How do LLMs differ from traditional machine learning models?

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Answer

LLMs differ from traditional machine learning models primarily in their architecture and the volume of data they process. Traditional models often rely on feature engineering and smaller datasets, while LLMs leverage deep learning techniques and vast amounts of unstructured text data. This allows LLMs to capture complex language patterns and nuances. Furthermore, LLMs are typically pre-trained on diverse datasets and can be fine-tuned for specific tasks, enhancing their adaptability and performance compared to traditional models.

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Profile of Mateo S., Senior Software Engineer - AI, Chatbot and LLM Platforms at Softaims
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Mateo S., Senior Software Engineer - AI, Chatbot and LLM Platforms at Softaims

Mateo S.

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Timezone: UTC+01:00UTC+01:00
Country: CroatiaCroatia
Rijeka
Mateo S. | SoftaimsMember Since 2020
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My name is Mateo S. and I have over 5 years of experience in the tech industry. I specialize in the following technologies: AI Agent Development, AI Chatbot, AI Bot, AI Development, LLM Prompt, etc.. I hold a degree in Bachelor of Arts (BA). Some of the notable projects I've worked on include: Airbus - Machine Learning & Communication App, Sky News - News Platform, VERN' University - Desktop and Mobile App UX/UI Design, Huuk - Product design, iOS & Android app, Rita Ora - Website Design & Development, etc.. I am based in Rijeka, Croatia. I've successfully completed 10 projects while developing at Softaims. I'm committed to continuous learning, always striving to stay current with the latest industry trends and technical methodologies. My work is driven by a genuine passion for solving complex, real-world challenges through creative and highly effective solutions. Through close collaboration with cross-functional teams, I've consistently helped businesses optimize critical processes, significantly improve user experiences, and build robust, scalable systems designed to last. My professional philosophy is truly holistic: the goal isn't just to execute a task, but to deeply understand the project's broader business context. I place a high priority on user-centered design, maintaining rigorous quality standards, and directly achieving business goals—ensuring the solutions I build are technically sound and perfectly aligned with the client's vision. This rigorous approach is a hallmark of the development standards at Softaims. Ultimately, my focus is on delivering measurable impact. I aim to contribute to impactful projects that directly help organizations grow and thrive in today's highly competitive landscape. I look forward to continuing to drive success for clients as a key professional at Softaims.

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5 years
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As Needed - Open to Offers
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$70
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Profile of Lasha K., Software Engineer - AI, Automation and LLM Platforms at Softaims
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Softaims
Lasha K., Software Engineer - AI, Automation and LLM Platforms at Softaims

Lasha K.

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Tbilisi
Lasha K. | SoftaimsMember Since 2023
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LLMLLM Prompt EngineeringChatGPT APIChatbot DevelopmentLarge Language ModelAI ConsultingAutomationMake.comLangChainPythonHugging FaceAI Agent DevelopmentAI Content CreationAPI IntegrationAI App DevelopmentMachine Learning

My name is Lasha K. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: ChatGPT API, Chatbot Development, LLM Prompt Engineering, Large Language Model, AI Consulting, etc.. I hold a degree in , Bachelor of Applied Science (BASc). Some of the notable projects I've worked on include: Devoteai.co, Custom AI Integration for WizzAir’s Microsoft Teams Channel, Customer Service AI Agent for Simply Contact ($75M/year Revenue), Top quality Article Generation Platform Built Within ClickUp, Social Media Content Generation Platform Built within ClickUp, etc.. I am based in Tbilisi, Georgia. 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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3 years
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More than 30 hrs/week
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BBDO
Profile of Grigory M., Software Engineer - AI, Data Science and Automation Platforms at Softaims
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Softaims
Grigory M., Software Engineer - AI, Data Science and Automation Platforms at Softaims

Grigory M.

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Belgrade
Grigory M. | SoftaimsMember Since 2022
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My name is Grigory M. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: SQL, Data Science, Python Scikit-Learn, pandas, LLM Prompt Engineering, etc.. I hold a degree in Master's degree, Bachelor's degree. Some of the notable projects I've worked on include: Bark beetle damage detection with CNN, BERTopic modelling of utility models, Air Travel Dataset SQL Analysis, Professional Brunout Hypothesis Testing. I am based in Belgrade, Serbia. 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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3 years
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More than 30 hrs/week
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$70
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Thalia Teatro (Remote)
Profile of Hlieb B., Junior Software Engineer - AI, Web and General Development at Softaims
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Softaims
Hlieb B., Junior Software Engineer - AI, Web and General Development at Softaims

Hlieb B.

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Timezone: UTC+02:00UTC+02:00
Country: UkraineUkraine
Stebliv
Hlieb B. | SoftaimsMember Since 2024
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My name is Hlieb B. and I have over 1 year of experience in the tech industry. I specialize in the following technologies: LLM Prompt Engineering, AI Model Training, Artificial Intelligence, Web Development, Python, etc.. I hold a degree in Bachelor of Arts (BA). Some of the notable projects I've worked on include: Development of Starlink Backend Systems, These Resumes Does Not Exist- AI Resume generator, Botnik Writer: Collaborative AI Text Generator, Dreamify: AI-Powered Surreal Image Generator. I am based in Stebliv, Ukraine. I've successfully completed 4 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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Scalarr
Profile of Ihor L., Junior Software Engineer - AI, Automation and General Development at Softaims
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Softaims
Ihor L., Junior Software Engineer - AI, Automation and General Development at Softaims

Ihor L.

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Country: UkraineUkraine
Hryhorivka
Ihor L. | SoftaimsMember Since 2025
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My name is Ihor L. and I have over 0 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, AI Agent Development, LLM Prompt Engineering, RESTful API, GraphQL, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: Instagram User And Post Scraper using n8n, AI Agent-Social Media Auto Posting, Auto-Responder(GoHighLevel), n8n-social-media-posting, Social Media Scheduler (Airtable + Auto-Image-Gen), etc.. I am based in Hryhorivka, Ukraine. I've successfully completed 9 projects while developing at Softaims. I'm committed to continuous learning, always striving to stay current with the latest industry trends and technical methodologies. My work is driven by a genuine passion for solving complex, real-world challenges through creative and highly effective solutions. Through close collaboration with cross-functional teams, I've consistently helped businesses optimize critical processes, significantly improve user experiences, and build robust, scalable systems designed to last. My professional philosophy is truly holistic: the goal isn't just to execute a task, but to deeply understand the project's broader business context. I place a high priority on user-centered design, maintaining rigorous quality standards, and directly achieving business goals—ensuring the solutions I build are technically sound and perfectly aligned with the client's vision. This rigorous approach is a hallmark of the development standards at Softaims. Ultimately, my focus is on delivering measurable impact. I aim to contribute to impactful projects that directly help organizations grow and thrive in today's highly competitive landscape. I look forward to continuing to drive success for clients as a key professional at Softaims.

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1 Year
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$40
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Profile of Rehan I., Junior Software Engineer - AI, Python and General Development at Softaims
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Rehan I., Junior Software Engineer - AI, Python and General Development at Softaims

Rehan I.

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Rehan I. | SoftaimsMember Since 2024
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My name is Rehan I. and I have over 1 years of experience in the tech industry. I specialize in the following technologies: Java, Python, PostgreSQL, Artificial Intelligence, Machine Learning, etc.. I hold a degree in Bachelor of Science (BS). Some of the notable projects I’ve worked on include: Ekho, AI Detect, LLM Marketplace. I am based in Toronto, Canada. I've successfully completed 3 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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1 year
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Profile of Muhammad A., Software Engineer - AI, Automation and Generative AI Platforms at Softaims
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Muhammad A., Software Engineer - AI, Automation and Generative AI Platforms at Softaims

Muhammad A.

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Abuja
Muhammad A. | SoftaimsMember Since 2021
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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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Marketomic
Profile of Saqib S., Senior Full-Stack Engineer - AI, Web and Generative AI Platforms at Softaims
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Saqib S., Senior Full-Stack Engineer - AI, Web and Generative AI Platforms at Softaims

Saqib S.

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Timezone: UTC-08:00UTC-08:00
Country: United StatesUnited States
Sugar Land
Saqib S. | SoftaimsMember Since 2019
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LLM Prompt EngineeringArtificial IntelligenceGraph DatabaseDeep LearningNatural Language ProcessingGenerative AIAI Agent DevelopmentAI ChatbotData AnalysisReactNode.jsNext.jsWeb DevelopmentOpenAI APIChatGPTReact NativeNextjsVibeCodea0Trickle

My name is Saqib S. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Artificial Intelligence, LLM Prompt Engineering, Graph Database, Deep Learning, Natural Language Processing, etc.. I hold a degree in Bachelor of Applied Science (BASc), Master's degree. Some of the notable projects I’ve worked on include: Portfolio, AI-Powered Resume Ranking & Parsing System for Automated Hiring, AI-Powered Business Incubator Platform, HomeShield: AI-Powered Real-Time Home Safety Monitoring System, AI-Powered Floor Plan Icon Matcher - Interactive Tool for Architects, etc.. I am based in Sugar Land, United States. I've successfully completed 49 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
6 years
Availability
Full-time
Hourly Rate
$75
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Google
Profile of Nedhir B., Senior Backend Engineer - Python, AI and Machine Learning Platforms at Softaims
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Softaims
Nedhir B., Senior Backend Engineer - Python, AI and Machine Learning Platforms at Softaims

Nedhir B.

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Timezone: UTC+01:00UTC+01:00
Country: TunisiaTunisia
Tunis
Nedhir B. | SoftaimsMember Since 2021
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LLM Prompt EngineeringPythonTensorFlowMachine LearningFlaskGPT-3ChatGPTGPT-4DjangoAI ChatbotAPI IntegrationAPI DevelopmentChatbot DevelopmentLangchainPinecone

My name is Nedhir B. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Python, TensorFlow, Machine Learning, Flask, GPT-3, etc.. I hold a degree in Engineer's degree, Licentiate degree. Some of the notable projects I’ve worked on include: ML Model Optimization, Regularization, Flutter Gallery search app with machine learning, (Backtrader)trading strategy backtest, trading strategy backtest. I am based in Tunis, Tunisia. I've successfully completed 5 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
4 years
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Full-time
Hourly Rate
$25
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Telnet Holding
Profile of Temurjon M., Senior Full-Stack Engineer - Node.js, React and AI Platforms at Softaims
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Softaims
Temurjon M., Senior Full-Stack Engineer - Node.js, React and AI Platforms at Softaims

Temurjon M.

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Timezone: UTC-05:00UTC-05:00
Country: United StatesUnited States
Sachse
Temurjon M. | SoftaimsMember Since 2019
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LLM PromptNode.jsAngularWordPressNext.jsNestJSOpenAI APIPythonBack-End DevelopmentReactFull-Stack Development.NET CoreAI DevelopmentAI Model Training PromptAI SecurityAskCodiReplitv0

My name is Temurjon M. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Node.js, Angular, WordPress, Next.js, NestJS, etc.. I hold a degree in Bachelor of Engineering (BEng), Bachelor of Business Administration (BBA). Some of the notable projects I've worked on include: AI Dental Practice & Patient Portal, Finally – AI-Driven Bill Pay Platform for Businesses, MVP Development - SaaS Platform, Furniture Selling Platform - BigCommerce Website Development, GitHub Account – Senior Python Developer, etc.. I am based in Sachse, United States. I've successfully completed 29 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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Experience
6 years
Availability
As Needed - Open to Offers
Hourly Rate
$75
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Velox Software

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