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I need a single, self-contained AutoML agent that can look at the usual competition bundle—[login to view URL], [login to view URL], [login to view URL] and [login to view URL]—work out what has to be done, train an appropriate model and spit out two things only: [login to view URL] and submission.csv. The agent must recognise and solve every common supervised or self-supervised setting we throw at it: classification, regression and anomaly detection on tabular, time-series and text data; computer-vision jobs such as image classification, object detection and sequence-to-sequence; plus the more modern territory of prompt engineering, RAG, fine-tuning and LLM evaluation. Evaluation is always a single scalar in the 0-to-1 range. Sometimes higher is better (so it should chase 1); sometimes lower is better (aim for 0). Your code needs to read the rule in [login to view URL], choose the right metric direction automatically and optimise accordingly. I picture the workflow like this: 1. The user drops the four task files into a fresh directory. 2. They run python solution.py. 3. The script detects the data type, the metric orientation and the task family, trains the best available model (scikit-learn, XGBoost, LightGBM, PyTorch, TensorFlow, Hugging Face transformers—use whatever fits), and writes [login to view URL] ready for upload. Acceptance criteria • [login to view URL] runs with `python3 [login to view URL]` on a clean machine (specify any pip installs). • The script finishes inside a sensible time window on a single GPU or CPU-only fallback. • It produces a numeric score close to the current public leaderboard baseline for each test task I provide. • Code is clear, modular and commented so I can extend it later. Send me: • Full source ([login to view URL] plus supporting modules if any) • A short README explaining dependencies, how you decide the metric direction and how to plug in extra models • One demonstration bundle showing [login to view URL] generated on your side If this sounds doable, tell me what frameworks you prefer, how you plan to keep the architecture flexible across so many domains, and roughly how long you’ll need to deliver a first working version.
Project ID: 40568953
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Hi! I build AutoML pipelines and this is exactly my wheelhouse. I'll deliver a clean, modular [login to view URL] that ingests a dataset, auto-detects the data type, metric orientation and task family, then trains the best-fitting model (scikit-learn, XGBoost, LightGBM, PyTorch, TensorFlow, or Hugging Face transformers as appropriate) and writes a ready-to-upload submission.csv. It'll run with `python3 [login to view URL]` on a clean machine (I'll list any pip installs), finish within a sensible time window on a single GPU or CPU-only fallback, and produce scores close to the public leaderboard baseline per task. Code will be well-structured, commented and easy to extend, with a short README covering dependencies, metric direction, and how to plug in extra models, plus a demo showing [login to view URL] generated on my side. Could you share the task list/data format? Happy to start right away.
$30 USD in 7 days
4.5
4.5
94 freelancers are bidding on average $132 USD for this job

⭐⭐⭐⭐⭐ Create a Smart AutoML Agent for Easy Model Training and Submission ❇️ Hi My Friend, I hope you are doing well. I just reviewed your project requirements and see you are looking for an AutoML agent. You have no need to look any further as Zohaib is here to help you! My team has successfully completed 50+ similar projects for machine learning automation. I will create an agent that analyzes the provided files, trains the best model, and outputs the required files efficiently. ➡️ Why Me? I can easily create your AutoML agent as I have 5 years of experience in machine learning and automation. My expertise includes model training, data processing, and performance evaluation. Not only this, but I have a strong grip on Python, TensorFlow, and other relevant technologies, ensuring a comprehensive approach for your project. ➡️ Let's have a quick chat to discuss your project in detail and let me show you samples of my previous work. Looking forward to discussing with you in chat. ➡️ Skills & Experience: ✅ Python Programming ✅ Machine Learning ✅ AutoML Solutions ✅ Data Analysis ✅ Model Training ✅ Performance Evaluation ✅ Time-Series Analysis ✅ Image Classification ✅ Object Detection ✅ Anomaly Detection ✅ Scikit-Learn ✅ TensorFlow ✅ PyTorch Waiting for your response! Best Regards, Zohaib
$150 USD in 2 days
8.1
8.1

As an AI Development and Machine Learning expert with excellent Python programming skills, it would be a pleasure to build this Multi-Domain AutoML Agent for you. With my extensive background in developing SaaS platforms, automation systems, and cloud technologies, I'm confident in my ability to create a self-contained AutoML agent that guarantees high-performance results across various domains. Flexibility is vital in a project of this nature, which is why our approach always involves creating secure, modular, and commented codes-assembling a solution that leaves room for easy scalability and extension. Moreover, we're no stranger to dealing with different frameworks; my preference being TensorFlow, PyTorch and Hugging Face transformers among others but I'm willing and able to use any framework that suits the task best. Given your need for a clean machine proof solution in python3.I am comfortable using various machine learning libraries (scikit-learn, XGBoost, LightGBM) as well as deep learning libraries (Pytorch and TensorFlow) to ensure comprehensive coverage for each data type. Importantly through thorough modularity we can easily include others AI frameworks as needed. With me leading this project with my team at Web Crest, you can expect timely delivery without compromising on quality and performance. Reach out to me and let's build something exceptional together!
$100 USD in 5 days
6.6
6.6

Hi, how are you doing? I went through your project description and I can help you in your project. your project requirements perfectly match my expertise. We are a team of expert engineers, we have successfully completed 1000+ Projects for multiple regular clients from OMAN, UK, USA, Australia, Canada, France, Germany, Lebanon and many other countries. We are providing our services in following areas: Neural Network/ Natural Language Processing Machine learning/Data Mining Deep Learning and Computer Vision Image Recognition & Artificial Intelligence AI text analysis model and Reinforcement Learning. Omnet++ and Sumo simulation, Python/ MATLAB Asterisks PBX NS3 simulation Linux We'll make sure that your project is done in a perfect way and do our best until you were satisfied. I am confident I can provide you with top-notch materials that will fit your needs.
$250 USD in 7 days
5.8
5.8

As an AI Developer with robust experience in Machine Learning and Python, I believe I'm perfectly suited for your project. Despite not having direct experience with the specific frameworks you requested, my solid foundation in ML means I am equipped to work with various models efficiently and effectively. My 20+ years of experience have taught me to think flexibly, understand complex systems, and find innovative solutions for multifaceted problems - all skills that fall directly within the scope of your project. In terms of my approach to this assignment, my holistic understanding of AI and ML landscapes has sharpened my intuition. I'm confident in my ability to build a self-contained AutoML agent that will handle any supervised or self-supervised setting you throw at it. Additionally, having developed clean and maintainable codes over the years, I'm well-versed in building extendable systems - precisely what you need for enhancing the agent's capabilities in future or integrating new models. Lastly, I value long-term relationships with my clients and I'm keen on delivering quality work that stands the test of time. By choosing me for your project, you're making an investment in stability and scalability for your system as your business grows. Let’s discuss further how we can bring this vision to life and I estimate a turnaround time of three weeks for the completion of a first working version
$98 USD in 5 days
5.4
5.4

As a team with over 17 years of comprehensive experience, we have mastered the art of creating self-contained and versatile software solutions. Your project of automating the machine learning process for a variety of supervised and self-supervised settings seems like a perfect fit for our expertise. Our proficiency in Python, which is essential for your solution, is bolstered by years of providing scraping, automation, and data manipulation services. These skills align perfectly with your requirement of building an AutoML agent that not only understands various data types but also maximizes the desired evaluation metrics automatically. Additionally, my in-depth understanding and extensive work on diverse fields such as image classification, computer-vision jobs to natural language processing will prove invaluable to your project. Leveraging frameworks like Scikit-learn, XGBoost, LightGBM, PyTorch, TensorFlow and Hugging Face transformers comes naturally to us because of our vast experience. I can assure you that the architecture of the product we develop will not just cater to your current requirements but also future extensions as you might need them.
$250 USD in 7 days
4.5
4.5

Hello, With a solid foundation in backend and systems engineering, and proficiency in AI development and software architecture, I am well placed to tackle the intricacies of your Multi-Domain AutoML Agent project. Over the years, I have built and deployed numerous reliable, scalable, and high-performance software systems , the very traits that will be pivotal for this project. Coupling my experience with your unique requirements, I can create a versatile AutoML agent that can expertly handle various data formats (tabular, time-series, text) across different problem domains (classification, regression, anomaly detection). Furthermore, my extensive exposure to backend development has acquainted me with an array of popular frameworks including scikit-learn, XGBoost, LightGBM, PyTorch, TensorFlow, Hugging Face transformers , a skill set that will serve this project well. My system design and architecture planning expertise ensures that the solution will be modular, commented and easily extendable - allowing you to introduce and integrate new models seamlessly. In terms of execution timeframe, given the complexity of the project yet the stringent need for speed efficiency on a single GPU or CPU-only fallback, I propose an estimated turnaround period of three weeks. My goal is to deliver a "first working version" within this duration while leaving room for refinement and extending it as necessary. To guarantee a seamless post-delivery ex Thanks!
$155 USD in 5 days
4.2
4.2

As an AI developer and machine learning expert, I've spent the past 6 years building systems just like the one you need for your project. In your quest for a dependable, self-contained AutoML agent, my skills in developing autonomous agents with memory, tool-use, and decision-making come into play. I not only understand the breadth of machine learning tasks, but I also have an impressive command of numerous frameworks like sklearn, XGBoost, LightGBM, PyTorch, TensorFlow, and Hugging Face transformers. Versatility is my trademark. I design solutions that can adapt and solve real-world problems across various domains—a quality critical for an agent that thrives on multiple supervised and self-supervised settings. Additionally, scalability is a priority. I plan to keep the architecture flexible by implementing tried-and-true modular practices in conjunction with thorough commenting to ensure easy extension for future adjustments you may require.
$30 USD in 2 days
2.8
2.8

Hello, I can build your lightweight Android WebView AAB in Android Studio with a smooth splash screen, full-screen in-app loading, and no browser chrome. I’ve delivered similar WebView apps before, so I know how to keep it clean, stable, and Play Store ready on Android 8–14. You’ll get the signed .aab, source code, and clear update instructions. I can complete this in 1 day with fast communication. Best regards,
$140 USD in 2 days
2.9
2.9

I'd be delighted to tackle this Multi-Domain AutoML Agent Build challenge. Here's my proposal: Defining reliable workflow boundaries, memory, and fallback behavior is the hard part in this endeavor. I'm confident that my expertise in AutoML, AI development, and software architecture will help me create a self-contained agent that can handle the competition bundle. As the primary strength of my profile proof, I successfully delivered Jarvis AI - Personal Automation Assistant, which orchestrated 30+ automated workflows. This experience maps well to the delivery risk in this job. My expertise in modular orchestration, evaluation, and fallback behavior will ensure the system produces useful outputs over time. To execute this project, I'll follow a structured plan tied to the actual job requirements. I'll deliver modular workflow code, config or prompt structure, logging/fallback handling, a README, and a demo-ready flow. Before the first iteration, I'll clarify the baseline, validation split, and target metric to ensure a clear understanding of the project's goals. Should I optimize first for reliability, latency, or ease of extension in the next phase?
$144 USD in 7 days
1.0
1.0

For the Multi-Domain AutoML Agent, I'd focus on creating a modular architecture to allow flexibility across different machine learning tasks. This way, you can easily plug in new data sources or ML algorithms without starting from scratch each time. I’d also incorporate self-optimizing capabilities by implementing reinforcement learning techniques, allowing the agent to adapt based on performance metrics. With solid skills in Python and AI development, I can translate your requirements into a well-structured solution tailored for multi-domain applications. Let’s chat about specific domains you’re targeting and any unique challenges you expect. I'm ready to dive in!
$126.17 USD in 7 days
0.0
0.0

With my extensive experience as a full-stack developer, AI automation specialist, and proven track record across various industries including real estate, healthcare, ecommerce, and SaaS, I am more than ready to take on the challenge of building your Multi-Domain AutoML Agent. My high level of expertise in Deep Learning and Machine Learning (ML) coupled with my strong command over Python as well as my proficiency in various frameworks including scikit-learn, XGBoost, LightGBM, PyTorch, TensorFlow, and Hugging Face transformers make me the ideal candidate for this project. I understand the complexities of dealing with diverse data types and learning models. Therefore, I will build a highly flexible architecture for your AutoML Agent that would effectively adapt to any given task family and optimise accordingly by automatically determining the metric direction as noted in your project description. The clean and modular code that I write will be well-commented making it easy for you to comprehend and extend the system in future. Additionally, I am well-aware of the importance of submission time and producing close-to-baseline scores for this type of project. Rest assured that my solutions have always demonstrated optimal performance within reasonable time windows. With each new project I seek not only to deliver complete functionality but also provide comprehensive documentation which would be provided along with full sources and a demonstration bundle upon completion.
$110 USD in 5 days
0.0
0.0

Hi, I saw your project "Multi-Domain AutoML Agent Build" and it looks like a strong fit. Position as Gmail/API + AI classification + review dashboard workflow. Why me: I build practical, operator-ready automation and internal tools in Python (not just AI demos). AI Email Categorizer maps closely to what you need, with validation and human review built in. How I'd start: scope one clear first milestone, deliver it end-to-end with a short handoff doc, then iterate. I can prepare a short preview tailored to your workflow once we align on scope. Roman
$100 USD in 7 days
0.0
0.0

Hi how are you doing, Similar projects in automated model selection have shown that a clear architecture is key to handling varied data types. The deliverables outlined for this self-contained AutoML agent are well within familiar territory. I'd build this system by defining clear interfaces for data ingestion, task inference, and model execution, allowing for distinct modules for tabular, CV, NLP, and LLM tasks. Python, with its extensive ecosystem (PyTorch/TF for deep learning, scikit-learn/XGBoost for classical ML), naturally supports this modularity. My experience building production LLM apps like TryReplify, which needs consistent performance across diverse prompts, directly translates to managing model flexibility and output reliability here. If a quick call or message thread works better, that's easy to set up - thanks for reading.
$30 USD in 7 days
0.0
0.0

Hi there, Confident in delivering a multi-domain AutoML agent meeting all your expectations. I noticed your emphasis on a clean, professional, and seamless solution. I specialize in developing integrated and automated AI solutions across various data types and tasks. With a strong background in scikit-learn, PyTorch, and TensorFlow, I ensure a user-friendly and efficient workflow. I am the right person for this project due to my expertise in diverse frameworks and my commitment to speedy communication, fast turnaround, and ensuring customer satisfaction. I am available for a quick chat! Regards, enricos0
$250 USD in 3 days
0.0
0.0

Hello , I have seen your are looking full stack developer working in AI developing such as ML and DL. I am having 7 years of experienced as deep learning and tuning and I will work according to your features list. Please share more details of your project. Looking forward to your response. Thanks
$200 USD in 1 day
0.0
0.0

OVERWHELMED With all the Ai Generated proposals. Give me a few seconds to show you why i am different. I've built an AutoML agent for diverse data tasks. Your project's need for a versatile, self-contained solution aligns with my expertise. I would love to chat about your project, the worst that can happen is you walk away with a free consultation. Regards, Clinton.
$100 USD in 7 days
0.0
0.0

I noticed your detailed requirements for a Multi-Domain AutoML Agent Build that can handle a wide range of tasks. My team specializes in building clean, professional, and user-friendly automated solutions. We have 75+ 5-star reviews on similar projects and rank in the top 1% among 75 million users! Our expertise lies in developing seamless, integrated solutions that adapt to various data types and tasks effortlessly. We can ensure your AutoML agent recognizes and solves diverse supervised and self-supervised settings accurately. Could you share more details on your preferred frameworks and how you envision the flexibility of the architecture across multiple domains? Additionally, what is your expected timeline for the project completion? Regards, Hamza
$150 USD in 7 days
0.0
0.0

Data Lab, For the Multi-Domain AutoML Agent Build project, I bring 9+ years of IT experience focusing on Python, Matlab, and Mathematica. My expertise in software architecture, ML, and AutoML aligns perfectly with your needs. I propose leveraging these skills to design an efficient AutoML agent capable of automating model selection across various domains. I will architect the system to dynamically choose the most suitable algorithm based on input data characteristics, ensuring flexibility and scalability. This approach minimizes human intervention, enhancing efficiency and reducing errors. My plan involves dissecting the domain-specific requirements, identifying key features for each, and using this information to train the AutoML agent. By iteratively refining the model selection process, we can achieve high accuracy tailored to different applications. Would you consider this strategy for your project? Data Lab
$30 USD in 5 days
0.0
0.0

As an experienced software developer with a versatile skill set, I strongly believe I am the perfect fit for your Multi-Domain AutoML Agent project. Although my main expertise lies in PHP and web development with platforms like Wordpress, CodeIgniter, and Laravel, I am also adept in Python and have worked on numerous AI and ML projects in my 7 years of industry experience. In terms of timeline for delivering the first working version, since I'm starting from scratch on this technology stack for your particular requirements, I'll need approximately X weeks to deliver a robust solution. To guarantee a successful solution deployment, I plan to architect a highly flexible system employing it with various prevalent frameworks like scikit-learn, XGBoost, LightGBM as well as cutting-edge libraries such as TensorFlow, PyTorch and Hugging Face Transformers, discerningly opting for what best fits each domain while allowing adaptability as you might customize or extend your usage later. Rest assured, my solution will furnish everything you seek, including a clear README with dependencies and a demonstration bundle displaying the required submission.
$140 USD in 7 days
0.0
0.0

I have carefully reviewed your project requirements and I am confident I can help you deliver this project efficiently. I work with experienced professionals across multiple technologies, including web development, mobile apps, UI/UX, WordPress, PHP, JavaScript, React, Angular, Python, Java, .NET, SQL, Power BI, QA, Cloud, and more. We focus on delivering high-quality work, clear communication, on-time delivery, and affordable pricing. I would be happy to discuss your requirements in detail and suggest the best approach for your project. Looking forward to working with you. Thank you!
$140 USD in 7 days
0.0
0.0

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