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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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Saleha S., Full Stack Developer at Softaims

Saleha S.

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    Softaims Member Since 2023
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My name is Saleha S. and I have over 2 years years of experience in the tech industry. I specialize in the following technologies: Shopify Theme, Shopify, Shopify SEO, Shopify Plus, Shopify Templates, etc.. I hold a degree in Master of Science (MS). Some of the notable projects I’ve worked on include: Skin Care Brand - Shopify Website Development, Shopify Plus Store Development - Nail Products, Figma to Shopify Store Development for Premium Tiles brand, Shopify Store Redesign, B2B setup, DMoose – Email Campaign Design Portfolio, etc.. I am based in Plano, United States. I've successfully completed 27 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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Profile of Kaleb A., Full Stack Developer at Softaims
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Kaleb A., Full Stack Developer at Softaims

Kaleb A.

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My name is Kaleb A. and I have over 2 years years of experience in the tech industry. I specialize in the following technologies: Django, ExpressJS, node.js, Next.js, React, etc.. I hold a degree in Bachelor of Engineering (BEng), . Some of the notable projects I’ve worked on include: Eskalate(https://www.eskalate.io/), Data Analysis using Sentiment Analysis for Tellco, Data Analysis using ML, EnatBet Food Delivery Platform(https://enatbet.vercel.app/), AutoFlash Car rentals, etc.. I am based in Addis Ababa, Ethiopia. I've successfully completed 7 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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Mehdi M., Full Stack Developer at Softaims

Mehdi M.

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My name is Mehdi M. and I have over 6 years years of experience in the tech industry. I specialize in the following technologies: Responsive Design, JavaScript, Landing Page, Next.js, React, etc.. I hold a degree in Engineer's degree. Some of the notable projects I’ve worked on include: Front-end developer, Portfolio, Directa24, Joplin, Translogística, etc.. I am based in Bizerte, Tunisia. I've successfully completed 6 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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  • Experience6 years
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Sagar D., Full Stack Developer at Softaims

Sagar D.

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My name is Sagar D. and I have over 5 years years of experience in the tech industry. I specialize in the following technologies: MongoDB, React, Next.js, node.js, Redux, etc.. I hold a degree in . Some of the notable projects I’ve worked on include: CofounderLabs - Connect, Collaborate, and Innovate, Advisor Network (MERN Stack Project), Bestodo, E-Com Build Your Business- MERN Stack Project, Movies Website Design Clone, etc.. I am based in Sylhet, Bangladesh. I've successfully completed 10 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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  • Experience5 years
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Faisal A., Full Stack Developer at Softaims

Faisal A.

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My name is Faisal A. and I have over 5 years years of experience in the tech industry. I specialize in the following technologies: DevOps, Microsoft Azure, React, Amazon Web Services, MySQL, etc.. I hold a degree in , , . Some of the notable projects I’ve worked on include: Wordpress plugin for Animal Crossing Game, Neo4j Research Project, Crowdfunding Platform, BDLAWNEWS Advise, lawfornations.com, etc.. I am based in Dhaka, Bangladesh. I've successfully completed 6 projects while developing at Softaims. I specialize in architecting and developing scalable, distributed systems that handle high demands and complex information flows. My focus is on building fault-tolerant infrastructure using modern cloud practices and modular patterns. I excel at diagnosing and resolving intricate concurrency and scaling issues across large platforms. Collaboration is central to my success; I enjoy working with fellow technical experts and product managers to define clear technical roadmaps. This structured approach allows the team at Softaims to consistently deliver high-availability solutions that can easily adapt to exponential growth. I maintain a proactive approach to security and performance, treating them as integral components of the design process, not as afterthoughts. My ultimate goal is to build the foundational technology that powers client success and innovation.

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  • Experience5 years
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Danny K., Full Stack Developer at Softaims

Danny K.

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My name is Danny K. and I have over 8 years years of experience in the tech industry. I specialize in the following technologies: node.js, TypeScript, PostgreSQL, ExpressJS, React, etc.. I hold a degree in Other, Other, Other, Other, Other, Other, Other, Bachelor of Business Administration (BBA). Some of the notable projects I’ve worked on include: Text your best, 3go.com Backend Development, Express backend - NodeJS + Sequelize, TypeScript Bug Fix, Plus WebExtension, etc.. I am based in Tel Aviv, Israel. 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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Usman Z., Full Stack Developer at Softaims

Usman Z.

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My name is Usman Z. and I have over 16 years years of experience in the tech industry. I specialize in the following technologies: Android, iOS, React Native, PHP, Amazon Web Services, etc.. I hold a degree in Masters, Bachelors. Some of the notable projects I’ve worked on include: EverCart (React + Node), EverCart Mobile App, Bunafr App, Divinity Metals, ProMinute, etc.. I am based in Richardson, United States. I've successfully completed 18 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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  • Experience16 years
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Profile of Lore S., Full Stack Developer at Softaims
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Lore S., Full Stack Developer at Softaims

Lore S.

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My name is Lore S. and I have over 10 years years of experience in the tech industry. I specialize in the following technologies: HTML, JavaScript, WordPress, PHP, CSS, etc.. I hold a degree in B.A. English Literature. Some of the notable projects I’ve worked on include: Adobe Engagement Campaign Platform, The Heritage Institute, Katy's Corner Cafe, RMI Expeditions, KT Law Offices Website. I am based in Seattle, United States. I've successfully completed 5 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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  • Experience10 years
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Profile of Ahmed G., Frontend Developer at Softaims
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Ahmed G., Frontend Developer at Softaims

Ahmed G.

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My name is Ahmed G. and I have over 12 years years of experience in the tech industry. I specialize in the following technologies: Flutter, Angular, React Native, Java, Mobile App Development, etc.. I hold a degree in Bachelor of Engineering (B.Eng.). Some of the notable projects I’ve worked on include: iOS Message Chatting UI for iPhone/iPad, Weather HD Web Service, Clear Day ( Weather HD 2.x) For iOS, Weather HD ( Clear Day ) For Mac, Weather HD 1.x For iOS, etc.. I am based in Mecca, Saudi Arabia. I've successfully completed 6 projects while developing at Softaims. I specialize in architecting and developing scalable, distributed systems that handle high demands and complex information flows. My focus is on building fault-tolerant infrastructure using modern cloud practices and modular patterns. I excel at diagnosing and resolving intricate concurrency and scaling issues across large platforms. Collaboration is central to my success; I enjoy working with fellow technical experts and product managers to define clear technical roadmaps. This structured approach allows the team at Softaims to consistently deliver high-availability solutions that can easily adapt to exponential growth. I maintain a proactive approach to security and performance, treating them as integral components of the design process, not as afterthoughts. My ultimate goal is to build the foundational technology that powers client success and innovation.

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  • Experience12 years
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Profile of Tanjir I., Full Stack Developer at Softaims
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Tanjir I., Full Stack Developer at Softaims

Tanjir I.

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    Softaims Member Since 2025
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My name is Tanjir I. and I have over 2 years years of experience in the tech industry. I specialize in the following technologies: React, Next.js, JavaScript, Webflow, WordPress, etc.. I hold a degree in Bachelor of Science in Information Technology. Some of the notable projects I’ve worked on include: Framer Portfolio Website, Digital agency website, Video streaming website, Climate Consultancy Website, Event Booking website, etc.. I am based in Dhaka, Bangladesh. I've successfully completed 19 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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  • Experience2 years
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