai Developer