How do Generative Adversarial Networks (GANs) function?

The question is about generative ai

Answer

Generative Adversarial Networks (GANs) function through a dual-model setup consisting of a generator and a discriminator. The generator creates new data instances, while the discriminator evaluates them against real data. The two models are trained simultaneously in a competitive process. The generator aims to produce data that can fool the discriminator, while the discriminator strives to distinguish between real and generated data. This adversarial process continues until the generator produces high-quality data that the discriminator can no longer differentiate from real data.

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Profile of Yohannes W., Software Engineer - Mobile, Web and Generative AI Platforms at Softaims
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Yohannes W., Software Engineer - Mobile, Web and Generative AI Platforms at Softaims

Yohannes W.

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Timezone: UTC+03:00UTC+03:00
Country: EthiopiaEthiopia
Addis Ababa
Yohannes W. | SoftaimsMember Since 2023
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FlutterApp DevelopmentReactNode.jsPythonAndroid App DevelopmentWeb DevelopmentGenerative AIn8nFastAPIFlaskC++C#React NativeNextjs

My name is Yohannes W. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Flutter, App Development, React, node.js, Python, etc.. I hold a degree in Bachelor of Applied Science (BASc), Bachelor of Applied Science (BASc). Some of the notable projects I’ve worked on include: SkillNet Ethiopia - Comprehensive Talent Hiring Platform, Centralized educational platform for A2SV Education, My portofolio, Food delivery Full Stack Website(React,Node.js,Moongose,Express), Ecommerce App. I am based in Addis Ababa, Ethiopia. I've successfully completed 5 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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2 years
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Full-time
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$25
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Addis Software
Profile of Pablo V., Lead Software Engineer - AI, Full-Stack and Generative AI Platforms at Softaims
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Softaims
Pablo V., Lead Software Engineer - AI, Full-Stack and Generative AI Platforms at Softaims

Pablo V.

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Timezone: UTC+02:00UTC+02:00
Country: SpainSpain
Madrid
Pablo V. | SoftaimsMember Since 2017
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JavaScriptPythonData ScrapingAutomationChatGPTReactArtificial IntelligenceFull-Stack DevelopmentMinimum Viable ProductAI Agent DevelopmentRetrieval Augmented GenerationGenerative AILarge Language ModelVector Databasen8nData EngineeringData ScienceData AnalysisReact NativeNextjsFullstackLLM

My name is Pablo V. and I have over 8 years of experience in the tech industry. I specialize in the following technologies: JavaScript, Python, Data Scraping, Automation, ChatGPT, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I’ve worked on include: Voice Agent powered lead generation and classification MVP, AI Agent powered RAG app to improve document insights retrieval, Automated job lead generation and management system, Chrome extension for real estate agency, Award-winning WhatsApp chatbot for Seville subway, etc.. I am based in Madrid, Spain. I've successfully completed 7 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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8 years
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Full-time
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$45
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Google Spain
Profile of Klimentiy B., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Softaims
Klimentiy B., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Klimentiy B.

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Timezone: UTC+02:00UTC+02:00
Country: ArgentinaArgentina
Buenos Aires
Klimentiy B. | SoftaimsMember Since 2013
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Natural Language GenerationMachine LearningChatbotNatural Language ProcessingChatGPTGenerative AIInformation RetrievalArtificial IntelligenceAI ChatbotSearch Tool

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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12 years
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Less than 30 hrs/week
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$140
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dMASS, Inc.
Profile of David G., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
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Softaims
David G., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

David G.

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Timezone: UTC+02:00UTC+02:00
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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Full-time
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$45
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Amadeus IT Group
Profile of Saleem K., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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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 Scraping

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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7 years
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As Needed - Open to Offers
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Profile of Ebenge U., Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims
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Softaims
Ebenge U., Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims

Ebenge U.

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Timezone: UTC+02:00UTC+02:00
Country: FranceFrance
Bezons
Ebenge U. | SoftaimsMember Since 2022
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My name is Ebenge U. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Deep Learning, Model Optimization, Machine Learning Model, Machine Learning, Natural Language Processing, etc.. I hold a degree in Bachelor of Science (BS), Master of Science (MS), Doctor of Philosophy (PhD), Master of Computer Science (MSCS). Some of the notable projects I've worked on include: OpenAI Experience - LangChain Developer, OpenAI Experience - Prompt Engineer, OpenAI Experience - Prompt Engineer. I am based in Bezons, France. 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.

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Musiversal
Profile of Sourish B., Lead Data Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Sourish B., Lead Data Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Sourish B.

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Timezone: UTC (no DST) Tangiers, CasablancaUTC (no DST) Tangiers, Casablanca
Country: United KingdomUnited Kingdom
London
Sourish B. | SoftaimsMember Since 2016
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My name is Sourish B. and I have over 9 years of experience in the tech industry. I specialize in the following technologies: Python, Deep Learning, Machine Learning, Data Science, Machine Learning Model, etc.. I hold a degree in Bachelor of Technology (BTech). Some of the notable projects I've worked on include: Social Media Trend prediction for Online retail store, Competitor analysis strategy optimization, DARPA and Social Mind research, Cost modelling for Marketing Expenditure, Insurance under writer and broker location relationship, etc.. I am based in London, United Kingdom. I've successfully completed 10 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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Tata Consultancy Services
Profile of Yoan G., Senior Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
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Softaims
Yoan G., Senior Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Yoan G.

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Timezone: UTC+01:00UTC+01:00
Country: FranceFrance
Bagnolet
Yoan G. | SoftaimsMember Since 2020
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My name is Yoan G. and I have over 5 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, GPT-4, Large Language Model, ChatGPT, Hugging Face, etc.. I hold a degree in Engineer's degree, Engineer's degree. Some of the notable projects I've worked on include: OpenAI Experience, Text Transformer using GPT models, MLP Architectures for Emotion and Sentiment Analysis, Deep Reinforcement Learning Certification, Whisper (Transcription) App, etc.. I am based in Bagnolet, France. 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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5 years
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$200
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ChatInnov
Profile of Hitesh K., Senior Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
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Softaims
Hitesh K., Senior Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Hitesh K.

generative-ai

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Timezone: UTC-06:00UTC-06:00
Country: United StatesUnited States
Schaumburg
Hitesh K. | SoftaimsMember Since 2022
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AI DevelopmentMachine LearningConversational AIChatbot DevelopmentAI Agent DevelopmentRetrieval Augmented GenerationLarge Language ModelGenerative AILangChainLLaMANatural Language ProcessingTensorFlowPyTorchVector DatabaseGitLabOpenShiftCI/CDTerraformSystem MonitoringCloud ComputingAmazon Web ServicesJenkinsDevOpsKubernetesAzure DevOpsMicrosoft AzureLLM

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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Experience
4 years
Availability
More than 30 hrs/week
Hourly Rate
$25
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Sterling Computers, Inc.
Profile of Oleksandr V., Junior Software Engineer - AI, Python and Generative AI Platforms at Softaims
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Softaims
Oleksandr V., Junior Software Engineer - AI, Python and Generative AI Platforms at Softaims

Oleksandr V.

generative-ai

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Timezone: UTC+02:00UTC+02:00
Country: UkraineUkraine
Kyiv
Oleksandr V. | SoftaimsMember Since 2024
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PythonJavaScriptLarge Language ModelGPT-4oNatural Language ProcessingAI ChatbotAI Agent DevelopmentGenerative AIArtificial IntelligenceMachine LearningMake.comZapierVertex AIDeep LearningLangChainLLM

My name is Oleksandr V. and I have over 1 year of experience in the tech industry. I specialize in the following technologies: Python, JavaScript, Large Language Model, GPT-4o, Natural Language Processing, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I've worked on include: AI Voice Agent for Smart Speaker, Chat with Document + Web Search, SolarGPT Voice-Enabled Chatbot, AI Saas Learning Chatbots/Agents, Casino Website with React. I am based in Kyiv, Ukraine. 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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Experience
1 year
Availability
More than 30 hrs/week
Hourly Rate
$40
Rating
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BSG

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