What role does machine learning play in generative AI?

The question is about generative ai

Answer

Machine learning is at the core of generative AI, providing the frameworks and algorithms that enable the creation of new content. Techniques such as neural networks, reinforcement learning, and unsupervised learning are commonly used to train generative models. Machine learning allows these models to learn patterns and structures from data, which they use to generate new instances. The continuous advancements in machine learning algorithms and techniques directly contribute to the improvements in the quality and capabilities of generative AI systems.

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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 Wanigasinghe R., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims
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Softaims
Wanigasinghe R., Lead Software Engineer - AI, Cloud and Generative AI Platforms at Softaims

Wanigasinghe R.

generative-ai

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Timezone: UTC+05:30UTC+05:30
Country: Sri LankaSri Lanka
Hungama
Wanigasinghe R. | SoftaimsMember Since 2015
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PythonNeo4jMachine LearningAI Model IntegrationLarge Language ModelGenerative AIAzure OpenAI ServiceArtificial IntelligenceLangChainAI Agent DevelopmentRetrieval Augmented GenerationAI DevelopmentAzure Bot ServiceMicrosoft TeamsMicrosoft Outlook DevelopmentLLMAskCodiReplitv0

My name is Wanigasinghe R. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: Python, Neo4j, Machine Learning, AI Model Integration, Large Language Model, etc.. I hold a degree in , Bachelor of Science (BS). Some of the notable projects I've worked on include: Browser Using AI Agent that will Do your tasks for you, AI Research Blogging bot that will Scrape web and Generate Blogs, WhatsApp Integrated to OpenAI GPT Assistant, AI Portal With AI Tools. I am based in Hungama, Sri Lanka. I've successfully completed 4 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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1 Year
Availability
More than 30 hrs/week
Hourly Rate
$30
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Verdentra LLC
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.

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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
Previous Company
Marketomic
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

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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.jsAugment CodeCodevCodeGeeX

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
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AICha.mp
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.

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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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11 years
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More than 30 hrs/week
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$35
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Deligence Technologies Pvt. Ltd.
Profile of Ivan T., Senior Software Engineer - AI, SaaS and Generative AI Platforms at Softaims
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Softaims
Ivan T., Senior Software Engineer - AI, SaaS and Generative AI Platforms at Softaims

Ivan T.

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Timezone: UTC+07:00UTC+07:00
Country: IndonesiaIndonesia
Bali
Ivan T. | SoftaimsMember Since 2019
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AI PlatformLLM PromptChatGPTLLM Prompt EngineeringChatGPT API IntegrationChatGPT PromptSaaSAI ChatbotPrompt EngineeringGPT APILangchainVector DatabaseGenerative AIPythonn8nQodoAugment CodeCodev

My name is Ivan T. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: AI Platform, LLM Prompt, ChatGPT, LLM Prompt Engineering, ChatGPT API Integration, etc.. Some of the notable projects I’ve worked on include: AI Deep Company Research Agent, AI-Driven ABM & Sales Outreach Tool, AI Sales Call Analysis Agent, AI Multichannel Social Media Agent, AI-Powered Shopify Blog Writer, etc.. I am based in Bali, Indonesia. I've successfully completed 12 projects while developing at Softaims. I am a dedicated innovator who constantly explores and integrates emerging technologies to give projects a competitive edge. I possess a forward-thinking mindset, always evaluating new tools and methodologies to optimize development workflows and enhance application capabilities. Staying ahead of the curve is my default setting. At Softaims, I apply this innovative spirit to solve legacy system challenges and build greenfield solutions that define new industry standards. My commitment is to deliver cutting-edge solutions that are both reliable and groundbreaking. My professional drive is fueled by a desire to automate, optimize, and create highly efficient processes. I thrive in dynamic environments where my ability to quickly master and deploy new skills directly impacts project delivery and client satisfaction.

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Experience
6 years
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Full-time
Hourly Rate
$25
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Traveloka
Profile of Ivan Ž., Senior Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims
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Softaims
Ivan Ž., Senior Software Engineer - AI, Machine Learning and Generative AI Platforms at Softaims

Ivan Ž.

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Timezone: UTC+02:00UTC+02:00
Country: CroatiaCroatia
Prelog
Ivan Ž. | SoftaimsMember Since 2019
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Machine LearningPythonData ScienceNatural Language ProcessingDeep LearningChatbotGPT-4ChatGPTArtificial IntelligenceGenerative AIElasticsearchMathematicsAPIAzure OpenAI ServiceLangchainasimEZsitedev fun

My name is Ivan Ž. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Machine Learning, Python, Data Science, Natural Language Processing, Deep Learning, etc.. I hold a degree in , Bachelor of Applied Science (BASc). Some of the notable projects I’ve worked on include: Upwork - Interview, Upwork Mini Course - Building AI Chatbots, BLOG: Challenges in building CV parser, Deep Learning Specialization, BLOG: Safely deploying ML models. I am based in Prelog, Croatia. 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
6 years
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Full-time
Hourly Rate
$45
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Infobip
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 SoftwareLLMRorkAnythingDevin

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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Experience
5 years
Availability
More than 30 hrs/week
Hourly Rate
$30
Rating
Previous Company
Fireworks Digital
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

Verified BadgeVerified Expert in Engineering
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 AzureLLMCursorWindsurfFirebase Studio

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
Rating
Previous Company
Sterling Computers, Inc.
Profile of Viktor G., Software Engineer - UI/UX, Generative AI and Web Design at Softaims
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Softaims
Viktor G., Software Engineer - UI/UX, Generative AI and Web Design at Softaims

Viktor G.

generative-ai

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: North MacedoniaNorth Macedonia
Skopje
Viktor G. | SoftaimsMember Since 2021
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FigmaUser Interface DesignUser Experience DesignUI/UX PrototypingUX & UIWeb DesignMobile App DesignLanding PageUsability TestingWebflowSoftware DesignGenerative AIPrompt EngineeringGenerative DesignSaaSGames

My name is Viktor G. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Figma, User Interface Design, User Experience Design, UI/UX Prototyping, UX & UI, etc.. I hold a degree in , , Bachelor's degree. Some of the notable projects I’ve worked on include: Consumer Participation Platform, Food Delivery App, Dashboard, InterviewPro: Revolutionizing Job Interview Preparation AI-Driven, Crypto Trade Mobile app, etc.. I am based in Skopje, North Macedonia. I've successfully completed 6 projects while developing at Softaims. I am a business-driven professional; my technical decisions are consistently guided by the principle of maximizing business value and achieving measurable ROI for the client. I view technical expertise as a tool for creating competitive advantages and solving commercial problems, not just as a technical exercise. I actively participate in defining key performance indicators (KPIs) and ensuring that the features I build directly contribute to improving those metrics. My commitment to Softaims is to deliver solutions that are not only technically excellent but also strategically impactful. I maintain a strong focus on the end-goal: delivering a product that solves a genuine market need. I am committed to a development cycle that is fast, focused, and aligned with the ultimate success of the client's business.

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Experience
4 years
Availability
Full-time
Hourly Rate
$25
Rating
Previous Company
Horizon Tech

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