Mastering machine learning with r jobs
I'm launching a new cabinet shop in Los Angeles and need expert help setting up an extensive Cabinet Vision catalog tailored for our custom shop. Our fully automated shop is equipped with a CNC machine, Edgebander, and CNC Horizontal drilling machine. We own the latest version of Cabinet Vision with Screen to Machine (S2M). Skills and Experience Required: - Profound knowledge and experience with Cabinet Vision - Familiarity with CNC machinery and cabinet making processes - Ability to create a comprehensive, detailed, and user-friendly catalog - Understanding of various cabinet styles and materials Let me know your interest and relevant experience.
I'm in search of an experienced, interactive, German-speaking online tutor to teach Math and Physics to my 8th-grade twins. Key Requirements: - Subjects: Both Math and Physics - Teaching Method: Interactive sessions are preferred over lecture-based or project-based learning - Experience: The tutor should have 6 years or more of teaching experience The ideal candidate is not just a teacher, but a facilitator who can make learning engaging and enjoyable for my children. A strong command of the German language is essential, as is a deep understanding of both subjects at the 8th-grade level.
I'm in need of skilled AI data annotators and Reinforcement Learning with Human Feedback (RLHF) contributors for a project involving the annotation of text data from scientific articles. Your tasks will include: - Labeling text content - Identifying entities - Classifying sentiments Ideal candidates should have: - Experience in data annotation, particularly with text - Familiarity with scientific articles - Skills in sentiment analysis and entity recognition Your expertise will help me train a robust AI model.
I'm looking for a talented American English voice artist for my educational YouTube channel. The ideal candidate will have an energetic and enthusiastic tone, able to engage viewers and enhance their learning experience. Key Responsibilities: - Voicing a mix of scripted content and improvised segments. - Delivering lines with an engaging, upbeat energy. - Adapting tone and delivery to fit the content. Skills and Experience: - Previous work voicing educational videos is a plus. - American accent. - Ability to improvise while staying on message. - Energetic and enthusiastic delivery style.
...host more than 15 domains with Dovecot on my Ubuntu server. The authentication should be using passwd and shadow files. Key Responsibilities: - Configure Postfix and Dovecot for multiple domain hosting. - Set up the server for both sending and receiving emails across these domains. Ideal Skills: - Extensive experience with Postfix and Dovecot. - Proficiency in Ubuntu server management. - Knowledge of configuring email services for multiple domains. - Familiarity with using passwd and shadow files for authentication. Please provide examples of similar projects you have completed in your bid. At this stage I am able to login to Dovecot and send emails however postfix recives the emails and changes the domain to that of the machine rather than passing the em...
I'm looking for a professional who can programmatically analyze my .txt data files. The specifics of the analysis will be determined based on the data itself, so flexibility and adaptability are key. Ideal skills and experience for the job include: - Proficient in data analysis languages (Python, R, etc.) - Experience with .txt data files - Ability to perform data cleaning and generate summary statistics - Capable of identifying trends from the data Please note that the specifics of the analysis may vary depending on the content of the data files.
I'm seeking a talented PLC programmer experienced with Allen-Bradley systems. The primary focus of this project is machine control, and the complexity level is moderate - incorporating sequencing and timing. Key Requirements: - Proficiency in Allen-Bradley PLC programming - Experience with machine control processes - Ability to handle moderate complexity with sequencing and timing Ideal Skills: - Machine control programming - Sequencing and timing expertise - Allen-Bradley PLC knowledge and experience
Project Title: Simple WordPress-Based English Learning Website with AI Chatbot Project Description: I am looking for a freelancer to develop a simple WordPress-based website designed to help users learn English through vocabulary and sentence examples. The site should include the following key features: Word and Sentence Library: A collection of words and sentences categorized by topic. Each word and sentence should have an audio pronunciation feature. AI-Powered 24/7 Chatbot: A chatbot that allows users to practice English conversation anytime. It should support both text and voice interactions. Ideally, the chatbot should be powered by ChatGPT API, Dialogflow, or any other suitable AI technology. User-Friendly Interface: Simple and responsive design for mobile and des...
I'm looking for a skilled data scientist and machine learning expert to develop a diabetes prediction model. The primary goal of this model is to facilitate the early detection of diabetes using structured data, such as medical records and lab results. Key Responsibilities: - Utilize structured data to create a high accuracy diabetes prediction model. - Implement and compare various machine learning models, specifically Decision Trees, Neural Networks, and Support Vector Machines. - Ensure the model serves its primary objective of early diabetes detection. Ideal Skills: - Proficiency in machine learning and data analysis. - Prior experience with diabetes or health-related prediction models is a plus. - Excellent understanding of Deci...
...Statistical Tools: GIS, Remote Sensing, and R. The paper should explore how human activities affect ecological networks and how modern tools like GIS, Remote Sensing, and R can help in ecosystem monitoring, conservation, and decision-making. It should include case studies, data-driven analysis, and proper citations to support the research. The ideal candidate should have experience in GIS, Remote Sensing, ArcGIS, ESRI, and R, along with strong research and writing skills. Since I don’t have an open-source dataset, the candidate will need to provide or suggest relevant datasets for the study. The paper should be well-structured and properly referenced. If you have expertise in environmental science, spatial analysis, and technical writing, please apply ...
Project Overview: I am looking for an experience...Data: • I will provide a sample set of medical records for AI training. Ideal Developer Skills: • Strong background in AI, NLP, and machine learning • Experience with healthcare data and medical coding systems (CPT, ICD) • Proficiency in Python and relevant AI/ML frameworks (e.g., TensorFlow, PyTorch, GPT-based models) • Experience in database management and querying • Knowledge of data privacy and compliance standards If you’re interested and have relevant experience, please share: 1. Your previous work related to AI, NLP, or healthcare data 2. Your approach to building this system 3. Estimated timeline and budget Looking forward to working with an expert who can ...
I'm looking for an AI expert with a strong focus on Machine Learning and Natural Language Processing. I need assistance primarily with classification and regression tasks. Ideal candidates should be proficient in: - Machine Learning techniques and algorithms - Natural Language Processing - Neural Computing - Classification and Regression tasks Experience with these fields is essential. Please note that the specific data source for this project has not been determined yet, so flexibility and adaptability are key.
...frequently asked questions, assist with order tracking, and help with account management issues. - Primary Purpose: The chatbot's main goal is to enhance our customer support. It should be able to provide timely and relevant responses to customer inquiries, helping to alleviate the workload on our human support agents. - Platforms: The chatbot will solely be implemented on Respond.io. - Specific Tasks: The bot should be programmed to: - Answer frequently asked questions: These could range from inquiries about our products, services, to shipping and return policies. - Assist with order tracking: It should be able to provide customers with real-time updates on their orders. - Help with account management issues: The bot should be equipped...
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I'm seeking a seasoned PLC Engineer experienced in SCADA systems, with a knack for machine vision and OpenCV, for a long-term project focusing on data monitoring and control within the agriculture industry. The project will entail designing and implementing a machine vision system to assist with: - Monitoring plant health - Inspecting harvest quality - Detecting pests The ideal freelancer for this project should possess: - Extensive experience in industrial automation - Proficiency in SCADA systems and OpenCV - A background or strong understanding of the agriculture industry - Excellent problem-solving skills - Ability to work on long-term projects Your role will be pivotal in enhancing our data monitoring capabilities and automating various processes w...
I'm seeking a proficient coder with experience in dashboard integration, neural networks, APIs, and machine learning. The main goal of the project is to create bots that will automate tasks within our internal systems and assist with trading. Key Project Aspects: - Bot Development: The bots need to be able to execute and monitor trades. This will require a deep understanding of our trading systems and the ability to code bots that can interact with these systems efficiently. - Integration: You will need to integrate these bots with our internal systems, utilizing dashboards and APIs as necessary. - Machine Learning: A portion of this project will involve implementing machine learning and neural networks to improve...
I'm seeking a skilled animator to create 3D animation videos aimed at adults for educational and training purposes. Ideal Skills and Experience: - Proficiency in 3D animation software - Prior experience in creating educational content - Strong understanding of adult learning principles - Ability to create clear, engaging visuals Please note that the type of 3D animation (character animation, product animation, architectural visualization) has not yet been decided, so a flexible approach is necessary. Your creativity and expertise in the field will be highly valuable in shaping the project.
I'm looking for a skilled professional in AI and industrial automation to create a multi-agent system for quality control. The system should be capable of real-time performance monitoring on an assembly line. K...and industrial automation to create a multi-agent system for quality control. The system should be capable of real-time performance monitoring on an assembly line. Key Responsibilities: - Develop a multi-agent system that can manage quality control tasks, specifically real-time performance monitoring. - The system should monitor machine performance metrics in real-time. Ideal Skills and Experience: - Proficiency in AI and industrial automation. - Experience with 3D modelling and simulation in the Gazebo simulator. - Strong understanding of quality control pro...
...curriculum-based homeschooling, blended learning, and Islamic education from grades 1 to 12. The primary image should convey Islamic values and principles and prominently feature students engaging with technology. The ideal freelancer for this project should have a strong background in graphic design and a deep understanding of Islamic education. They should also be able to create images that are visually appealing and align with a modern and sleek style. Please note the specific requirements for the images: 1. One primary image that encapsulates all aspects of our education system 2. One image dedicated to K-12 Online Education 3. One image representing Curriculum-based Homeschooling 4. One image illustrating Blended Learning (incorporating various le...
I'm seeking a Machine Learning specialist to enhance my current architecture and train a custom MultiModal LLM. The model will need to: - Process and understand various types of data, including text, images, audio, and video - Perform text generation based on input Ideal candidates will have: - Extensive experience with machine learning and model training - A deep understanding of MultiModal LLMs - A knack for architectural improvements and optimizations - A strong background in MultiModal text generation Your main responsibilities will include: - Improving my existing model architecture where necessary - Training the model to perform the specified tasks If you have the right skills and experience, I look forward to your bid.
...to create a website along with a comprehensive backend panel designed for education purposes. The panel will allow me to store various types of study content and control access for students based on individual time limits. Key Tasks: - Design and implement a user-friendly website - Develop a backend panel for content storage and access control - Allow storage of text documents, interactive quizzes, and timed test series - Implement a system for individual access time limits for students - Create an interface for student registration via an online form Ideal Skills: - Proficient in web development and backend programming - Experience with designing educational platforms - Knowledge in implementing access control systems The goal is to facilitate a smooth learning ...
We are looking for a skilled Full Stack Developer capable of handling both front-end and back-end development for our website projects. The ideal candidate should have experience in testing functionalities and implementing real-time solutions. Key Responsibilities: Develop and maintain WordPress websites with customized solutions. Work on Learndash integration and customization for e-learning modules. Implement and optimize e-commerce functionalities. Conduct thorough testing to ensure smooth functionality. Handle both front-end and back-end development efficiently. Required Skills & Expertise: WordPress (customization, theme & plugin development) Learndash (LMS setup and customization) E-commerce (WooCommerce or other platforms) Front-end Development (HTML, CSS, Jav...
I'm looking for a professional e-learning developer to create an interactive micro course focused on empathy for medical employees and staff, it will also be for students between the age of 16-29. The course should be delivered through a combination of video lessons, interactive quizzes, and case studies. Key Objectives: - Help participants understand the concept of empathy - Facilitate the building of empathetic skills Ideal Candidate Should Have: - Extensive experience in e-learning content development, particularly for corporate training - Strong understanding of empathy and its relevance in the workplace - Ability to create engaging, interactive content - Expertise in using a variety of delivery formats, including video lessons, interactive quizzes, and case st...
I am offering a lucrative, flexible, work-from-home opportunity. This is a chance to earn a passive income and work towards your dreams with the support of our team. Key Features: - Income earning on a weekly basis - Business opportunity to earn passive income for lifetime - Comprehensive training provided - Team support tailored for your growth - Flexibility in timing Ideal Skills: - Basic understanding of digital marketing - Interest in business management - Open to learning and self-improvement With patience and perseverance, you can turn this opportunity into a successful venture. For more details, please reach out via WhatsApp. Looking forward to helping you succeed!
I'm looking for a skilled AI developer to create a model capable of interpreting architectural plan images. The model should provide detailed diagrams with annotations, specifically indicating all the rooms with its directions. 6 images are attached with number 1 from 6. This explains the process and output Model should take images as input and should be able to identify rooms with direction based on north direction indicator on image. Ideal Skills: - AI and Machine Learning expertise - Image processing capabilities
...vehicles. - Peak-hour fossil fuels usage: We need to find a way to minimize the use of non-renewable energy sources during peak hours. The AI model should prioritize Solar Power as the primary renewable energy source for charging. Ideal skills and experience for this project include: - Expertise in AI and machine learning - Experience in developing pricing models - Knowledge of EV charging infrastructure - Understanding of renewable energy sources, particularly solar power - Familiarity with SaaS platform development The ultimate goal is to commercialize this solution through a SaaS platform targeting charging networks, fleet operators, and policymakers. By doing so, we aim to optimize charging demand, reduce costs, and encourage the use of renewable energy, all ...
...requests, or academic concerns directly with the teacher. Group announcements and reminders can be sent to the whole class. 4. Performance Insights & Leaderboard: A leaderboard displays students with the highest streaks, motivating them to stay consistent. Teachers can generate weekly and monthly reports on student performance. Parents receive notifications about their child's streak progress. 5. Leave Management System: Students or parents can request leave through the app. The class teacher has the right to approve or reject the leave request. If approved, the streak remains unchanged during the leave period. 6. Gamification & Rewards: Students receive badges and rewards for maintaining long streaks. Special recognition is given to students ...
...Intelligence with a focus on Machine Learning. I need a professional resume writer who can optimize my resume to pass ATS checks with a high score. Key Areas of Improvement: - Technical Skills Section: This should highlight my proficiency and experience with relevant AI and Machine Learning tools and technologies. - Work Experience Section: This should effectively showcase my past job roles and how they relate to AI and Machine Learning. - Academic Achievements Section: This should present my academic history in a compelling way to demonstrate my suitability for the program. Ideal Skills and Experience: - Proven expertise in resume writing, particularly for academic applications. - Experience with ATS optimization...
...grandson. He started preschool at age 3, in a bilingual class, and is now in first grade. He is struggling with his ABCs and 123s so we moved him to an all-English class. We need someone who can come out of our home twice a week for 1.0 or 1.5 hrs, twice a week, between the hours of 4:30 pm and 7:30 pm, possibly on Tuesdays and Thursdays but this is flexible. The tutor should have experience, be patient, and be able to explain concepts clearly and engagingly. A high school student, grade 11 or 12 would be fine. Key Responsibilities: - Teach English with a focus on ABCs, 123s, reading comprehension, and writing skills. - Help my grandson progress to a more advanced level. - Make learning fun and interactive to keep my grandson engaged. Ideal Skills and Experience:...
I'm seeking a professional architect or designer who can create detailed diagrams for a preschool construction project. The preschool will feature 8 classrooms and 1 office room within a 90x17 structure. Key Requirements: - Design the exterior of the structure to a moderate level ...adhering to a modern architectural style. - Incorporate a playground into the outdoor area of the preschool. - Provide visual content including pictures of the exterior design and a 3D video walkthrough of the proposed design. Ideal Skills: - Proficiency in architectural design software. - Experience with designing educational facilities. - Ability to create engaging visual content. This project is perfect for someone with a keen eye for modern design and a passion for creating spaces ...
I'm seeking a bespoke talking book designed for primary school children. This engaging audio-visual learning tool should cover all subjects and come with an array of customization options. The aim is to create an interactive and adjustable learning experience for different levels of comprehension and engagement. Key Requirements: - The talking book should be suitable for primary school children and cover a variety of subjects including Math, Language Arts, and Science. - It should include a speaker, microphone, and interactive buttons. - The customization options should allow recording of personal messages, changing of button functions, adjusting of volume and playback speed, and altering of content based on the learner's needs. - It should be designed to e...
I'm looking for an ex...model should: - Integrate computer-based learning with traditional teaching methods - Incorporate the development of an Urdu medium curriculum - Cover subjects like Mathematics, Science, Languages (Urdu, Arabic, English), Pakistan Studies, and Social Studies In addition, I need assistance with creating a Facebook advertisement to find a female home monitor on these kids according to my preferences for these classes. Skills and Experience: - Expertise in curriculum development, especially in Urdu medium - Proficiency in creating engaging computer-based learning modules - Experience in teaching primary school children - Digital marketing skills, particularly in social media advertising - Ability to design a blend of conventional s...
...WordPress (Recommended for ease of management and scalability) b. Security & Performance: CDN Setup with Cloudflare for enhanced speed, security, and global reach. Server Hosting with HTTP/3 or HTTPS support, minimum 100+ PHP processes, and less than millisecond load time. Space and speed optimization with CDN technology. All plugins and themes must be licensed and premium (No nulled or spam plugins). c. Mobile responsive design 2. Design & User Experience: a. Clean and professional design tailored for B2B clientele in the technical field. b. Service-centric layout to highlight: Android/iOS App Development Cloud Computing Digital Marketing Building Management System AIoT Security Machine Learning Business/Data Analytics Embedded Software Har...
I'm looking for a talented 3D animator to create a playful yet humorous dog animation video. This will be used for an advertising campaign. Key Requirements: - High proficiency in 3D animation - Experience in creating engaging and humorous content - Understanding of advertising principles and audience...Requirements: - High proficiency in 3D animation - Experience in creating engaging and humorous content - Understanding of advertising principles and audience engagement Ideal Skills: - Strong portfolio of 3D animations - Previous work in pet-related animations is a plus - Ability to meet deadlines and work within budget constraints To create a 60-minute video on the dog bath in the autowash machine step by step process. Probably a lady pet owner bring her dog for a bath afte...
I'm developing a single-player Action/Adventure game using Unreal Engine and I require assistance with setting up the engine on a cloud server, virtual machine or rental GPU. Ideal Skills and Experience: - Proficient in Unreal Engine - Experience with cloud servers, virtual machines and rental GPUs - Game development experience, particularly in Action/Adventure genre - Knowledge of single-player game development - Familiarity with setting up a development environment on a cloud server
I'm seeking a skilled professional to develop an AI agent capable of automating tasks on my social media accounts. The primary duties of the AI agent would be content creation and posting, along with responding to messages and comments. The platforms involved are Facebook, Instagram, and Twitter, and the AI agent should adhere to a daily posting schedule. Ideal Skills and Experience: - Proficient in AI and machine learning - Experience with social media automation - Understanding of content creation and engagement strategies - Familiarity with Facebook, Instagram, and Twitter APIs - Capable of developing a daily posting schedule
*Project Specification: AR Photo Booth with Prop Selection for PC* *Project Overview:* Develop an Augmented Reality (AR) photo booth application that allows users to select digital props (e.g., hats, glasses) and virtually wear them or interact with them in real-time using a PC. The application will capture a photo of the user with the selected props, providing an engaging and immersive experience. --- *Key Features:* 1. *Real-time AR Experience:* - The application will use the PC's webcam to capture live video feed. - Real-time AR rendering of selected props (e.g., hats, glasses) that users can interact with and overlay onto their image. 2. *Prop Selection:* - Users can choose from a set of pre-designed 2D/3D props displayed in a user-friendl...
? Looking for an experienced AI/ML Developer to build a complete AI-powered real estate lead generation system that predicts distressed properties and ranks motivated sellers. ⏳ Timeline: 8-10 weeks ? Remote OK ? Project Overview: ? Goal: Develop a fully functional AI lead generation tool (NOT a PoC) using machine learning models trained on foreclosure, tax lien, and real estate data. ✅ Scope of Work (MUST-HAVE Features) 1️⃣ AI Lead Scoring & Predictive Model ✅ Train an AI model (XGBoost/Random Forest) to analyze distressed properties based on: * LTV Ratio (Over 90% → No equity, can’t refinance) * Tax Liens (Multiple or unpaid for 6+ months) * Mortgage Delinquencies (30, 60, 90+ days late) * Pre-Foreclosure & Auction Status * Absentee Owner +...
We are seeking a dedicated language teacher based in Vietnam who is fluent in either English or Italian. The ideal candidate will possess strong communication skills and a passion for teaching. You will be responsible for developing lesson plans tailored to various learning levels and ensuring an engaging learning environment for students. If you have a background in education and a knack for inspiring others, we'd love to hear from you!
I'm seeking a skilled Mathematica expert with a deep understanding of NDSolving sets of differential equations. The project target is to determine sets of initial conditions for a system of differential equations modelling the interaction of two electrons that start from a distant point and move to form a bound state. In the Mathematica notebook attached, the interaction of two electrons is modeled with a system of differential equations. In the bookmarks of the Manipulate the initial conditions of several possible interactions are given as examples: 1.- Electron Repulsion: Electrons far apart repel each other [Attached image: ] 2.- Pass Through: Electrons with enough speed pass through each other [Attached image: ] 3.- Paired Electrons: Electrons close enough
...streamlines the real estate documentation workflow. This app must be compatible with both iOS and Android. I have a mock usable UI built Replit using react on a tailwind base and need a developer to bring this project all the way to life. Key Features: - Workflow Automation: The AI should handle document creation, approval, and tracking. - Conversational AI: The core of the app should revolve around a robust conversational AI that can understand natural language. - Multi-Platform Integration: The AI-wrapper should seamlessly integrate with various platforms such as CRM systems, Email services, Cloud storage services, and DocuSign. - Needs to connect with OpenAi or Deep Seek - Text input box for the user to communicate with the LLM for document creation re...
I'm seeking a skilled developer to create an AI business plan generator and proposal...create an AI business plan generator and proposal generator for our web application. The proposal generator should also incorporate validation capabilities. Key Requirements: - The tool should leverage Machine Learning (ML) capabilities. - It should cover the following sections of the business plan: Executive Summary, Market Analysis, Financial Projections, shareholders management, organograms, Capex, production, staffing, - The proposal generator should include: template selection, content suggestions, and formatting tools. Ideal Skills: - Proficiency in Machine Learning (ML) - Experience with natural language processing - Web application development experienc...
I'm seeking an automated recruitment software focused primarily on resume screening. The software should prioritize screening resumes based on the relevance of work experience. Key Features: - An intelligent resume screening algorithm that prioritizes work experience rele...Features: - An intelligent resume screening algorithm that prioritizes work experience relevance - A comprehensive candidate tracking system featuring: * Application status updates * Resume screening * Interview scheduling * Candidate tracking * Automated follow-up emails * Integration with job boards Ideal Skills and Experience: - Expertise in AI and machine learning for developing the resume screening algorithm. - Experience in creating candidate tracking systems. - Familiarity...
I'm in need of an expert in PLS-SEM who can manipulate R for my exploratory factor analysis. The data comes from a survey with less than 10 variables. The ideal freelancer should be proficient in R and have a deep understanding of PLS-SEM. Prior experience with survey data is a plus.
...Analysis, Factor Analysis & Regression for Academic Research Project Overview I am looking for an experienced statistician or data analyst to conduct a series of statistical analyses on a pilot dataset (N=100) using SPSS or R. The analysis will focus on descriptive statistics, cluster analysis, factor analysis, and regression modeling. The dataset is in Danish, but only variable names are affected. The results must be delivered in clear academic English, ready to be used in a research article. The freelancer should also provide well-documented SPSS syntax or R scripts, along with appropriate visualizations. Key Analyses Required 1. Descriptive Analysis Summary statistics for key variables (mean, SD, frequencies, distributions). Graphical visualizations (hist...
I need a photo of a machine edited. The project involves removing the current background and replacing it with a transparent one. The photo will also require some enhancements, specifically sharpening the image. Ideal skills for this project include: - Proficiency in image editing software (like Photoshop) - Experience in background removal - Ability to enhance images through sharpening Please note, there are no specific parts of the machine that need to be highlighted or emphasized, and I don't require any color correction or noise reduction. The task solely focuses on creating a clean, sharp image with a transparent background.
...virtual assistant with proven experience in lead generation on Reddit. Your task will be to engage in relevant subreddits (specifically r/financialindependence, r/personalfinance, and r/investing) using a value-driven approach. Your key responsibilities will include: - Sharing high-quality, informative posts in a friendly tone. - Guiding interested users into private conversations. - Qualifying leads based on two specific criteria: #1 They possess a minimum of $500k in brokerage, retirement accounts, etc. to invest. #2 They express a desire to work with a financial advisor. - Booking 15 qualified appointments on my calendar. Ideal candidates will have strong communication skills, a friendly demeanor, and a knack for lead qualification. Expe...
I need a skilled data scientist or machine learning engineer to train a Convolutional Neural Network (CNN) model on two medical image datasets. The primary objective of this project is to enhance the classification accuracy of the model also Gpu. Key Specifications: - The datasets consist of medical images, so familiarity with image processing and medical data is a plus. - The ideal candidate should have profound knowledge of CNN and deep learning techniques. - Experience in improving classification accuracy on image datasets is crucial. - Previous work with medical image classification will be highly regarded. I am looking for a professional who can effectively leverage the power of CNN to improve the classification of these medical images. Your expert...