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How does deep learning differ from traditional machine learning?

The question is about deep learning

Answer

Deep learning differs from traditional machine learning in its ability to automatically discover features from raw data. Traditional machine learning often requires manual feature extraction, whereas deep learning models, through their layered architecture, automatically identify complex patterns and features. This capability allows deep learning models to handle vast amounts of unstructured data and perform better on tasks like image and speech recognition, where feature extraction is challenging.

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Illia P., Full Stack Developer at Softaims

Illia P.

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    Softaims Member Since 2015
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My name is Illia P. and I have over 10 years years of experience in the tech industry. I specialize in the following technologies: Next.js, React, JavaScript, node.js, PHP, etc.. I hold a degree in . Some of the notable projects I’ve worked on include: React.js, Postgres, Next.js - inventory and order management, Next.js, Shopify, Flutter app for dance education video website, No-code event platform built on Bubble.io, Bubble.io HR platform, Marine navigation iOS C++ app, etc.. I am based in Vancouver, Canada. I've successfully completed 9 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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  • Experience10 years
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Mohamed S., Full Stack Developer at Softaims

Mohamed S.

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    Softaims Member Since 2023
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My name is Mohamed S. and I have over 2 years years of experience in the tech industry. I specialize in the following technologies: React Native, TypeScript, MongoDB, JavaScript, node.js, etc.. I hold a degree in Bachelor of Computer Science (BCompSc). Some of the notable projects I’ve worked on include: Coach Locate, Standefy, Omnifood, MyAcademy, E-Learn. I am based in Cairo, Egypt. I've successfully completed 5 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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Muzaffar A., Full Stack Developer at Softaims

Muzaffar A.

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My name is Muzaffar A. and I have over 1 year years of experience in the tech industry. I specialize in the following technologies: UI/UX Prototyping, Mobile App Development, iOS Development, Android App Development, Flutter, etc.. I hold a degree in Bachelor of Computer Science (BCompSc), Master's degree. Some of the notable projects I’ve worked on include: NZ Chat, iLunch, Same Day Prints, Mantooq منطوق. I am based in Al Jubayl, Saudi Arabia. I've successfully completed 4 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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My name is Nazib Absar T. and I have over 2 years years of experience in the tech industry. I specialize in the following technologies: HTML, SCSS, Tailwind CSS, Next.js, jQuery, etc.. I hold a degree in Associate of Science (AS), High school degree. Some of the notable projects I’ve worked on include: Actif, Lyxa, ShopO, NFT Max, Degmark, etc.. I am based in Dhaka, Bangladesh. I've successfully completed 6 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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Nayeem H., Full Stack Developer at Softaims

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My name is Nayeem H. and I have over 5 years years of experience in the tech industry. I specialize in the following technologies: WordPress, Python, JavaScript, node.js, React, etc.. I hold a degree in Bachelor of Science (BS). Some of the notable projects I’ve worked on include: Migration of AWS Infrastructure to OpenStack Private Cloud, Secure and Scalable AWS-Powered Data Analytics Platform, POS Solution with Azure and Kubernetes. I am based in Dhaka, Bangladesh. 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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Alexis M., Full Stack Developer at Softaims

Alexis M.

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My name is Alexis M. and I have over 8 years years of experience in the tech industry. I specialize in the following technologies: Web Development, Next.js, WordPress, API, Chatbot Development, etc.. I hold a degree in , Bachelor of Engineering (BEng). Some of the notable projects I’ve worked on include: PoQ (2023), PetJetPals (2023), Fuzznook (2019). I am based in Toulouse, France. I've successfully completed 3 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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My name is Atef B. and I have over 1 year years of experience in the tech industry. I specialize in the following technologies: React, JavaScript, TypeScript, Tailwind CSS, Stripe, etc.. I hold a degree in Engineer's degree. Some of the notable projects I’ve worked on include: Property Manager (Retool), Admin Dashboard (Retool), RiskPass (Wordpress + React), Pebblely (AI, NextJS), Reservation service, etc.. I am based in Sidi Alouane, Tunisia. I've successfully completed 8 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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Mathieu L., Full Stack Developer at Softaims

Mathieu L.

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My name is Mathieu L. and I have over 6 years years of experience in the tech industry. I specialize in the following technologies: Automation, Data Scraping, DevOps, CI/CD, React, etc.. I hold a degree in , Master's degree. Some of the notable projects I’ve worked on include: Certification - EVM Chain, Master - Data Scientist Expert, Optimize a cloud-based Visual Anomaly Detection Model for Edge Device. I am based in Vancouver, Canada. I've successfully completed 3 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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Dimitriy G., Full Stack Developer at Softaims

Dimitriy G.

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My name is Dimitriy G. and I have over 5 years years of experience in the tech industry. I specialize in the following technologies: Next.js, React, React Native, node.js, MongoDB, etc.. I hold a degree in Master of Engineering (MEng), Bachelor of Computer Science (BCompSc). Some of the notable projects I’ve worked on include: Crypto Investing Project, NFT Marketplace, T-shirt 3D configurator, Investing Platfrom, Betting Mobile App, etc.. I am based in Ivano-Frankivsk, Ukraine. 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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Kazi I., Full Stack Developer at Softaims

Kazi I.

deep-learning

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My name is Kazi I. and I have over 3 years years of experience in the tech industry. I specialize in the following technologies: JavaScript, CSS 3, React, Front-End Development, Next.js, etc.. I hold a degree in High school degree, Bachelor of Computer Science (BCompSc). Some of the notable projects I’ve worked on include: We Design Interfaces That Users Love, Developer Portfolio Website, Recite Bible Online, The Doctors Hub - Appointment Portal, Product Designer Personal Website, etc.. I am based in Comilla, Bangladesh. 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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