Hyperspectral Image Classification in Python

I am a machine learning expert with extensive experience in Python. I can create a Google Colaboratory notebook to train an ML/AI model using the specified data. The model will accurately identify Chlorophyll-a and Suspended particulate matter in hyperspectral images. The notebook will also include an evaluation method and a simple approach to calculate the amount of these ingredients. All code will be thoroughly documented for clarity.

Hi! I am professional Machine Learning coder with skills including Machine Learning (ML), Python, Computer Vision and Artificial Intelligence. I am Big Data Processing, Machine learning/Computer Vision expert. My programming languages: - Python 2.X, 3.X. - C++ - C# - Php, javascript, java. Examples of worked on: - Bank/Fiscal/Salary/Receipt Document reading, ID/License/Passport card reading. - Traffic Management System using Deep learning object detection(Web/desktop application) - ALPR/ANPR using Deep learning OCR(GPU/CPU-web/desktop/mobile app) - Pdf to text converting application using CRNN OCR. - Face verification. - Eye disease recognition using Image recognition(Tensorflow/Pytorch/Caffe) - Stock/product cost prediction, Stock candle pattern recognition using TensorFlow RNN, and image processing. - Web scrapping. AI platforms I have experienced. - Tensorflow 1.x, 2.x - YOLO v2/v3 - Google Cloud Vision/Document API, AWS Textract API, Azure, and so on. - Caffe 1.0/2.0 - Pytorch. - MxNet Please send a message to discuss more regarding this project. Thank you

Hello, good time Hope you are doing well I'm expert in MATLAB/Simulink, Python, Java, JavaScript and C/C#/C++ programming and by strong mathematical and statistical background, have good flexibility for solve your project. I have many experience practical and theoretical in implementation different algorithms (such as: state estimation and Kalman filter, design controller, analysis closed loop stability, signal and systems, signal processing, heuristic optimization, fuzzy logic, neural network and machine/deep learning fields). Evidence of this claim exist in the portfolio. I have read your project description and I can help you (without any plagiarism). Please send me the details of your project. Thanks for attention 100% Jobs Completed, 100% On Budget, 100% On Time ⭐⭐⭐⭐⭐ 5-star reviews

Hello, As an energetic full-stack web and mobile developer with extensive experience in various technologies such as Python and Machine Learning, I believe I have the right set of skills for your project on hyperspectral image classification. I am well-versed in developing comprehensive solutions to complex problems and can leverage my background in ML/AI to deliver on your need for image analysis and object recognition. Additionally, my experience in working with Google Collaboratory will allow me to efficiently implement the notebook you require, while ensuring simplicity and well-documented code. These are essential to not only enable seamless understanding but also ensure easy maintenance of the resulting model. My adaptability and high level of responsibility when it comes to achieving quality assurance would undoubtedly reflect in this task for you. Thanks

Hi. Thanks for your posting. I have just read your proposal and I am sure I can complete the project on time. I am an expert in ML/DL who has many years of experiences in image classification. Please contact me to discuss the project in more details. Waiting for your contact now... Thanks. Best Regards.

With my experience in Artificial Intelligence, Machine Learning, and Python programming, I am confident in delivering top-notch solutions to your hyperspectral image classification project. As a dedicated data scientist, I've frequently handled projects of similar natures, with a high focus on simplicity, efficient documentation, and effective problem-solving. I have impressive proficiency in computer vision techniques and can leverage this knowledge to implement a Google Colaboratory notebook that analyzes the provided images for Chlorophyll-a and Suspended particulate matter. The notebook will include a well-documented evaluation method as well as an attempt to calculate the exact amount of these ingredients present. My approach to project execution is not just client-centric but risk-averse as well - ensuring your interests are prioritized while highlighting the potential hazards or untapped opportunities. You will get maximum value for your investment without compromising quality. With my policy of payment upon satisfaction, you only pay when you are confident all objectives have been met; adding extra cashflow flexibility to your project. Choose me for meticulous attention to details, delivering on time and within budget, and an eye for optimization at every step of the process.

With a background entrenched in project management and an expertise in Artificial Intelligence and Machine Learning, I would be an ideal fit for your hyperspectral image classification project. Utilizing Python as my primary tool, I am well-versed in navigating large-scale data sets such as the one you have provided. My approach is to always simplify complex tasks with clear documentation, enabling efficient problem-solving processes for future analysis. Additionally, my strategic planning prowess will be a key differentiator as we tackle your unique challenge of identifying Chlorophyll-a and Suspended Particulate Matter while estimating their quantities. I have a proven track record of developing innovative solutions to difficult problems, paired with an ability to communicate those outcomes effectively which will be crucial for model evaluation and result interpretation purposes. Finally, being data-driven underpins every aspect of my work. Moreover, my fluency in Python Ml/AI libraries provides end-to-end competence for your entire project starting from data collection to validating the evaluative models and conducting the estimations. By entrusting me with your project, you can expect timely delivery of high quality work that not only satisfies but exceeds your expectations. Reach out to me for detailed discussion about this project and I guarantee precise solutions that solve your challenges and generate value for you

⭐ Hi, My availability is immediate. I read your project post on Python Developer. We are experienced full-stack Python developers with skill sets in - Python, Django, Flask, FastAPI, Jupyter Notebook, Selenium, Data Visualization - Web App Development, Data Science, Web/API Scrapping, Machine Learning, AI - API Development, Authentication, Authorization - SQlAlchemy, PostegresDB, MySQL, SQLite, SQLServer, Datasets - Web hosting, Docker, Azure, AWS, Digital Ocean, GoDaddy, Web Hosting - ML Algorithms: linear regression, logistic regression, decision trees, random forests, neural networks, etc - Python Libraries: NumPy, pandas, scikit-learn, tensorflow, etc. Please send a message So we can quickly discuss your project and proceed further. I am looking forward to hearing from you. Thanks

Hi, Looked at your project description, Surely my kind of stuff. Well I am an AI Engineer, I have been doing CNN for the last 2 years, well aware of Classification models, from inferencing them to fine tuning these models on GPU based on very niche tasks. Your project will need to load the data using a Custom Dataset class in pytorch, do transformations, and create dataloaders for training the model. My profile may not be that good as I am new to Freelancer but I have done it in Corporate Job and various other projects, you can very well trust me ! Thanks and Regards Gurv Gupta

Hi. I am interested in this job. ✅I am a motivated AI expert with 8 years experience ✅ Your job post is exciting and I am ready to start this project immediately. Python, Django, Yolo, Jupyter Notebook,Machine Learning, Flask, Pytorch, Computer vision, OpenCV, Image/Video Watermarking, Algorithm, Javascript, C++, C#, Git Let's discuss further via chat. Looking forward to your response! Victor

Hi, I have rich experience with Convolutional Neural Network and I wanna join your company. I have extensive experience with Convolutional Neural Networks such as VGG16 and ResNet and I built several projects. My last project was detecting pneumonia from lung images. I used VGG16 model to detect the pneumonia. To save time, I used pretrained weights of VGG16 and fine-tuned it. To show the potential pneumonia area, I used GradCam library to show heatmap of the image. The project was successful and I brought satisfaction to my client. You can ensure a good result if you hire me. Hope to have an interview for further discussion of the project. Thank you

Hello. I hope you are doing well. I have 10 years of experiences in ML & DL, Computer Vision & Image Processing. I have handled Object detection/recognition, Image classification, OCR, ANPR/ALPR, Time-series forecasting, Pose estimation, Face emotion recognition using CNN/RCNN/RNN/LSTM/GNN/GAN/SVM/SVR/... and C/C++/Python/Matlab(Pytorch, Tensorflow, Keras, tesseract, pandas, numpy and so on). I can provide you with the perfect result on time. Please cContact me so that we can discuss the details of the project. Thank you for your time.

Dear Client, I am excited to propose my expertise for your predictive modeling project focused on textual data. With a robust background in machine learning, text mining, and data science, I am confident in delivering an accurate and efficient text classification model. Skills and Experience: Extensive experience in machine learning, data mining, and text classification. Proficiency in R programming language for efficient data analysis. Strong statistical analysis skills to derive meaningful insights from the dataset. I am enthusiastic about the opportunity to contribute to your project and deliver a predictive model that meets your expectations. Looking forward to further discussing the details and getting started. Best regards, Harsh Bhatti

Hi Sir, Excited about developing an ML/AI model to analyze Chlorophyll-a and Suspended Particulate Matter in images. I'll create a well-documented Google Colab notebook with a straightforward evaluation and quantification method. My expertise ensures simplicity in code and efficient results. Key Points: ML/AI model for image analysis Well-documented Google Colab notebook Clear evaluation and quantification methods Eager to contribute to your project's success! Best Regards, M Shayan Ahmed

Hi, How are you? Very happy to bid your project because my skills are fitted in your project. I have 8 years experience in Python programming and in Machine learning ,Deep learning ,NLP and AI.. I am very familiar with data analysis, portfolio optimization, Machine learning and image processing, OpenCV, OCR, Web Scraping, TSR, trading bot, deep learning, data visualization, flask web application, data processing and statistical analysis.??? I have worked on many projects similar to yours. I will do my best to provide the results you are looking for. If you send the message , we can discuss about the project more. Thank you. Best Regards

Hello client, I've just checked your job description carefully. I'm senior developer with 7+ years of Python. By using Python, I used to make AI engine( signal processing, OCR,Image processing ,Deep Learning,Machine Learning using the tensorflow, yolo and etc) Web Searching Tools ,Processing the data, many algorithms and so on. Also I have many python projects. Python is my major so you will be satisfact. Please feel free to contact me and let's discuss it in detail. I would love to work with you. Look forward to hear from you soon. Thank you. Best Regards.

Hey Krzysztof W., Good morning! I’ve carefully checked your requirements and really interested in this job. I’m full stack node.js developer working at large-scale apps as a lead developer with U.S. and European teams. I’m offering best quality and highest performance at lowest price. I can complete your project on time and your will experience great satisfaction with me. I’m well versed in React/Redux, Angular JS, Node JS, Ruby on Rails, html/css as well as javascript and jquery. I have rich experienced in Artificial Intelligence, Python, Computer Vision and Machine Learning (ML). For more information about me, please refer to my portfolios. I’m ready to discuss your project and start immediately. Looking forward to hearing you back and discussing all details.. Thanks for giving opportunity

Hi There Krzysztof W., Good morning! I have rich experience in Artificial Intelligence, Machine Learning (ML), Python and Computer Vision. I sincerely appreciate the opportunity to be considered for this project. If awarded, I am committed to delivering high-quality results within the specified timeframe. Your trust is valued, and I am dedicated to ensuring the success of this project. I look forward to the possibility of collaborating and contributing to its success. Thank you for your consideration. Best regards

As an AI and Machine Learning practitioner with expertise in Python, I strongly believe I am the right person for your Hyperspectral Image Classification project. I have a track record of using machine learning algorithms to analyze complex data sets, which is perfectly in line with what your project demands. Additionally, I am familiar with the Google Colab environment you require for this project, so there will be no delay or difficult learning curve involved. Simplicity and clarity in coding is always crucial and something I always adhere to. What sets me apart is not only my technical skills but also my ability to meticulously evaluate and document my work. Whether it is training models or developing methodologies for calculating specific materials - like Chlorophyll-a and Suspended Particulate Matter in this case - ensuring efficient evaluation methods are implemented along with relevant findings is second nature to me. My familiarity with various image classification techniques will play a vital role in producing accurate results from the hyperspectral images provided.

Hi I went through your project details & understood your requirement for hyperspectral image classification in python. I propose to create a Google Colab notebook utilizing the provided dataset to train a user-friendly ML/AI model for recognizing Chlorophyll-a and Suspended Particulate Matter in images. The notebook will feature a transparent evaluation method and a straightforward calculation approach for ingredient amounts, ensuring simplicity and clarity through well-documented code comments. My cutting-edge technical skills include following: Python Machine Learning Deep Learning AI Google Colab Image Classification Image Processing etc. With over 5+ years of experience as an AI engineer, with an emphasize on Machine Learning, I will be the best fit for your requirement. Thank you for giving my proposal your consideration. I am excited about the prospect of working with you and leveraging my knowledge to help your initiatives reach new heights. Let's go deeper into your project requirements and how my experience aligns with your objectives. I can also answer any queries you may have and consider other techniques to ensuring your demand is met effectively. Kind Regards, Dinjan Infotech Team