What are the challenges faced in deep learning?

The question is about deep learning

Answer

Deep learning faces several challenges, including the need for large labeled datasets and significant computational resources, which can be expensive. Overfitting is a common issue, where models perform well on training data but poorly on unseen data. Additionally, deep learning models often lack interpretability, making it difficult to understand their decision-making process. Addressing these challenges requires careful model design, regularization techniques, and ongoing research to develop more efficient and interpretable models.

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Profile of Wamiq R., Lead Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims
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Softaims
Wamiq R., Lead Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims

Wamiq R.

deep-learning

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: ItalyItaly
Trento
Wamiq R. | SoftaimsMember Since 2015
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Deep LearningComputer VisionPyTorchMachine LearningConvolutional Neural NetworkArtificial IntelligenceLLM Prompt EngineeringGenerative AIOpenAI APIRetrieval Augmented GenerationLarge Language ModelAutomationAgent GPTLangChainChatbotLLM

My name is Wamiq R. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: Deep Learning, Computer Vision, PyTorch, Machine Learning, Convolutional Neural Network, etc.. I hold a degree in Master's degree. Some of the notable projects I've worked on include: Agentic Interviewer: AI-powered technical interview platform, AI Text to Humanize Text Bypassing AI Detector Undetectable AI, Building a Production-Ready Dynamic Survey Bot with LLM Integration, Chatbot AI-Powered Information Retrieval from PDFs, Document QA RAG App with Integration on AWS, etc.. I am based in Trento, Italy. I've successfully completed 7 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
1 Year
Availability
More than 30 hrs/week
Hourly Rate
$65
Rating
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Undetectable AI
Profile of Gaber Y., Senior Software Engineer - AI, Machine Learning and Deep Learning Platforms at Softaims
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Softaims
Gaber Y., Senior Software Engineer - AI, Machine Learning and Deep Learning Platforms at Softaims

Gaber Y.

deep-learning

Verified BadgeVerified Expert in Engineering
Timezone: UTC+03:00UTC+03:00
Country: EgyptEgypt
Cairo
Gaber Y. | SoftaimsMember Since 2019
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Deep Neural NetworkTensorFlowNatural Language ProcessingComputer VisionMachine LearningC++PyTorchDeep LearningPythonMLOpsChatGPTArtificial IntelligenceOCR AlgorithmGenerative Adversarial NetworkGenerative AI

My name is Gaber Y. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Deep Neural Network, TensorFlow, Natural Language Processing, Computer Vision, Machine Learning, etc.. I hold a degree in Master's degree, Bachelor's degree. Some of the notable projects I've worked on include: Real-time Activity Recognition, Generate Faces using Deep Convolutional GANs, Dermatologist AI - Skin Cancer Detection, Face Recognition and Verification. I am based in Cairo, Egypt. I've successfully completed 4 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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Experience
6 years
Availability
More than 30 hrs/week
Hourly Rate
$100
Rating
Previous Company
Rosalyn.ai
Profile of Andrew I., Senior Full-Stack Engineer - Python, Deep Learning and Mobile Platforms at Softaims
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Softaims
Andrew I., Senior Full-Stack Engineer - Python, Deep Learning and Mobile Platforms at Softaims

Andrew I.

deep-learning

Verified BadgeVerified Expert in Engineering
Timezone: UTC+01:00UTC+01:00
Country: NigeriaNigeria
Ikorodu
Andrew I. | SoftaimsMember Since 2021
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PythonDeep LearningMachine LearningReinforcement LearningWeb ApplicationMobile AppDesktop ApplicationCommunication SkillsTypeScriptFlutterOpenAI APIJavaScriptAutomationComputer VisionData EngineeringData ScienceData Analysis

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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Experience
4 years
Availability
Full-time
Hourly Rate
$25
Rating
Previous Company
Flutterwave
Profile of Zakaria F., Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims
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Softaims
Zakaria F., Software Engineer - AI, Deep Learning and Generative AI Platforms at Softaims

Zakaria F.

deep-learning

Verified BadgeVerified Expert in Engineering
Timezone: UTC+03:00UTC+03:00
Country: EgyptEgypt
Al Haram
Zakaria F. | SoftaimsMember Since 2022
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AI Agent DevelopmentChatbotAI ConsultingLLM PromptChatGPTDeep LearningNatural Language ProcessingComputer VisionLarge Language ModelGenerative AIGeminiAgent GPTClaudeChatbot DevelopmentAI App DevelopmentLLM

My name is Zakaria F. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: AI Agent Development, Chatbot, AI Consulting, LLM Prompt, ChatGPT, etc.. I hold a degree in Bachelor's degree. Some of the notable projects I've worked on include: Chat With YouTube, Science MCQ QA LMs, RAG, Emotopia-Mood-Enhancer, Multi Label classification on lung diseases, etc.. I am based in Al Haram, Egypt. I've successfully completed 8 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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3 years
Availability
More than 30 hrs/week
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$50
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National Telecommunication Institute
Profile of Josip V., Software Engineer - AI, Deep Learning and Python Platforms at Softaims
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Softaims
Josip V., Software Engineer - AI, Deep Learning and Python Platforms at Softaims

Josip V.

deep-learning

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: CroatiaCroatia
Split
Josip V. | SoftaimsMember Since 2022
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Deep LearningPyTorchPython Scikit-LearnXGBoostMatplotlibArtificial IntelligenceBiostatisticsGitMedical WritingResearch PapersLangchainOpenAI APIGPT APILarge Language ModelLLaMAMachine LearningLLM

My name is Josip V. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Deep Learning, PyTorch, Python Scikit-Learn, XGBoost, Matplotlib, etc.. I hold a degree in Doctor of Medicine (MD), Master's degree. Some of the notable projects I’ve worked on include: Codellama2-7b on Streamlit, Voice Chat with Research Paper, Google scholar account, Breast Cancer Lymph Node Classification, The Role of AI in Breast Cancer Lymph Node Classification. I am based in Split, Croatia. I've successfully completed 5 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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3 years
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Full-time
Hourly Rate
$30
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Infobip
Profile of Phat V., Senior Data Engineer - AI, Machine Learning and Deep Learning Platforms at Softaims
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Softaims
Phat V., Senior Data Engineer - AI, Machine Learning and Deep Learning Platforms at Softaims

Phat V.

deep-learning

Verified BadgeVerified Expert in Engineering
Timezone: UTC+07:00UTC+07:00
Country: VietnamVietnam
Ho Chi Minh City
Phat V. | SoftaimsMember Since 2019
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PythonMachine LearningTime Series AnalysisPyTorchComputer VisionDeep LearningDockerMicrosoft Power BIData ScienceLinuxLLM PromptNVIDIA TritonHugging FaceLLaMANVIDIA Jetson

My name is Phat V. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Python, Machine Learning, Time Series Analysis, PyTorch, Computer Vision, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: Improve Question Answer accuracy by 20% for downstream tasks., Complex Hotmail Captcha sovler, Background Removal. I am based in Ho Chi Minh City, Vietnam. 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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6 years
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As Needed - Open to Offers
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$39
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Clarifai
Profile of Zeeshan S., Junior Software Engineer - AI, Deep Learning and General Development at Softaims
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Softaims
Zeeshan S., Junior Software Engineer - AI, Deep Learning and General Development at Softaims

Zeeshan S.

deep-learning

Verified BadgeVerified Expert in Engineering
Timezone: UTC-05:00UTC-05:00
Country: United StatesUnited States
Columbus
Zeeshan S. | SoftaimsMember Since 2024
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Deep LearningComputer VisionMachine LearningPyTorchNatural Language ProcessingPythonOpenCVGenerative AIPrompt EngineeringHugging FaceKerasLarge Language ModelData ScienceReactOdooGoogle CloudReact NativeNextjsLLM

My name is Zeeshan S. and I have over 1 years of experience in the tech industry. I specialize in the following technologies: Deep Learning, Computer Vision, Machine Learning, PyTorch, Natural Language Processing, etc.. I hold a degree in Master of Engineering (MEng), Bachelor of Science in Information Technology. Some of the notable projects I’ve worked on include: Kaisa, Dealer Pull, SoulMachine, CityScape, Termina, etc.. I am based in Columbus, United States. I've successfully completed 8 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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1 year
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Full-time
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$45
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Google
Profile of Leul A., Junior Software Engineer - AI, Machine Learning and Data Science at Softaims
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Softaims
Leul A., Junior Software Engineer - AI, Machine Learning and Data Science at Softaims

Leul A.

deep-learning

Verified BadgeVerified Expert in Engineering
Timezone: UTC+03:00UTC+03:00
Country: EthiopiaEthiopia
Addis Ababa
Leul A. | SoftaimsMember Since 2023
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Machine Learning ModelMachine LearningDeep LearningNatural Language ProcessingTensorFlowPyTorchNumPypandasKerasPython Scikit-LearnSQLDeep Neural NetworkDeep Learning ModelingTensorFlow Lite

My name is Leul A. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Machine Learning Model, Machine Learning, Deep Learning, Natural Language Processing, TensorFlow, etc.. I hold a degree in Bachelor of Science (BS). Some of the notable projects I've worked on include: Softdrink sales prediction using XGBoost regressor(deployed as an api), Coffee disease classification using ANN, Stock price prediction using LSTMs. I am based in Addis Ababa, Ethiopia. I've successfully completed 3 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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Experience
2 years
Availability
More than 30 hrs/week
Hourly Rate
$25
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AtchAI
Profile of Ioannis T., Senior Data Engineer - AI, Python and Machine Learning Platforms at Softaims
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Softaims
Ioannis T., Senior Data Engineer - AI, Python and Machine Learning Platforms at Softaims

Ioannis T.

deep-learning

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: GreeceGreece
Thessaloniki
Ioannis T. | SoftaimsMember Since 2019
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KerasTensorFlowPythonpandasDeep LearningMachine LearningMatplotlibContent WritingForecastingJupyter NotebookData VisualizationBlog WritingArticle Writing

My name is Ioannis T. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Keras, TensorFlow, Python, pandas, Deep Learning, etc.. I hold a degree in Master of Science (MS), Bachelor of Science (BS). Some of the notable projects I've worked on include: StatsEuropa: A dashboard with statistical indicators for EU countries., Renewcast: forecasting renewable electricity generation, Forecasting Atmospheric CO2 with Python, Greek Fake News Detector, Visualizing Climate Change Data with Python, etc.. I am based in Thessaloniki, Greece. I've successfully completed 9 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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Experience
6 years
Availability
More than 30 hrs/week
Hourly Rate
$35
Rating
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Self-employed
Profile of Usman S., Software Engineer - AI, Python and Web Development at Softaims
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Softaims
Usman S., Software Engineer - AI, Python and Web Development at Softaims

Usman S.

deep-learning

Verified BadgeVerified Expert in Engineering
Timezone: UTC-06:00UTC-06:00
Country: United StatesUnited States
Richmond
Usman S. | SoftaimsMember Since 2022
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Machine Learning ModelPythonMachine LearningComputer VisionDeep LearningChatbotPython ScriptArtificial IntelligenceWeb ScrapingArtificial Intelligence EthicsBig DataAzure DevOpsWeb ApplicationChatGPTLLM Prompt

My name is Usman S. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Machine Learning Model, Python, Machine Learning, Computer Vision, Deep Learning, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: Quota Queen – AI Sales Roleplay Competitions Platform, GACAR.ai – Regulatory AI Search for Aviation, Fransis.ai – Conversational AI for HR & IT, Akquila – AI Candidate Evaluation Platform, AI-Powered Short Video Creation Platform, etc.. I am based in Richmond, United States. I've successfully completed 13 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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Experience
3 years
Availability
More than 30 hrs/week
Hourly Rate
$40
Rating
Previous Company
Persivia Inc.

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