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I need a complete, reproducible deep-learning pipeline that takes raw leaf images, learns to recognise plant diseases, and then serves the prediction through a Streamlit interface. Because I do not yet have the images, the first task is to identify and download a suitable, well-labelled dataset from Kaggle. Feel free to compare a few candidates, but the final choice should give good class balance and enough samples per disease category. Once the data is in place, walk through exploratory data analysis, preprocessing, and augmentation inside a Jupyter notebook. From there, build and tune a convolutional neural network (TensorFlow / Keras or PyTorch are both fine) and report the usual metrics plus a confusion matrix so I can judge class-wise performance. When the model is satisfactory, save it and wrap inference in a clean Streamlit app where a user uploads a single image and instantly sees the predicted disease name along with a confidence score. Additionally, integrate AI-based recommendations (e.g., treatment or prevention suggestions), a database (Django / SQLite / PostgreSQL) to store predictions and user uploads, and/or API endpoints so external apps or clients can access the model programmatically. Deliverables Notebook (.ipynb) with data loading, EDA, preprocessing, training, and evaluation [login to view URL] containing the Streamlit interface ready to run with streamlit run [login to view URL] Serialized model file (H5, PT, or SavedModel) [login to view URL] listing every library and version used README explaining setup, training commands, and how to launch the web app The project is finished when the environment from [login to view URL] can run the notebook end-to-end without edits and fire up the Streamlit app to classify a new leaf image successfully. And when I am completely satisfied with the project.
Projektin tunnus (ID): 40278726
34 ehdotukset
Etäprojekti
Aktiivinen 10 päivää sitten
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34 freelancerit tarjoavat keskimäärin ₹1 332 INR tätä projektia

Hey there Glane here, hope you're doing well. I can help you in finding the desired data from kaggle, and building a custom cnn / pretrained model using Tensorflow / Keras focusing on accuracy,precision,recall,f1 score , train and valid loss and accuracy curves and confusion matrix plot. Feel free to get in touch.
₹3 000 INR 1 päivässä
6,1
6,1

Hi there, I am ready to start importing reviews from your Shopify store. I will provide you with a sample to ensure your satisfaction and project accuracy before we begin. Please contact me to share more details. You can check my profile for more information and reviews from previous clients: https://www.freelancer.pk/u/AliGhazanfar2 Here are some reviews from my previous projects: https://www.freelancer.pk/projects/html/Project-for-Ali-36400354/reviews https://www.freelancer.pk/projects/python/Script-Developer-Needed-for-Monitoring/reviews https://www.freelancer.pk/projects/python/Weekly-Web-Data-Extraction-Specialist/reviews I look forward to working on this project and can assure you of 100% accuracy within the agreed time frame. Thanks, Ali
₹1 050 INR 7 päivässä
5,1
5,1

I am an accomplished Gen-ai web developer with a strong proficiency in popular web development frameworks such as Flask and Django, along with expertise in front-end technologies like react. With a keen eye for detail and a commitment to delivering polished, responsive, and user-friendly websites, I bring a wealth of experience to your project. Whether you need a dynamic web application, an e-commerce platform, or a sleek and modern website, I can harness these skills to create a seamless online experience for your users while ensuring efficient backend functionality. Let's collaborate to bring your web development vision to life, with a focus on performance, security, and an engaging user interface.
₹1 050 INR 7 päivässä
4,6
4,6

Hi I can build a complete deep-learning pipeline for plant disease detection, starting with selecting a suitable Kaggle dataset, performing EDA, preprocessing, and augmentation, then training and evaluating a CNN model with clear metrics and confusion matrix. The final solution will include a Streamlit app for image-based prediction with confidence scores, optional treatment recommendations, database logging, and clean, reproducible code with full documentation and setup instructions. Please let me know further. Thanks
₹7 000 INR 4 päivässä
3,6
3,6

With a balanced blend of technical expertise in Artificial Intelligence, Data Science, and Deep Learning, and my knack for driving real-world scalability, I am suitably qualified to tackle your Plant Disease Prediction project. My background in Software Engineering only strengthens my ability to deliver on your requirements for a robust deep-learning pipeline and a clean Streamlit interface. Drawing from Kaggle’s rich datasets, I will apply thorough exploratory data analysis, efficient preprocessing, and meticulous feature engineering to build a solid foundation for developing an excellent predictive model. I have successfully built numerous AI solutions for diverse clients -- from healthcare's Diabetic Retinopathy Classification to Transformer-based NLP classifiers -- achieving high accuracy and client satisfaction along the way. This hands-on experience across varied domains including Computer Vision aligns closely with your project goals. In fact, I can already envision integrating an AI-based recommendation system into your Streamlit app, offering treatment and prevention suggestions. In collaborating on your project, anticipate nothing less than top-notch methodology, documented in a comprehensive README file, as as required. Rest assured of timely delivery without compromise on quality based on well-defined milestones.
₹5 000 INR 7 päivässä
3,4
3,4

Hi there, I am ready to start Plant Disease Prediction. I have 4+ years of experience in Python and Machine Learning (ML), so I already have a clear idea of how to approach this efficiently. just close your eyes and trust me, you will be happy. You can check my past Data Science and Python projects here: https://www.freelancer.com/u/msaadarshadkhan Lets Start?
₹600 INR 2 päivässä
2,9
2,9

As the CEO of Prime Code Tech and a seasoned developer, I'm an expert at transforming complex requirements into highly impactful digital systems that deliver tangible business value. I have substantial experience in TensorFlow, Keras, and PyTorch, skills that align excellently with your need for a deep-learning pipeline in your Plant Disease Prediction Project. Additionally, my proficiency in Django, SQLite, and PostgreSQL will be instrumental in integrating the AI-based recommendation system and database storage you're looking for. Beyond the requirements of your project, my focus on innovation-first thinking and commitment to long-term success has seen me consistently building solutions that scale and perform as the requirement matures. This aligns exactly with what you're seeking: a "future-ready" end-to-end solution. I will bring industry-leading strategies and skills to streamline your Plant Disease Prediction Project. With my team's support, not only will you get a clean streaming app with high prediction accuracy, but also an environment that's ready to scale according to your future needs. Partnering with Prime Code Tech means choosing a technology ally who doesn't just build software; we create powerful solutions that grow with your business.
₹600 INR 2 päivässä
2,2
2,2

Hello, Having extensive experience in Python, Machine Learning, and Deep Learning, I am excited about the Plant Disease Prediction project. I am confident in my ability to identify a suitable dataset, conduct thorough data analysis, and develop a robust convolutional neural network model. My expertise in Keras and TensorFlow will ensure accurate predictions and user-friendly interface through Streamlit. I am also open to integrating AI-based recommendations and database functionalities to enhance the project's utility. I guarantee a well-documented notebook, a functional Streamlit app, and all necessary deliverables for seamless execution. I am committed to delivering a high-quality solution that meets your requirements and exceeds expectations. Let's discuss how I can bring your vision to life. Thank you.
₹1 050 INR 3 päivässä
3,2
3,2

Hello there, I am excited about the opportunity to work on your project that involves developing a comprehensive deep-learning pipeline for plant disease recognition using raw leaf images. To begin, my initial task will be to identify and download a suitable, well-labelled dataset from Kaggle, ensuring good class balance and an adequate number of samples per disease category. Subsequently, I will conduct exploratory data analysis, preprocessing, and augmentation within a Jupyter notebook, followed by building and fine-tuning a convolutional neural network using TensorFlow/Keras or PyTorch. I will provide detailed reports on performance metrics, including a confusion matrix for class-wise evaluation. Finally, I will create a user-friendly Streamlit interface where users can upload images for disease prediction. I look forward to collaborating on this project and delivering high-quality results to meet your requirements. Regards, antonk52
₹1 070 INR 3 päivässä
1,4
1,4

Conducted EDA and feature engineering on synthetic purchase history data refined using LLMs and Implemented K-Means clustering for segmenting customers by body shape, brand, and size. Designed MLOps pipeline for deployment,pitched as part of hackathon submission for a project
₹1 050 INR 7 päivässä
0,0
0,0

This sounds like a really interesting project. I’d be happy to build a complete, reproducible pipeline—from selecting a well-balanced Kaggle dataset and preparing the data to training a CNN model and deploying it through a simple Streamlit interface for leaf disease prediction. You’ll get a clean Jupyter notebook for the full workflow, the trained model, the Streamlit app, and clear setup instructions so everything runs smoothly end-to-end on your system. Lets connect and discuss it further. I would be happy to help you achieve that.
₹1 500 INR 2 päivässä
0,0
0,0

Hi, I’m a AI/ML Developer skilled in building Prediction models. I can complete your project within FEW hours. DM, PRICE is negotiable. ✅ Guaranteed on-time delivery & 100% satisfaction!
₹600 INR 1 päivässä
0,0
0,0

I am a passionate Software Developer with strong problem-solving skills and experience in designing, developing, and maintaining software applications. I enjoy learning new technologies and building efficient, scalable solutions that improve user experience.
₹1 050 INR 7 päivässä
0,0
0,0

Hello, I’m an AI/ML graduate and a Generative AI Engineer, and I regularly work on machine learning solutions similar to this. I have hands-on experience building image classification and prediction models using Python, so developing a plant disease prediction system is something I’m comfortable handling. I can build a model that analyzes plant leaf images and predicts diseases using appropriate ML/DL techniques. I will handle the data preparation, model training, and provide a simple interface or API for predictions. I focus on delivering clean, practical, and working solutions, and I can start working on this immediately. Looking forward to discussing the project.
₹1 000 INR 3 päivässä
0,0
0,0

Hello, I am a Machine Learning developer with hands-on experience in Python, data analysis, and model development. I have worked on ML projects such as ASL Detection using deep learning and Liver Cirrhosis Stage Prediction using machine learning models. For your project, I can: • Analyze and preprocess the dataset • Build and train suitable machine learning models • Perform feature engineering and model optimization • Evaluate model performance and provide clear results I focus on writing clean, efficient code and delivering accurate models. I would be happy to discuss your project requirements and start working immediately. Best regards, Bharath K
₹1 050 INR 5 päivässä
0,0
0,0

hi, i am currently working on building my skills on this feild of visualization and analyzing data , so i think this will also help me boost my skills in learning about plants and their diseases
₹1 050 INR 20 päivässä
0,0
0,0

Bid: ₹1,200 Greetings, I'm an AI/ML student with practical experience in deep learning — I've created CNN-based image classification projects and co-written a paper on speech recognition. I shall do the whole pipeline: source datasets, EDA, preprocess & augment them, train the model (with evaluation metrics+confusion matrix), then wrap up everything into a streamlit app with confidence scores + AI-based treatment recommendations. And I'll include the SQLite prediction database and API endpoints too. Deliverables: clean. ipynb, app. py, serialized model, requirements. txt and complete README — end-to-end runnable. Available to start immediately.
₹1 200 INR 5 päivässä
0,0
0,0

Hello, I am a Data Science student with experience in Machine Learning, AI, and Python-based development. I have worked on projects such as recommendation systems, AI chatbots, and data analysis applications. I am comfortable working with research-oriented tasks, model development, and data processing. I can help implement the required solution efficiently and ensure clean, well-documented code. I am also open to discussing the project details to better understand the research goals. Looking forward to working with you.
₹700 INR 7 päivässä
0,0
0,0

I propose developing a complete deep-learning solution that can automatically detect plant diseases from leaf images and deliver predictions through an easy-to-use web interface. The project will begin by selecting a high-quality, well-labeled dataset from Kaggle with balanced disease classes and sufficient samples. After acquiring the dataset, I will perform exploratory data analysis, preprocessing, and data augmentation in a Jupyter Notebook to prepare the images for training. A convolutional neural network (CNN) will then be built and trained using TensorFlow/Keras or PyTorch. The model will be evaluated using standard metrics such as accuracy, precision, recall, and a confusion matrix to ensure reliable performance across disease categories. Once the model achieves satisfactory results, it will be saved and integrated into a Streamlit application where users can upload a leaf image and instantly receive the predicted disease along with a confidence score. The system will also include AI-based recommendations suggesting possible treatments or preventive actions. The final delivery will include a fully documented notebook for the training pipeline, a ready-to-run Streamlit application, the trained model file, a requirements file for environment setup, and a README explaining how to run the system end-to-end.
₹1 050 INR 7 päivässä
0,0
0,0

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