What is sentiment analysis in NLP?

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Answer

Sentiment analysis is a technique in NLP that involves determining the sentiment or emotional tone behind a piece of text. It aims to identify whether the sentiment is positive, negative, or neutral. This analysis is widely used in various applications, such as understanding customer opinions in reviews or social media posts. By analyzing sentiment, businesses can gauge public perception of their products and services, allowing them to make informed decisions. Sentiment analysis involves preprocessing text, feature extraction, and applying machine learning algorithms to classify the sentiment accurately.

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Profile of Ashraf M., Senior Software Engineer - AI, Machine Learning and NLP Platforms at Softaims
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Softaims
Ashraf M., Senior Software Engineer - AI, Machine Learning and NLP Platforms at Softaims

Ashraf M.

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Timezone: UTC+03:00UTC+03:00
Country: EgyptEgypt
Aswan
Ashraf M. | SoftaimsMember Since 2021
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My name is Ashraf M. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Machine Learning, Deep Learning, Computer Vision, Image Classification, Text Classification, etc.. I hold a degree in Master's degree. Some of the notable projects I've worked on include: AI-Powered Resume Screening & Candidate Matching, Sentiment Analysis System for Financial Market Prediction, AI-Powered Multilingual Chatbot for E-Commerce, Geospatial AI for Satellite Image Analysis, AI-Based Quality Control for Industrial Automation, etc.. I am based in Aswan, Egypt. 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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4 years
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hitotec company
Profile of Shae S., Lead Software Engineer - AI, Python and Fullstack at Softaims
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Softaims
Shae S., Lead Software Engineer - AI, Python and Fullstack at Softaims

Shae S.

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Timezone: UTC-09:00UTC-09:00
Country: United StatesUnited States
Atlanta
Shae S. | SoftaimsMember Since 2018
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My name is Shae S. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: React, node.js, TypeScript, MongoDB, OpenAI API, etc.. I hold a degree in Bachelor of Arts (BA). Some of the notable projects I’ve worked on include: Primr Knowledge Engine - AI-Powered Document Intelligence System, Lantern, Yomi. I am based in Atlanta, United States. I've successfully completed 3 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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7 years
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Google
Profile of Kamal P., Senior Software Engineer - AI, Python and Modern Frameworks at Softaims
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Softaims
Kamal P., Senior Software Engineer - AI, Python and Modern Frameworks at Softaims

Kamal P.

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Timezone: UTC-04:00UTC-04:00
Country: United StatesUnited States
Somerset
Kamal P. | SoftaimsMember Since 2020
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My name is Kamal P. and I have over 5 years of experience in the tech industry. I specialize in the following technologies: Python, Artificial Intelligence, Machine Learning, Large Language Model, JavaScript, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: Social Media Analytics Dashboard UI UX Design for SaaS Platform, Project Management SaaS Dashboard UI UX Design for Web App, Crypto Trading Mobile App UI UX Design, Hotel Booking Mobile App UI UX Design, Sports Training Website UI UX Design for Softball Coaching Platform, etc.. I am based in Somerset, United States. I've successfully completed 20 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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5 years
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Profile of Youssef M., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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Softaims
Youssef M., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims

Youssef M.

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Timezone: UTC+02:00UTC+02:00
Country: EgyptEgypt
Cairo
Youssef M. | SoftaimsMember Since 2022
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My name is Youssef M. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, Deep Learning, OCR Software, AI-Enhanced Medical Imaging, NLP Tokenization, etc.. I hold a degree in Bachelor of Computer Science (BCompSc), Bachelor's degree. Some of the notable projects I've worked on include: AI-Powered CV Matching Engine MVP, AI Multi-Agent PDF Extraction System for Medical Data Processing, AI Dental Diagnosis: CNN-Based Teeth Classification System, RAG-Powered Nutrition QA System: Intelligent Dietary Assistant, Medical Report Validator using RAG and UMLS Embeddings, etc.. I am based in Cairo, Egypt. 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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Profile of Talha B., Lead Software Engineer - AI, Python and Fullstack at Softaims
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Talha B., Lead Software Engineer - AI, Python and Fullstack at Softaims

Talha B.

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Timezone: UTC+01:00UTC+01:00
Country: United KingdomUnited Kingdom
Cardiff
Talha B. | SoftaimsMember Since 2018
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My name is Talha B. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: ExpressJS, React, node.js, JavaScript, MongoDB, etc.. I hold a degree in Master of Computer Science (MSCS). Some of the notable projects I’ve worked on include: Sober Points Website, a full stack web application, Dropinai Website built with MERN Stack, Tilt.wtf, Full Stack Trading Platform for Solana, LightningATC website and Chrome Extension, Lightning Mobile, a react native mobile app, etc.. I am based in Cardiff, United Kingdom. I've successfully completed 7 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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Profile of Abbas D., Software Engineer - AI, Python and Full-Stack Development at Softaims
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Softaims
Abbas D., Software Engineer - AI, Python and Full-Stack Development at Softaims

Abbas D.

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Chesterfield
Abbas D. | SoftaimsMember Since 2023
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Profile of Michelle C., Lead Software Engineer - AI, Python and Fullstack at Softaims
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Softaims
Michelle C., Lead Software Engineer - AI, Python and Fullstack at Softaims

Michelle C.

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Timezone: UTC-07:00UTC-07:00
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Lincoln Park
Michelle C. | SoftaimsMember Since 2016
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Profile of Saleem K., Lead Software Engineer - AI, Python and Fullstack at Softaims
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Softaims
Saleem K., Lead Software Engineer - AI, Python and Fullstack at Softaims

Saleem K.

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Timezone: UTC-09:00UTC-09:00
Country: United StatesUnited States
Orlando
Saleem K. | SoftaimsMember Since 2018
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My name is Saleem K. and I have over 7 years of experience in the tech industry. I specialize in the following technologies: Python, Deep Learning, Natural Language Processing, Machine Learning, LLM Prompt Engineering, etc.. I hold a degree in . Some of the notable projects I’ve worked on include: Setter Al - AI Sale Pipeline, Estimaitor - PreConAI, Mathology - AI-powered EdTech, BookKeepa - AI Powered Financial Management, Chef Qailo - AI-powered Cooking Assistant, etc.. I am based in Orlando, United States. I've successfully completed 15 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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7 years
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Google
Profile of Krishna P., Software Engineer - AI, Python and Fullstack at Softaims
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Softaims
Krishna P., Software Engineer - AI, Python and Fullstack at Softaims

Krishna P.

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Timezone: UTC-05:00UTC-05:00
Country: United StatesUnited States
Salem
Krishna P. | SoftaimsMember Since 2022
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My name is Krishna P. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Web Development Consultation, WordPress Development, WooCommerce, Theme Customization, Web Development, etc.. I hold a degree in , Bachelor of Technology (BTech). Some of the notable projects I’ve worked on include: React website(Full Stack development), Modeling Website, Ecommerce website, Borrow Small Business Loan Application. I am based in Salem, United States. I've successfully completed 4 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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3 years
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Hourly Rate
$65
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Google
Profile of Mykola P., Lead Software Engineer - AI, Python and Fullstack Platforms at Softaims
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Softaims
Mykola P., Lead Software Engineer - AI, Python and Fullstack Platforms at Softaims

Mykola P.

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Timezone: UTC+03:00UTC+03:00
Country: UkraineUkraine
Kharkiv
Mykola P. | SoftaimsMember Since 2015
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My name is Mykola P. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: HTML5, Drupal, JavaScript, PHP, CSS 3, etc.. I hold a degree in Bachelor's degree. Some of the notable projects I’ve worked on include: Operate Fit - Drupal 10 portal., Drupal 9 headless website, Drupal 10 website, Drupal 9 Improvements, Social Network on Drupal, etc.. I am based in Kharkiv, Ukraine. I've successfully completed 9 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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1 Year
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Full-time
Hourly Rate
$40
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Miratech

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