Student Placement Predictor

@sajjadtaghvaeifr

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Python, and similar tools. I have worked with pytorch, and tensorflow to develop DL models, .I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr

@Sv3nie

Hi, Most of this is straightforward since the data and baseline model exist; the part that needs care is making the three input groups line up with the trained feature columns. I'd fix that mapping first, then clean up the Streamlit app around it. Python and data work sit next to my main full-stack work, so this size of job fits well. Lets get in contact first.

@robertb297

Hi I'll do my job using scikit and shap for feature description and scikit optimize for optimizing and all evaluation metrics based on data

@lokeshn30

With over a decade of extensive experience in the world of web and mobile application development, along with my team, we have what it takes to turn your current prototype into a clean, production-ready web app. I've got a proven track record of delivering results with the highest quality standards, focusing on clean code that is both maintainable and scalable - which aligns perfectly with your project needs. Specifically, as a Senior Full Stack Developer, I'm skilled in Django, Python, and all the libraries you'll need for handling data such as Pandas. I understand the importance of creating an intuitive UI with real-time functionality that returns results accurately without compromising on users' ease. My expertise includes implementing complex feature engineering and data manipulation techniques for machine learning projects like these using frameworks like scikit-learn. Additionally, my proficiency extends to creating detailed README files that would ensure a seamless onboarding process for future users and making sure the codebase remains neat and tidy. Let me assure you that by choosing me for this project will result in a highly efficient and effective outcome with a smooth, informative experience for all concerned parties. Let's work together to transform your prototype into a functional reality!

@jiyayadav

With extensive experience in Python and Java, I am well-equipped to take on your Student Placement Predictor project. As part of the team at MSM CoreTech, I have developed a range of innovative digital solutions for startups and businesses, including AI-powered systems and custom web applications just like the one you need. This hands-on experience will ensure that your project is delivered on time and to your exact specifications. One crucial aspect of this job is code quality, and I assure you that you'll receive well-commented and tidy codes that are easy to understand and maintain. You need an app that delivers a real-time prediction without frustrating crashes or error messages, and that's exactly what you'll get from me. I'm not just dedicated to making sure everything runs smoothly but also ensuring that the code base is in order. Additionally, I possess robust data-handling skills with Pandas, a core requirement for this project. My approach revolves around understanding your business goals before diving into coding, which fits perfectly with your demand for feature engineering suggestions and clarity on UI flow early on. I'm eager to help turn this project into a successful tool for students seeking placements by leveraging our proficient architecture design & my strong administration abilities with libraries such as scikit-learn to update or retrain the model seamlessly. Let's join forces to create a transformative solution together!

@tyronet2

You need the existing prototype turned into a reproducible Streamlit app where every form value maps to the trained feature pipeline and returns a clear, calibrated placement probability without exposing errors. At Marin Software, I built production Python and AI pipelines with structured inputs, validation, model-driven outputs, and user-facing visualizations. I can audit the dataset and baseline model for leakage, class imbalance, missing values, categorical encoding, and unstable feature order, then package preprocessing and Logistic Regression together so training and inference cannot drift. The Streamlit interface will open directly to a clean form, validate inputs, explain the probability as an estimate rather than a guarantee, and handle failures safely. I’ll preserve the folder structure, update requirements, save the final artifact under /models, and document setup, retraining, and launch commands. What is the target column, and can you share the current feature list and baseline metrics?

@rohank2502

You already have the data and a first version. I will turn it into a clean app a student opens, fills in, and gets a placement chance in seconds. Scores, activities, and skills go in. A clear percentage comes back, plus a friendly note if something is missing. No login. I can start right now. A live working sample will be in your hands in 24 to 48 hours so you can try it yourself. I ship live production systems and paid software. I will show you yours running, not a similar app. Shall I start with the form and result so you can try a real prediction tomorrow?

@Ritesh11gupta

That Streamlit prototype sounds like a solid starting point for the student placement predictor. Since you already have the dataset and logistic regression ready, what parts of the model need the most tweaking?

@sanddep5

As a full-stack developer with a strong background in data analysis and science, I am confident that I am the ideal candidate for your Student Placement Predictor project. My expertise in Python, Pandas, and scikit-learn aligns perfectly with the technical requirements you have outlined. Having developed numerous web applications in the past using Streamlit, I not only assure the precision and efficiency of its implementation but also can revamp your current UI design to make it more user-friendly and visually appealing. In addition to my technical capabilities, my commitment to clean coding and an ability to work within existing structures will allow me to seamlessly integrate my solutions into your current codebase. I also understand the importance of detailed documentation for reproducibility and will provide a comprehensive README file that ensures smooth setup of your project on new systems and easy retraining of the model. Importantly, I'm dedicated to offering long-term support even after project delivery. If any questions or issues arise about feature engineering or UI flow, my open communication channels are always available to address them promptly. With me onboard, you're not just getting a freelancer but a partner who is committed to the overall success of your project. Let's accelerate the growth of student placements with an exceptional predictor!

@shaun4014

Hello, ➤ I understand you’re looking for a reliable professional to refine your Student Placement Predictor into a polished web application that delivers immediate results. ✦ PROFESSIONAL QUALITY | FAST COMMUNICATION | UNLIMITED REVISIONS ✦ ❇️ WHAT I CAN OFFER: ▪ Thoroughly review and enhance your existing dataset and model to ensure accuracy and reliability ▪ Develop a clean, intuitive Streamlit interface for seamless user interaction ▪ Implement real-time predictions with clear success and error messaging ▪ Maintain a well-organized codebase with detailed comments for future reference ▪ Ensure smooth integration of data handling with Pandas and provide all required files in the correct structure ▪ Deliver a comprehensive README for easy setup and deployment ▪ Meet deadlines while ensuring top-notch quality ❇️ MY APPROACH: I will focus on your specific requirements, refining the model and UI to create an engaging experience. Open communication will be key, so feel free to share any ideas or concerns as we progress. ✨ I’m ready to start immediately. Let’s transform your prototype into a robust application that meets your vision. Regards, Shaun Kelly

@vitorcam

Ola! Tenho interesse no seu projeto e posso entrega-lo com qualidade. Ainda esta aberto?

@shouryas057

I can build a robust student placement predictor with scalable backend architecture and AI-driven analytics to ensure accurate placement forecasts. With extensive experience delivering custom software and API integrations, I’ll create a user-friendly, secure platform optimized for long-term performance and maintainability.

@Ankurhardia34

Hello, I hope you’re doing well. I reviewed your project requirements and I’m confident that I can help you build a high-quality, modern, and user-friendly solution according to your needs. Student Placement predictor I’m Ankur, a Full Stack Developer with 7+ years of experience in: • Custom Website Development • E-commerce Development • Mobile App Development • Flutter App Development • Android & iOS Applications • WordPress & PHP Development • UI/UX Design • Admin Panels & APIs I have successfully completed 500+ projects for startups, businesses, and individual clients worldwide. Why work with me? ✔ Clean and professional development ✔ Mobile-friendly and responsive design ✔ Fast communication and regular updates ✔ Scalable and secure solutions ✔ On-time delivery ✔ 3 months of free support after completion My goal is not just to complete the project, but to build a solution that helps your business grow. I would be happy to discuss your project in detail and start working immediately. Looking

@PixelBabua

the thing that make me best is that i am new and if i am new this means i used these all and know relevent tech and prolems thats why and i will be happy if you let me develop this

@hooriyaamir

I will review the existing dataset, Logistic Regression model, preprocessing, and Streamlit code, then clean and improve them without changing the project scope. I can retrain and validate the model, connect all student inputs correctly, build a smooth prediction interface, update requirements and README, and test the app from a fresh setup to confirm it runs without errors. I would really appreciate it if you connect with me in the chat. I will discuss the price and other details with you directly in the chat. Please come, I’ll be waiting for you there. Warm Regards, Hira

@eternitech

Hi, New on Freelancer — 20 years of development experience behind us. We're taking our first few projects here at a fraction of our normal rate purely to build our review history. You get senior agency work at junior pricing; we get a review. Straight trade. Transitioning your Streamlit prototype to a production-ready web application could benefit from integrating a more scalable backend, perhaps using Django alongside your existing Python setup. This would ensure smoother data handling and user management. Could you provide access to your current prototype so I can assess the best way to proceed?

@Ruan111

We've just completed a similar project, helping a small business owner launch a site that increased their leads within the first month. Based on what you're looking for, we can build a clean, production-ready web application that allows students to easily input their details and receive instant prediction results. I noticed you want a seamless and engaging interface, which is exactly the kind of work we focus on delivering. With 75+ 5-star reviews on similar projects and a top 1 percent ranking among 75 million users, we specialize in refining models and polishing user experiences. I would love to walk you through a couple of examples that match what you're after and ensure a smooth, informative experience for your users. Regards, Ruan111.

@GenomyR

Hi there, I can resolve your Student Placement Predictor cleanly with verified code and zero downtime. My approach: diagnose the root conflict in staging, apply the verified fix within 2-3 business days, and run cross-browser QA before final hand-off. Can you share the site URL or error message here in chat so I can review it right now? Best regards, Tumisang

@amithvardhan99

As an experienced Data Scientist, I have utilized Logistic Regression models (LLMs), just like the one you have used to train your initial model, to design and execute numerous AI pipelines with remarkable success. My proficiency extends beyond model creation, with skills in web scraping using libraries like BeautifulSoup and Selenium, data analysis, and machine learning. In fact, I have been involved in projects similar to yours such as brain tumor detection using Convolutional Neural Networks(CNNs). Moreover, my two years of professional experience has honed my error-spotting abilities thus I can guarantee that your user interface will be well-polished and provide proper success/error messaging. I am, and always have been, a proponent for clean code and strong documentation – two essential characteristics for any successful project in my view. My extensive familiarity with Pandas will ensure a seamless reimagination or improvement of the existing preprocessing and training codes while maintaining reproducibility throughout. In summary, my unique blend of Python programming and deep understanding of data science makes me a perfect match for your project. I am eager to demonstrate my ability to bring your prototype to production-quality reality while delivering clear guidelines for setup, training, launching of the streamlit app and ultimately handing over a refined placement_model.pkl. Consider engaging me for an unparalleled outcome.