Machine Learning (ML) Jobs

I have a CSV file that I need to be analyzed through visual data analysis in Python. The CSV file has a wide range of data, but the specifics of what data I'm interested in have been left open-ended. I need you to help me identify trends and patterns from this data and provide me with clear, insightful, and informative visualizations. Ideal skills: - Strong background in data analysis. - Proficiency in Python and data visualization libraries. - Experience with analyzing CSV files. - Ability to generate insights from data.

I require proficient help for an image processing project. The main objective is to detect conditions like diabetic retinopathy and cataracts in images. Development needs: * Recognise the mentioned conditions using Python, MATLAB, or LabView. * Implement and optimize neural networks, machine learning principles and image segmentation techniques. * Enhance images to increase detection accuracy. Skills & Experience Required: * Proficiency in Python, MATLAB, and LabView. * Sound understanding of neural networks and machine learning principles. * Solid skills in image segmentation. * Previous work in medical image processing, especially in ophthalmology, is a plus.

I'm in dire need of a professional with deep understanding of Graph Convolutional Networks (GCN), machine learning and data science to assist in building an anomaly prediction model. Since the specific anomalies to be predicted and the data to be used are not yet defined, your flexibility and adaptability are vital. Accuracy requirements are also to be specified later; hence, your ability to quickly alter the model's complexity is coveted.

I'm in dire need of a professional with deep understanding of Graph Convolutional Networks (GCN), machine learning and data science to assist in building an anomaly prediction model. Since the specific anomalies to be predicted and the data to be used are not yet defined, your flexibility and adaptability are vital. Accuracy requirements are also to be specified later; hence, your ability to quickly alter the model's complexity is coveted.

I'm in dire need of a professional with deep understanding of Graph Convolutional Networks (GCN), machine learning and data science to assist in building an anomaly prediction model. Since the specific anomalies to be predicted and the data to be used are not yet defined, your flexibility and adaptability are vital. Accuracy requirements are also to be specified later; hence, your ability to quickly alter the model's complexity is coveted.

I'm seeking an expert in machine learning integration for a timely project. More specifically, I'm currently using PyCharm and a variety of ML frameworks or libraries to test a range of custom signals. The ideal candidate for this project should possess the following skills and experience: - Proficiency in PyCharm IDE for Python - Familiarity with various machine learning frameworks or libraries, including but not limited to TensorFlow, PyTorch, Scikit-learn, Keras, MXNet, and Caffe - Experience in integrating different ML stacks The top priority is to have this project completed as soon as possible. Be prepared to share your approach and timeline for project completion during our discussions. Your adaptability and ability to handle tight deadlines will be highly valued in th...

I am seeking an expert to develop a Yolov8 model for object detection. The model will be deployed on an RGB camera and should provide the following output: - Bounding box coordinates for detected human - Object labels - Confidence scores All graphs etc The key skills and experience required for this job include: - Proficiency in Yolov8 model development - Strong background in object detection - Experience with camera deployment - Understanding of output formatting for object detection models Please apply if you have the necessary skills and experience to deliver this project effectively.

I'm seeking an experienced web developer with proven expertise in Django framework for an advanced web development project. Key Requirements: - Proficient in Django web framework, React.js for building user interfaces, and machine learning technologies. - Expert in HTML/CSS, JavaScript, and React.js for front-end development. Applicants must be able to provide examples of past projects using these technologies. With their comprehensive understanding of Django and front-end technologies, the ideal candidate will deliver quality and maintainable code, and provide insightful recommendations for improving the performance and usability of the website. Previous experience in machine learning is beneficial, though not an overarching requirement. What is the work: We have a college pro...

I am dealing with Real Driving Emissions project of both passenger and HGVs vechicles. I am seeking a professional data analyst to assist and supervise me in analyzing the data. The primary goal of this collaborative effort is to determine the performance and emission of different driving conditions, specifically in urban areas and mixed driving conditions on a transient basis.

I am seeking a competent freelancer with exceptional skills in Python, data science, AI and image processing, to undertake a pixel prediction project. Key Task: - Implement a transformer-based pixel prediction using Python with a focus on image data. Key Deliverables: - Leverage your expertise in Python to develop a high-performance pixel prediction algorithm. - Utilize image data efficiently for the prediction process. - Present the outcome of the prediction in the form of insightful visual graphs. Desirable Experience: - Extensive knowledge in Python programming - Familiarity with image data processing and analysis - Previous experience in AI and predictive modelling - Proven track record in creating visually appealing and easily understood graphical data presentations. Your abilit...

I am a telecommunications company looking for a skilled data scientist to help with churn prediction. The ideal candidate will possess the following skills and experience: - Strong background in data science and predictive analytics - Prior experience working with customer usage and service interaction data - Familiarity with churn prediction models and techniques - Ability to identify factors contributing to customer churn - Capability to predict the likelihood of churn for individual customers - Proficiency in suggesting targeted interventions to reduce churn This project involves: - Analyzing customer usage data and service interaction data to identify factors that contribute to churn - Developing a predictive model to forecast the likelihood of churn for individual customers - Propos...

I'm in need of a skilled and experienced Azure ML Engineer who can help me analyze and generate insights from my structured sales data. Key Project Details: - **Cloud Platform**: The ideal candidate should have proficiency in Azure to run machine learning models effectively. - **Primary Goal**: The primary purpose of this data analysis is to enhance our customer segmentation strategies. As such, the project will require a deep understanding of customer behavior and sales patterns. - **Data Type**: The data provided for this project is structured, primarily in Excel and CSV files. Your ability to effectively manipulate and analyze this data will be crucial. Ideal Skills and Experience: - Proficiency in Azure and strong experience in running ML models on the platform - Proven track r...

I need a proficient Python artificial intelligence expert to fine-tune an already trained lipsync model. There seems to be an undefined glitch that is negatively impacting the overall performance of my model. Key Responsibilities: - Make two models using the code I'll give Ideal Skills and Experience: - Extensive experience in Python - Knowledge and background in AI - A track record of training, troubleshooting, and fine-tuning lipsync models - Focused skills in enhancing the robustness and speed of a model are desirable, but not essential. I am looking for a skilled individual who can swiftly address and rectify this subpar performance issue. A quick resolution will allow me to continue utilizing my lipsync model to its full potential. Your expertise in Python AI and lipsync mod...

I am looking for a proficient developer who can help me create an Edge Impulse gateway on a Raspberry Pi. The primary goal of this project is data collection using accelerometers and gyroscopes as the primary sensors via industrial protocol such as OPC UA Server or Modbus/TCP Server & MQTT. Key Responsibilities: - Develop and deploy the Edge Impulse gateway on Raspberry Pi for data collection. - Configure the gateway to work seamlessly with accelerometers and gyroscopes. Ideal Skills and Experience: - Proven experience in developing Edge Impulse gateways, especially on Raspberry Pi. - Strong knowledge of working with accelerometers and gyroscopes. - Solid understanding of data collection and edge computing concepts would be a plus. If you have the required expertise in these area...

I'm seeking a proficient ArcGIS Python specialist to help me with a project that involves data analysis and geoprocessing. Key tasks: - **Data Analysis:** You will be responsible for analyzing medium-sized data (1 GB to 10 GB), using ArcGIS Python. Your ability to extract meaningful insights from this data is crucial. - **Geoprocessing:** I need assistance with efficiently processing this spatial data. Your geoprocessing tasks should be meticulous and well-documented. I'm specifically looking for an expert who can create custom GIS tools that can streamline these processes. Ideal Skills and Experience: - Strong proficiency in ArcGIS Python - Extensive experience in data analysis, particularly with medium-sized datasets - Proven track record in geoprocessing - Prev...

I am seeking an expert editor with substantial knowledge of machine learning and the ability to perform proofreading. Here is what I require: - Substantive editing for my article - improve grammar, punctuation, consistency - Editing to be done in a Word Document format. - The article is lengthy as it contains more than 1000 words. The ideal candidate for this job must possess a strong command of the English language and should have prior editing experience, preferably on machine learning-related documents. I look forward to transforming my article into a well-structured, clear, and impactful piece.

I am looking for a competent AI assistant to aid me with data analysis, research, and the implementation of pilot codes. This AI assistant should be proficient in Python DT description language and C#, and have a working knowledge of Markdown. The assistant should be: • Able to instantiate 3d model on physical entities • Capable of conducting thorough web research independently • Experienced in pilot code implementation • Comfortable working within a Windows Operating system Ideally, the successful candidate will have experience in data analysis and machine learning. Experience with the Windows operating system is a must. Understanding of other platforms is a plus. This is a great opportunity for freelancers who have a knack for detailed analysis and h...

We are working under an expedited deadline (less than 1 month) to integrate machine learning with our unit commitment problem (UCP), specifically focusing on renewable energy sources (RES) - solar and wind energy. Key responsibilities: - Implement neural networks in the machine learning algorithm. - Expertly merge UCP with RES (both solar and wind energy). - Expert in unit commitment problems Ideal candidate: - Proven experience in machine learning - Familiarity with neural networks - Strong understanding of renewable energy systems - particularly solar and wind - Ability to meet tight deadlines Your expertise in neural networks and renewable energy is pivotal to the success of this project. Let's make the world more sustainable together!

Job Overview: We are currently seeking skilled professionals in software engineering, web development, machine learning, computer vision, and NLP to join our team on a project basis. This is an excellent opportunity to collaborate with industry experts on significant industrial projects. Responsibilities: Work collaboratively on diverse service projects with our team and industry experts. Apply your expertise in software engineering, web development, machine learning, computer vision, or NLP to solve complex problems. Engage in project lifecycle from conception to deployment. Requirements: Proven experience in software engineering and/or specific fields such as web development, machine learning, computer vision, or NLP. Strong problem-solving skills and ability to work in team settings...

Hello, We are seeking a skilled developer to construct a straightforward pipeline for processing data annotated with multiple categories, including cars, bikes, and number plates. Our project aims to leverage foundational models such as Grounding Dino, SAM, and various visual question answering models akin to GPT-4V (e.g., CogVLM, Qwen VLM). The goal is to enhance existing labels with additional attributes and generate new annotations based on the provided data. Your primary responsibility will be to update existing JSON files formatted in COCO using these foundational models. Detailed instructions regarding the types of modifications and any additional requirements will be provided. This project is initially short-term but has the potential to evolve into a long-term collaboration. We ...

I'm looking for a skilled and experienced machine learning professional who can assist me in a project involving image classification for academic research. Key Tasks: - Data Preprocessing: Processing and cleaning the image data to make it suitable for training. - Model Training: Developing and training a machine learning model that can classify images effectively. - Feature Selection: Identifying the most relevant features from the data to improve the accuracy of the model. Goal: - The primary goal of this project is to classify images into specific categories. Final Use: - The classified images will be used for academic research. Ideal Skills: - Proficient in machine learning techniques, especially in image classification - Strong experience in data preprocessing and feature se...

Google Play Store Reviews and Sentiment Analysis Website- The website offers a user-friendly interface and provide sentiment analysis of reviews from the Google Play Store. 1. User Module a. User Registration Module To get started, users need to register themselves by providing the following details: Username, Password, Email b. User Login Module- Users can log in to their account by providing their email and password. c. Review Submission Module - Users can submit reviews for apps on the Google Play Store. To submit a review, users need to provide: App Name, Review Description, Rating (1-5) d. View Sentiment Analysis Results Module - After submitting a review, users can view the sentiment analysis results and analysis results will provide insights into the sentiment (positive, negative...

I require a seasoned Python expert with specific skills in data analysis and scripting and automation. The key tasks will involve working with numerical data to accomplish two prime goals - data visualization and processing/transformation. Direct experience in the following areas is crucial: - Strong Data Analysis: Ability to dissect and interpret complex numerical datasets - Skilled in Scripting and Automation: Can systematically automate data processing and transformation tasks - Proficient in Data Visualization: Capable of creating intuitive visualizations to contextualize processed data Assured understanding of numerical data handling is a prerequisite. If the above resonates with your skills set, feel free to place your bid.

I'm in search of a skilled machine learning developer with expertise in GPT (Generative Pre-trained Transformer). My goal is to have an AI model that can both correct and standardize postal addresses. The addresses will be provided in CSV files and the output of the model should be accessible via an API for integration into our system. Key requirements: - Proficiency in machine learning with a focus on GPT - Experience in addressing data correction and standardization - Ability to work with CSV files - Familiarity with API integration - Strong communication skills for seamless collaboration The ideal candidate will have a proven track record of developing AI models, particularly in the realm of addressing data, and be able to provide a detailed timeline for the completion of the pro...

For this project, I need a proficient python developer with expertise in AI and human-computer interactions. I aim to implement AI probing into cyber-physical systems with a focus on human error analysis. Key Responsibilities: - Design and develop algorithms using Artificial Intelligence for cyber-physical systems. - The AI project will be implemented on a desktop computer. - The primary task is to conduct a comprehensive human error analysis, understand user behaviors in different scenarios, and generate actionable feedback. Ideal Skills & Experience: - Strong Python programming skills. - Deep understanding of AI, Machine Learning. - Expertise in Human-Computer interactions. - Experience with cyber-physical systems. - Background in HCI research, particularly human error analysis, is...

I am looking for an expert mobile app developer with experience in AI and video chatbot development to create a Conversational AI Video Chatbot App for Android and IOS. The core functionality of the app is to provide real-time interaction between users and an AI agent through video and voice chat. The chatbot serves as an interviewer, interacting with candidates for HR and technical interviews. I will provide training and prompts for the chatbot, including testing its functionality. One aspect involves conducting real-time interviews, managing calendars, and scheduling appointments. Additionally, the AI will engage in video calls, displaying a face and conversing in real-time. Candidates are required to fill out a form related to the job role one to two hours before the interview. The chat...

We are currently seeking a Machine Learning specialist, specifically with expertise in facial feature extraction, classification, etc. Basically, we have some clusters of human dataset (it's still in progress) including actors (actresses), sportsman, scientists, businessmen, and educators. We'd like to build a model to output the appropriate career according to the input image. If you read this, please include a word "talent" in your proposal so that I can filter some unreasonable bids. Although we have one specific task, the project's scope may expand based on the freelancer's input and the results obtained. Looking forward to your proposals!

I am in need of an experienced interviewer with a solid grounding in AI, Machine Learning, and the GenAI stack. The primary task is to interview 20 candidates and then carefully select the top 4 candidates based on the interviews. Key Responsibilities: - Conducting Video Interviews: The selected candidates will need to conduct video interviews with the applicants. This demands a good understanding of the intricacies of remote interviewing and the ability to engage applicants effectively despite the digital divide. - Selecting Top 8 Candidates: Once the interviews are completed, the top 4 candidates will need to be selected. This involves a keen eye for talent, the ability to read between the lines of interview responses, and an understanding of the skills and qualities required for the p...

I am looking for an expert in data extraction, particularly from multi-page PDFs containing various elements, including text, tables, and images. This is a step one for us in developing a new AI_first documents management system. The scope of this project requires the accurate extraction of clean, structured data for systematic storage. Key Skills and Experience: - Proficient in data extraction and structuring from unstructured PDF files - Detailed-oriented with a focus on accuracy and consistency Project Details: - Pull data from several multi-page PDFs - Skillfully handle different types of data including text, tables, and images - Extract clean and structured data. - Systematize the stored data for easy future access The project is completed once we receive the package with t...

The project aims to develop a software system that can track and control the cursor movement on a computer screen using the user’s eye movements. The system would use an eye-tracking device to monitor the user’s eye movements and pupil detection, head and eye tracking, cursor position prediction, calibration, performance tuning, and adaptive learning techniques to translate them into cursor movements. The system would be beneficial for individuals with physical disabilities or limited mobility, providing them with an alternative and accessible way to interact with a computer interface. The system would also offer a more natural and intuitive way to control the cursor using the natural movement of the eyes. The system would employ computer vision techniques provided by OpenCV, a...

I'm seeking a skilled developer to create an API that can recognize specific objects or logos in images, and provide real-time alerts based on this recognition. To accomplish this, you should be proficient in Python, Artificial Intelligence (AI), and the Azure Vision API. Key Requirements: - Develop an API for image recognition that specifically identifies objects or logos - Enable real-time alerts triggered by the API's recognition capabilities Ideal Experience: - Proficiency in Python is a must - Previous experience with AI and machine learning for image recognition - Familiarity with Azure Vision API is highly desirable - Strong understanding of real-time alerting systems This project will be pivotal in enhancing our monitoring and alerting capabilities, and we're loo...

As an experienced Python programmer with a focus on OCR and deep learning, I'm looking for a savvy Python developer who can help develop an OCR Model using machine learning or deep learning. The model will be used specifically for complex math equations. The details are as follows: - Dataset: Unfortunately, I currently do not have a dataset available. This will need to be sourced or created, so previous experience in this area would be highly beneficial. - Accuracy Level: The intended target for accuracy is a moderate level, between 80-95%. A capability to improve this rate in the future would be seen as a significant plus. My ideal candidate will have experience with: - OCR and ML/DL model development - Sourcing or creating datasets - Achieving optimal accuracy levels for OCR ...

Necesito crear mi propia versión de Chat GPT, quiero instalarla en mi notebook. Estará enfocada netamente en ambito profesional. Es importante que entienda los idiomas Español, Inglés y Portugués. Posteriormente quiero entrenarla con libros, los cuales estarán en formato pdf, kindle o txt. Quiero que mi GPT ya tenga lo necesario para entender lo que yo le proporcione en los 3 idiomas mencionados, para luego poder cargar libros con información. Se aceptan sugerencias.

I'm looking for a skilled developer to create a comprehensive stock screener and option calculator. This tool should provide real-time stock data and facilitate in-depth analysis of equities, ETFs, and index options. Key Features: - Real-time Stock Data: The tool should be able to fetch and display real-time stock information for the selected equities, ETFs, and index options by using APIs. - Customizable Filters: I need the ability to set up and save customized filters based on specific criteria such as price, volume, and market cap. - Historical Data Analysis: It is important that the tool can analyze historical data, enabling me to make more informed decisions. Ideal Skills and Experience: - Proficient in working with live stock data APIs. - Strong background in financial analys...

I'm looking for a proficient Python developer who specialises in Machine Learning. The chosen individual will be responsible for the selection and training of models, as well as predictive analysis. The ideal candidate possesses: - Mastery in Python programming. - Extensive understanding of Decision Trees for analysis. - Ability to effectively perform model selection and training. - Proven experience with predictive analysis. Please reference prior similar projects in your application. Serious, dedicated professionals only.

I am in need of an OpenCV expert who can help me with parking spaces detection tasks. The primary goal is detection of parking spaces in the video. This is a great opportunity for someone who wants to apply their OpenCV skills in a meaningful and challenging project. Please only apply if you have the necessary experience and skill-set.

I'm in need of an experienced web developer for my college project. This project entails creating a web platform with proficiency in various technologies. Key Responsibilities: - Proficient in HTML/CSS/JavaScript and Python/Django - Experience with React, Machine Learning, and APL Handling is required - Implement effective security protocols - Ensure smooth user experience across various devices and browsers As the primary goal is to design a web application for education purposes, the developer would ideally have prior experience in related projects. The candidate should clearly demonstrate an understanding of both frontend and backend development, as well as the ability to work independently and meet strict deadlines. A portfolio of similar work would be a plus point. We have our...

I'm looking for an expert in Python to assist with implementing a GAN model for my small dataset, under 1,000 samples. The project involves three key components: - Data Preparation: You will be responsible for the initial preparation and cleaning of the dataset. This includes handling missing values, outliers, and ensuring the data is in a suitable format for the model. - Model Training: You will need to develop and train the Generative Adversarial Network (GAN) model using Python. The training process should be well-optimized for a small dataset to ensure the best possible results. - Model Evaluation: Following the training process, you will evaluate the GAN model's performance. This involves assessing metrics such as accuracy, precision, and recall. It's crucial that y...

Role Overview: We are working on a project and seeking a highly skilled individual with a strong background in deep learning and computer vision. This role involves developing advanced computer vision models, including CNNs and Vision Transformers, vision-language models, and large language models (LLMs). The ideal candidate will have extensive experience in Python and PyTorch. Skills Required: - Theoretical and practical knowledge of deep learning, specifically CNNs, Vision Transformers, vision-language models, and large language models. - Proven experience in Python programming and frameworks such as PyTorch; familiarity with PyTorch Lightning is preferred. - Demonstrated capability in research. A record of publications in top-tier AI/ML venues is highly desirable.

I'm seeking an expert in machine learning and technical writing to assist with my Ph.D. thesis on a text-based multilabel classification model. This project involves the following key elements: - **Model Development**: The core machine learning model is in place, but I need assistance with the writing and documentation surrounding it. Your help in creating a comprehensive thesis document is crucial. - **Incorporating Research Papers**: While I haven't specified a particular way to integrate research papers into the thesis, I'd like a freelancer who can analyze and incorporate these papers effectively. This might involve citing them as references, summarizing them in a literature review section, or making a detailed comparison of methodologies. The ideal candidate for this...

I'm seeking a Python expert specialized in Visual Studio Code.

I'm looking for an AI programmer, who's proficient in Python and experienced in Natural Language Processing, Machine Learning Algorithms, and Computer Vision. The primary goal of this project is to automate a series of processes. Key Responsibilities: - Utilize Natural Language Processing to understand and interpret human language for automation. - Develop and implement Machine Learning Algorithms to improve the automation process. - Apply Computer Vision techniques to recognize and process visual data. Ideal Skills: - Proficiency in Python is a must. - Proven experience in Natural Language Processing, Machine Learning Algorithms, and Computer Vision. - Strong problem-solving skills and the ability to work with complex algorithms. The goal of this project is to streamline an...

I have a college assignment where I need to perform a data analysis task using Python. I have a specific dataset that I will provide. Key requirements: - Data Analysis: The task involves in-depth data analysis - not just basic statistical analysis but also some intermediate data processing and visualization. - Python Proficiency: You must be skilled in Python for this project. Experience in using Python for data analysis is a definite plus. - Dataset: I will provide the dataset which you will be working with, so you should be comfortable working with provided data. this is the question : In this question, you will use the dataset made available to the public by: S. Moro, R. Laureano and P. Cortez. Using Data Mining for Bank Direct Marketing: An Application of the CRISP-DM Methodol...

In this crucial project, we aim to significantly improve the cybersecurity of data stored on the Google Cloud Platform (GCP), using cutting-edge artificial intelligence methods. Our main goals are as follows: - Use Machine Learning and Deep Learning to detect and mitigate any potential cyber threats before they occur. - Utilize AI to predict and intercept Unauthorized Access, Data Breaches, and Malware Attacks, thereby bolstering our defense mechanisms. The ideal candidate will be proficient in AI, specifically Machine Learning and Deep Learning, and have extensive knowledge of cybersecurity on clouds. Experience with GCP would be a valuable advantage. It's essential for the chosen freelancer to be adept at translating complex AI algorithms into practical cybersecurity solutions. Ac...

I'm in need of a machine learning expert who's proficient in deep learning and is passionate about tackling complex challenges. Key Requirements: - Demonstrate strong understanding of machine learning concepts - Able to develop innovative solutions for complex problems - Complete the entire work within a day Your main tasks will revolve around: - Understanding the requirements and objectives of the project - Researching and implementing relevant machine learning techniques Little experience is expected.

Detection algorithms that will provide the most accurate incident detection. You do not need to concern yourself about the specifics of the SIEM plugin or software integration, i.e., your task is to focus on accurate classification of malicious events using R. You are to test and evaluate two machine learning algorithms (each in two scenarios) to determine which supervised learning model is best for the task as described. Budget is fixed. Only comment if you able to do in this budget.

I am looking for a proficient Python developer extensively experienced in Deep Learning, particularly CNN (Convolutional Neural Network), for a critical cyber security project. Your task will be to develop a system capable of efficiently identifying network intrusions. Specifically: - The system will focus on the detection of anomalies within the realm of cyber security. - User behavior data will serve as the primary source of analysis in the effort to pinpoint these intrusions. - The detection algorithm must be highly accurate, maintaining an efficiency level above 95%. Ideal candidates must have: - Proven experience with Python and CNN Deep Learning algorithms. - Previous work on cyber security systems or similar projects is a major plus. - Firm understanding of user behavior data ...

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Python programming and machine learning in 2 to 3 days. It requires data pre-processing and data cleaning. The machine learning model will need to be developed. And a relevant report will need to be completed, in 2 to 3 days. The data and details will be provided

I'm currently working on a project for one of my Artificial Intelligence courses and would like some assistance. The main objective of the project is to develop an AI search algorithm and implement AI solutions using Python. Requirements: - Knowledge of AI search algorithms - Implement AI solutions in Python - The project will focus specifically on machine learning, so a solid understanding of this area is essential Ideal Skills: - Proficiency in Python - Strong understanding of AI and machine learning - Experience in developing AI search algorithms - Ability to implement AI solutions in Python The project is quite urgent, so prompt availability would be appreciated. I'm looking for a professional who can provide high-quality and thorough work.