How does backpropagation work in deep learning?

The question is about deep learning

Answer

Backpropagation is a key algorithm used in training deep learning models. It involves a forward pass where inputs are fed through the network to generate predictions, followed by a backward pass to calculate gradients. These gradients are used to update the model's weights, minimizing the error between predictions and actual outcomes. Backpropagation iteratively adjusts weights to optimize the model's performance, making it essential for effectively training neural networks and improving their accuracy over time.

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Profile of Antonio L., Software Engineer - AI, Computer Vision and Deep Learning Platforms at Softaims
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Antonio L., Software Engineer - AI, Computer Vision and Deep Learning Platforms at Softaims

Antonio L.

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Timezone: UTC-07:00UTC-07:00
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Antonio L. | SoftaimsMember Since 2023
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My name is Antonio L. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, Object Detection, Object Detection & Tracking, Image Processing, Artificial Intelligence, etc.. I hold a degree in Bachelor of Engineering (BEng), Master of Science (MS). Some of the notable projects I've worked on include: Real-Time Retail Customer Behavior Analytics Platform, Soccer Game Analysis System, Interactive Local Image Segmentation Tool Using Ultralytics SAM2, Squash Game Analysis System. I am based in Tijuana, Mexico. I've successfully completed 4 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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Profile of Rakebun L., Senior Software Engineer - AI, Python and Deep Learning Platforms at Softaims
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Rakebun L., Senior Software Engineer - AI, Python and Deep Learning Platforms at Softaims

Rakebun L.

deep-learning

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Rakebun L. | SoftaimsMember Since 2021
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My name is Rakebun L. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Python, TensorFlow, Deep Learning, Neural Network, Natural Language Processing, etc.. I hold a degree in Bachelor of Science (BS). Some of the notable projects I've worked on include: AI-Powered Multimodal Document Assistant using Google Gemini API, Doc Insight — AI-Powered PDF Q&A Tool, Breast Cancer Segmentation using U-net Architecture, Multilingual Speech-to-Text Transcription using Wav2Vec2. I am based in Dhaka, Bangladesh. I've successfully completed 4 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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Profile of Ebenge U., Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims
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Ebenge U., Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims

Ebenge U.

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My name is Ebenge U. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Deep Learning, Model Optimization, Machine Learning Model, Machine Learning, Natural Language Processing, etc.. I hold a degree in Bachelor of Science (BS), Master of Science (MS), Doctor of Philosophy (PhD), Master of Computer Science (MSCS). Some of the notable projects I've worked on include: OpenAI Experience - LangChain Developer, OpenAI Experience - Prompt Engineer, OpenAI Experience - Prompt Engineer. I am based in Bezons, France. I've successfully completed 3 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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Profile of Andrew I., Senior Full-Stack Engineer - Python, Deep Learning and Mobile Platforms at Softaims
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Andrew I., Senior Full-Stack Engineer - Python, Deep Learning and Mobile Platforms at Softaims

Andrew I.

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Ikorodu
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My name is Andrew I. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Python, Deep Learning, Machine Learning, Reinforcement Learning, Web Application, etc.. I hold a degree in Bachelor of Science (BS), Master of Engineering (MEng). Some of the notable projects I’ve worked on include: CFI, AskAFish, VeriLease, WishCard, Flow Rhythm, etc.. I am based in Ikorodu, Nigeria. I've successfully completed 7 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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Profile of Waleed S., Junior Software Engineer - AI, Machine Learning and Deep Learning Platforms at Softaims
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Waleed S., Junior Software Engineer - AI, Machine Learning and Deep Learning Platforms at Softaims

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Heorhii P., Lead Software Engineer - AI, Machine Learning and Data Science Platforms at Softaims

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Profile of Talib  H., Software Engineer - AI, Full-Stack and General Development at Softaims
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Talib H., Software Engineer - AI, Full-Stack and General Development at Softaims

Talib H.

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My name is Talib H. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: AI Chatbot, Retrieval Augmented Generation, AI Agent Development, AI Development, Full-Stack Development, etc.. I hold a degree in Master of Computer Science (MSCS), Bachelor of Commerce (BCom). Some of the notable projects I've worked on include: Saber an AI Doc automation Tool : AI Developer, AI powered Chatbot TypingFlow, Madrassa Tul Madinah – EdTech Automation Platform for Madrassas, LucidAct: React + Node.js ➡️ SaaS HealthCare System (Telehealth & EHR), TaxTaker: Ruby on Rails (RoR) ➡️ FinTech Web App: Get Funds Easily, etc.. I am based in Oldham, United Kingdom. I've successfully completed 6 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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Profile of Iryna M., Lead Software Engineer - AI, Machine Learning and Chatbot Platforms at Softaims
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Iryna M., Lead Software Engineer - AI, Machine Learning and Chatbot Platforms at Softaims

Iryna M.

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Lviv
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My name is Iryna M. and I have over 11 years of experience in the tech industry. I specialize in the following technologies: Python, Machine Learning, Deep Learning, Natural Language Processing, Artificial Intelligence, etc.. I hold a degree in Master of Computer Applications (MCA), Bachelor's degree. Some of the notable projects I've worked on include: AI-Powered Feedback Coach Transforming Student Learning at UNSW, Scaling an AI Agent System for Investment Research, AI Agent for Manufacturing PDF Management, AI-Powered Chrome Extension Backend & On-Device ML Integration, Machine Learning-Powered Estimation Software For Manufacturer, etc.. I am based in Lviv, Ukraine. I've successfully completed 9 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 Maaz A., Software Engineer - Cloud, Full-Stack and Data Platforms at Softaims
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Maaz A., Software Engineer - Cloud, Full-Stack and Data Platforms at Softaims

Maaz A.

deep-learning

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Richmond
Maaz A. | SoftaimsMember Since 2022
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Amazon Web ServicesBack-End DevelopmentFront-End DevelopmentWeb DevelopmentFull-Stack DevelopmentSoftware ArchitectureETL PipelineSnowflakeAzureGoogle Cloud PlatformMachine LearningDeep LearningData EngineeringData ScienceData AnalysisBackendFrontendFullstack

My name is Maaz A. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Amazon Web Services, Back-End Development, Front-End Development, Web Development, Full-Stack Development, etc.. I hold a degree in Bachelor of Science (BS), Master of Science (MS). Some of the notable projects I’ve worked on include: Transforming Video Data into Actionable Insights with AI & Big Data, 🔄 𝗦𝗲𝗮𝗺𝗹𝗲𝘀𝘀 𝗗𝗮𝘁𝗮 𝗠𝗶𝗴𝗿𝗮𝘁𝗶𝗼𝗻 🚀, Datalake Architecture, WELLER AI, BuxSwap, etc.. I am based in Richmond, United States. I've successfully completed 7 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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Profile of Rufaro L N., Senior Data Engineer - AI, Cloud and Data Analytics Platforms at Softaims
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Rufaro L N., Senior Data Engineer - AI, Cloud and Data Analytics Platforms at Softaims

Rufaro L N.

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Country: ZimbabweZimbabwe
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Rufaro L N. | SoftaimsMember Since 2020
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My name is Rufaro L N. and I have over 5 years of experience in the tech industry. I specialize in the following technologies: R, Python, BigQuery, Data Science, Machine Learning, etc.. I hold a degree in , , Bachelor of Science (BS), , , , . Some of the notable projects I’ve worked on include: AI for Sustainable Pasture Management, Grazing Efficiency Ai, Biomass-Based Grazing Recovery Modeling, Data-Driven Livestock Rotation Planning, AI-Driven Risk Detection for Hospital Patients, etc.. I am based in Mutare, Zimbabwe. I've successfully completed 23 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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