How does generative AI work?

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Answer

Generative AI works by using machine learning models, particularly neural networks, to learn patterns and structures from large datasets. The most common models used are Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs). These models are trained on vast amounts of data and learn to generate new data instances that resemble the training set. The process involves learning the underlying distribution of the data and then sampling from this distribution to create new content.

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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.

generative-ai

Verified BadgeVerified Expert in Engineering
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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Experience
5 years
Availability
As Needed - Open to Offers
Hourly Rate
$40
Rating
Previous Company
Johnson & Johnson
Profile of Zein I., Senior Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
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Softaims
Zein I., Senior Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Zein I.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+08:00UTC+08:00
Country: IndonesiaIndonesia
Kutai Kartanegara
Zein I. | SoftaimsMember Since 2020
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GPT-4ChatGPTLangChainWeb ApplicationAPI IntegrationStreamlitVector DatabaseAzure OpenAI ServicePineconeGenerative AIArtificial IntelligenceNatural Language ProcessingLarge Language ModelAI ChatbotGenerative AI SoftwareLLM

My name is Zein I. and I have over 5 years of experience in the tech industry. I specialize in the following technologies: GPT-4, ChatGPT, LangChain, Web Application, API Integration, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: Automating AI Translation with n8n, Airtable, and DeepL, WhatsApp AI Chatbot, RAG Chatbot with Azure OpenAI and Azure AI Search, Custom AI Chatbot for QnA: Leveraging RAG and LLMs for Document Search, Slack Bot Integration with OpenAI API, etc.. I am based in Kutai Kartanegara, Indonesia. I've successfully completed 26 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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5 years
Availability
More than 30 hrs/week
Hourly Rate
$30
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Fireworks Digital
Profile of Muhammad A., Software Engineer - AI, Automation and Generative AI Platforms at Softaims
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Softaims
Muhammad A., Software Engineer - AI, Automation and Generative AI Platforms at Softaims

Muhammad A.

generative-ai

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Timezone: UTC+01:00UTC+01:00
Country: NigeriaNigeria
Abuja
Muhammad A. | SoftaimsMember Since 2021
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Technical WritingArticle WritingDigital ElectronicsBlog WritingPythonDeep Learning FrameworkInformation & Communications TechnologyLLM Prompt EngineeringAI Agent DevelopmentGenerative AI Prompt Engineeringn8nAutomationAutomated WorkflowLangChainAPI Integration

My name is Muhammad A. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Technical Writing, Article Writing, Digital Electronics, Blog Writing, Python, etc.. I hold a degree in Bachelor of Engineering (BEng), Master of Technology (MTech), Master's degree. Some of the notable projects I've worked on include: blockchain articles, web development portfolio, Technical content on Javascript, IT article for IOT, Custom WordPress site from client-supplied design, etc.. I am based in Abuja, Nigeria. 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
4 years
Availability
More than 30 hrs/week
Hourly Rate
$30
Rating
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Marketomic
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.

generative-ai

Verified BadgeVerified Expert in Engineering
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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Experience
7 years
Availability
As Needed - Open to Offers
Hourly Rate
$50
Rating
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Freelance Full Time
Profile of Abdelhadi A., Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Softaims
Abdelhadi A., Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Abdelhadi A.

generative-ai

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Timezone: UTC+01:00UTC+01:00
Country: FranceFrance
Paris
Abdelhadi A. | SoftaimsMember Since 2022
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Retrieval Augmented GenerationLLM Prompt EngineeringGenerative AIAI App DevelopmentMachine LearningArtificial IntelligenceHugging FaceVector EmbeddingVector DatabaseLLaMALangChainAI Agent Developmentn8nZapier

My name is Abdelhadi A. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Retrieval Augmented Generation, LLM Prompt Engineering, Generative AI, AI App Development, Machine Learning, etc.. I hold a degree in Doctor of Philosophy (PhD). Some of the notable projects I've worked on include: My services, ToThePoint.ai, LeDroit.ai, RAGbase.ai, HeyCloud, etc.. I am based in Paris, France. 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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Experience
3 years
Availability
As Needed - Open to Offers
Hourly Rate
$90
Rating
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PacketAI
Profile of Ahmed J., Senior Software Engineer - AI, Generative AI and AI Platforms at Softaims
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Softaims
Ahmed J., Senior Software Engineer - AI, Generative AI and AI Platforms at Softaims

Ahmed J.

generative-ai

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Timezone: UTC+02:00UTC+02:00
Country: GermanyGermany
Berlin
Ahmed J. | SoftaimsMember Since 2019
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Artificial IntelligenceLarge Language ModelGenerative AIGenerative AI SoftwareGenerative AI Prompt EngineeringMultimodal Large Language ModelAI ChatbotAI ConsultingAI Agent DevelopmentClaude 3.5 SonnetAI PlatformAI DevelopmentAI Mobile App DevelopmentAI Model IntegrationAI Model DevelopmentLLM

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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Experience
6 years
Availability
As Needed - Open to Offers
Hourly Rate
$49
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AI Dev Studio
Profile of Ygor A., Senior Software Engineer - AI, Web and Generative AI Platforms at Softaims
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Softaims
Ygor A., Senior Software Engineer - AI, Web and Generative AI Platforms at Softaims

Ygor A.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC-03:00UTC-03:00
Country: BrazilBrazil
Joao Pessoa
Ygor A. | SoftaimsMember Since 2021
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PythonChatbotAI BotChatGPTGPT-4Web ScrapingData ScrapingArtificial IntelligenceWeb DevelopmentGenerative AIAI ChatbotChatbot DevelopmentLangChainLarge Language ModelClaudeLLM

My name is Ygor A. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Python, Chatbot, AI Bot, ChatGPT, GPT-4, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: Full Stack AI-Powered Application Development (OpenAI Experience), AI Agents using Open Source LLM (LLama 3), LLM Agentic Workflows using CrewAI and Langgraph, Solar Tracker Control AI Based. I am based in Joao Pessoa, Brazil. I've successfully completed 4 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
4 years
Availability
As Needed - Open to Offers
Hourly Rate
$60
Rating
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EMBRAPII - Brazilian Company of Industrial Research and Innovation
Profile of Tony S., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
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Softaims
Tony S., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Tony S.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+08:00UTC+08:00
Country: IndonesiaIndonesia
Tabanan
Tony S. | SoftaimsMember Since 2015
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AI ChatbotPrompt EngineeringGPT APILangChainPineconeVector DatabaseGenerative AIChatGPTGPT-4 APIDockerPythonLLaMAClaudeAI DevelopmentNext.js

My name is Tony S. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: AI Chatbot, Prompt Engineering, GPT API, LangChain, Pinecone, etc.. I hold a degree in , . Some of the notable projects I've worked on include: AI agent framework for Twitter, Multi-modal RAG with QDrant, LlamaIndex and GPT-4o, AI Personal Assistant in Paradise, LangGraph+LLama 3.1 AI agent that manages tasks in GHL and Notion, LangChain LangGraph AI agents template with easy integration, etc.. I am based in Tabanan, Indonesia. I've successfully completed 34 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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Experience
1 Year
Availability
As Needed - Open to Offers
Hourly Rate
$100
Rating
Previous Company
AICha.mp
Profile of Wamiq R., Lead Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims
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Softaims
Wamiq R., Lead Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims

Wamiq R.

generative-ai

Verified BadgeVerified Expert in Engineering
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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Experience
1 Year
Availability
More than 30 hrs/week
Hourly Rate
$65
Rating
Previous Company
Undetectable AI
Profile of Sanjay K., Lead Software Engineer - AI, Automation and Generative AI Platforms at Softaims
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Softaims
Sanjay K., Lead Software Engineer - AI, Automation and Generative AI Platforms at Softaims

Sanjay K.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC-04:00UTC-04:00
Country: CanadaCanada
Toronto
Sanjay K. | SoftaimsMember Since 2014
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AI Agent DevelopmentChatbot DevelopmentAI ChatbotChatGPT API IntegrationOpenAI APIGenerative AIRetrieval Augmented GenerationLLM Prompt EngineeringLangChainElevenLabsAutomationMake.comAI Model IntegrationReal EstateReal Estate Project Management Software

My name is Sanjay K. and I have over 11 years of experience in the tech industry. I specialize in the following technologies: AI Agent Development, Chatbot Development, AI Chatbot, ChatGPT API Integration, OpenAI API, etc.. I hold a degree in Master of Computer Applications (MCA), Master of Business Administration (MBA). Some of the notable projects I've worked on include: AI Agent for Trip Planning (Multi-Agent, Kaiban.js, LangChain), AI Agent VoiceBot/VoiceCall for law firms & Immigration services leads, AI Agent VoiceBot/VoiceCall for Loan Approval, Chatbot integration with HubSpot through Zapier, HR Chatbot with LangChain & OpenAI/ChatGPT, etc.. I am based in Toronto, Canada. I've successfully completed 7 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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Experience
11 years
Availability
More than 30 hrs/week
Hourly Rate
$35
Rating
Previous Company
Deligence Technologies Pvt. Ltd.

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