What is the role of data in generative AI?

The question is about generative ai

Answer

Data plays a crucial role in generative AI as it serves as the foundation for training models. High-quality, diverse, and representative datasets are essential for developing robust generative models. The data is used to teach the AI about the patterns and structures it needs to replicate in its outputs. The quality of the generated content is directly linked to the quality and diversity of the training data. Therefore, careful data selection, preprocessing, and augmentation are vital steps in the development process.

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

Wamiq R.

generative-ai

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

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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1 Year
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$65
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Undetectable AI
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 LearningLangChainLLMTrickleSoftgen AIwebsim Ai

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

Sourish B.

generative-ai

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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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PythonDeep LearningMachine LearningData ScienceMachine Learning ModelChatGPTGPT-4Neural NetworkData ModelingData WarehousingGenerative AILarge Language ModelData AnalysisAnalyticsArtificial IntelligenceLLMRocket NewKiroRork

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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$150
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Tata Consultancy Services
Profile of Md Abdullah A., Senior Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims
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Softaims
Md Abdullah A., Senior Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims

Md Abdullah A.

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Timezone: UTC+06:00UTC+06:00
Country: BangladeshBangladesh
Kushtia
Md Abdullah A. | SoftaimsMember Since 2019
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My name is Md Abdullah A. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Deep Learning, Data Science, Computer Vision, Machine Learning, TensorFlow, etc.. I hold a degree in Bachelor of Science (BS). Some of the notable projects I've worked on include: AI VoiceBot, Question Answering ChatBot with Gemini api, Machine Learning Project. I am based in Kushtia, Bangladesh. I've successfully completed 3 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.

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6 years
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Creative AI (CRTVAI)
Profile of Dmytrii M., Junior Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Softaims
Dmytrii M., Junior Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Dmytrii M.

generative-ai

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Timezone: UTC+03:00UTC+03:00
Country: UkraineUkraine
Avdiivka
Dmytrii M. | SoftaimsMember Since 2024
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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.

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Profile of Amien K., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
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Softaims
Amien K., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Amien K.

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Timezone: UTC+02:00UTC+02:00
Country: EgyptEgypt
Haram
Amien K. | SoftaimsMember Since 2018
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My name is Amien K. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: LangChain, FastAPI, OpenAI API, Chatbot, Retrieval Augmented Generation, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: Twitter Bots Manager With Configuration Panel, Norwegian Tweets Topic Extraction, English Tweets Setiment Analysis, Captcha Recognition Accuracy Enhancement, NewYork Trafic Analysis, etc.. I am based in Haram, Egypt. I've successfully completed 7 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 Pablo V., Lead Software Engineer - AI, Full-Stack and Generative AI Platforms at Softaims
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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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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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Google Spain
Profile of Yohannes W., Software Engineer - Mobile, Web and Generative AI Platforms at Softaims
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Softaims
Yohannes W., Software Engineer - Mobile, Web and Generative AI Platforms at Softaims

Yohannes W.

generative-ai

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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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Experience
2 years
Availability
Full-time
Hourly Rate
$25
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Addis Software
Profile of Asif C., Senior Software Engineer - AI, Python and Generative AI Platforms at Softaims
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Softaims
Asif C., Senior Software Engineer - AI, Python and Generative AI Platforms at Softaims

Asif C.

generative-ai

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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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Experience
4 years
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$40
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Eden Prime Inc (Remote)
Profile of Arsalan M., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Softaims
Arsalan M., Lead Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Arsalan M.

generative-ai

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Timezone: UTC-06:00UTC-06:00
Country: United StatesUnited States
Houston
Arsalan M. | SoftaimsMember Since 2015
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AI App DevelopmentAI ChatbotGenerative AI SoftwareLLM PromptNatural Language ProcessingMachine LearningDeep LearningLarge Language ModelLangChainPythonGenerative AIETLReactAI ImplementationpandasLLM

My name is Arsalan M. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: AI App Development, AI Chatbot, Generative AI Software, LLM Prompt, Natural Language Processing, etc.. I hold a degree in Master of Computer Science (MSCS), Doctor of Philosophy (PhD). Some of the notable projects I've worked on include: EKAI, Sahl AI, Lytics News Monitoring System, Sandoz, AI Chat and Generative Media Platform, etc.. I am based in Houston, United States. I've successfully completed 9 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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1 Year
Availability
More than 30 hrs/week
Hourly Rate
$50
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Snorkel AI – Palo Alto, CA

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