Deep learning medical image processing jobs

I require a skilled computer vision and OpenCV expert who can write code to convert side view or ellipse-type still images into perfect circular images. Ideal skills include: - Proficiency in OpenCV and computer vision techniques - Experience with image processing and transformation - Ability to consistently produce high-quality, precise images

I'm looking to set up a Shopify store for my luxury chandelier business. The store needs to be visually appealing and user-friendly, with a custom logo and professional design. I want someone who understand and is able to set up marketing & sales: 1. Email marketing tools, abandoned cart recovery system, product recommendation engine, etc. 2. Secure payment processing solutions like stripe, PayPal Key Requirements: 1. Optimized Shopify Theme 2. Custom Logo 3. Professional Clean Design 4. Custom Banners / Images 5. Custom Coding To Improve User Experience 6. 4 Content Page Templates 7. 20 Test Products Uploaded 8. Mobile Responsive Design 9. Expert App Installation 10. Site Map Creation & Submission 11. Google Shopping Data Feed Creation 12. Analytics With Conversio...

...to design and implement an interactive dashboard to analyze key customer metrics, including average rate of return, churn rate, churn reasons, customer account age, customer distribution by ID and region, cancellation details, and data outliers. The dashboard should incorporate various data visualizations and allow users to filter insights dynamically. 2. Scope of Work 2.1 Data Integration & Processing Connect and integrate customer data from multiple sources (CRM, databases, CSV files, etc.). Ensure data accuracy, consistency, and completeness. Handle data transformation, cleaning, and aggregation as necessary. 2.2 Dashboard Requirements The Tableau dashboard must include the following key metrics and insights: Average Rate of Return: Calculate and visualize the return ra...

...very fast at computers to help with classical music administration for an online music conservatory and international music festival. The ideal candidate needs to have at least a little classical music or artistic background and is willing to pitch in on whatever task is needed, has a “no job too small” attitude and is detail-oriented, organized and a strong communicator. This is an email processing position, which can be combined with answering calls from clients. It includes data entry. Other possible tasks can include proof-reading, data entry, and other misc. tasks. There is a possibility for this position to expand to other tasks besides those listed depending on the skill level of the candidate. I need someone who is reliable and available, and who types 65 w...

I'm seeking a talented animator to create a series of 2D animated learning videos aimed at children aged 6-8. The videos should cover various aspects of Language Arts in a fun and engaging way. Key Requirements: - Proficient in 2D animation - Experience working on children's content, particularly educational material - Understanding of Language Arts curriculum for 6-8 year olds - Ability to create engaging, age-appropriate animations The ideal candidate will have a portfolio showcasing previous work in 2D animation and children's content. I look forward to working with you to create some exciting learning materials.

...Features Development: Implement a Resume Builder allowing users to input data and generate AI-powered resumes in real-time. Develop a Cover Letter Generator that customizes letters based on job descriptions. Set up a Job Recommendations System using keyword matching and user profiles. Integration: Integrate OpenAI’s GPT API (or similar) to power AI-driven functionalities. Incorporate payment processing for premium features (e.g., Stripe or PayPal). Testing and Deployment: Conduct thorough testing to ensure the platform is bug-free and user-friendly. Deploy the MVP to a hosting platform, ensuring scalability and performance. Deliverables Fully functional no-code MVP with the following: User Dashboard Resume Builder Cover Letter Generator Job Recommendations Sy...

I'm seeking a professional to assist me with both configuring a new AWS environment from scratch and hosting a web application on it. The web application is built using Flask and Python, with SQLite as the database....environment from scratch and hosting a web application on it. The web application is built using Flask and Python, with SQLite as the database. Key Responsibilities: - Setting up a new, optimized AWS environment - Hosting a Flask/Python/SQLite web application - Implementing and overseeing machine learning services, specifically for model training and evaluation Ideal Skills and Experience: - Extensive experience with AWS - Proficiency in Flask, Python, and SQLite - Expertise in machine learning processes - Previous experience in setting up and hosting we...

I'm in need of a professional voice-over artist to narrate a corporate video for a Fortune 500 company. The video is approximately 5 minutes long, and the ideal candidate will have: - A calm and soothing voice, with exceptional enunciation and delivery. - Previous experience in corporate narration or e-learning. - Access to top-notch recording equipment for crystal-clear audio. The project has a deadline of two weeks from assignment. The target audience for this video will be business executives and employees. The narration will be accompanied by subtle instrumental background music. No specific industry jargon will need to be emphasized, general language will suffice. Please include a demo reel of similar work with your application.

I need a graphic designer to customize my product images for my Etsy shop. The specific task involves customizing the text on the images. It will require a keen eye for detail and a good understanding of branding and design principles. Ideal skills and experience: - Proficiency in graphic design software (like Adobe Photoshop, Illustrator, etc.) - Previous experience with product image customization for e-commerce platforms, especially Etsy - Strong understanding of design principles and branding - Excellent attention to detail - Good communication skills for understanding my requirements and incorporating feedback.

I'm looking to set up a Shopify store for my luxury chandelier business. The store needs to be visually appealing and user-friendly, with a custom logo and professional design. I want someone who understand and is able to set up marketing & sales: 1. Email marketing tools, abandoned cart recovery system, product recommendation engine, etc. 2. Secure payment processing solutions like stripe, PayPal Key Requirements: 1. Optimized Shopify Theme 2. Custom Logo 3. Professional Clean Design 4. Custom Banners / Images 5. Custom Coding To Improve User Experience 6. 4 Content Page Templates 7. 20 Test Products Uploaded 8. Mobile Responsive Design 9. Expert App Installation 10. Site Map Creation & Submission 11. Google Shopping Data Feed Creation 12. Analytics With Conversio...

...these technologies. Ideal candidates or teams should demonstrate expertise in aviation industry processes and ERP development. Key Requirements: - Proven experience with GoLang and NextJS. - Familiarity with aviation industry standards and workflows (e.g., parts inventory, MRO, logistics). - Solution must include core ERP features such as: - Inventory and parts management. - Order processing and RFQ workflows. - User-friendly interfaces for administrators and customers. - Ability to integrate with our existing infrastructure with minimal changes. Deliverables: - Provide a demo or overview of your existing ERP solution. - Outline required changes (if any) for compatibility with [](). - Final delivery of an integrated

...have API support for compatibility with other systems and services. This requires a professional with strong understanding and experience in API development and integration. - Payment Processing: Secure and efficient payment processing is vital for this platform. The ideal candidate should have experience with integrating reliable and secure payment gateways. The perfect freelancer for this project should have: - Proficiency in full-stack development with proven experience in creating similar platforms. - Strong knowledge and experience in API integration. - Expertise in incorporating secure payment processing systems. - Experience in implementing user account management features. I am looking for a dedicated and skilled professional who can deliver a high-quality...

I'm seeking an instructional designer, who isnexperienced in business trainings for corporates to help me in designing engaging games that can be implemented in strategic mamagement workshop. The worksh...business trainings for corporates to help me in designing engaging games that can be implemented in strategic mamagement workshop. The workshop will be implemented over 3 days, and the audience are experienced business professionals . The ideas i seek must be: - Implemented in Groups - Using basic tools (cards, paper, color pencils, sticky notes) or cardboard games..etc - Promote experential learning Your proposal should: 1. Showcase previous relevant experience 2. Showcase clear ideas for each phase of strategic planning (Analysis, Formulation, Implementation, and Evaluati...

I'm seeking assistance to create two similar but distinct 3D STL files for a 3D printer. The design is a basic spherical shape, measuring approximately 7 inches by 3 inches and 4 inches deep. Details: - The surface of the 3D models should be smooth, without any texture or engraved patterns. - The primary use of these 3D printed models will be as functional mechanical parts, so precision and functionality are crucial. - These models do not need to fit or interact with any other parts or components. Ideal skills for this project include 3D modeling and design, with experience in creating functional mechanical parts. Proficiency with STL file generation and a keen attention to detail are key for ensuring the models are suitable for 3D printing.

I'm looking for a skilled web developer with a strong background in E-commerce website creation. The ideal candidate should be proficient in the latest web technologies, have an eye for design, and a deep understanding of user experience principles. Experience with SEO and mobile optimization is a plus.

I have a hotel resort in Lebanon that I am renovating and need to create a feasibility analysis and financial model to make revenue forecasts based on the investment made. **Must have experience in the Hotel and F&B industries to have the correct financial models and ensure we make the right assumptions. Key Focus Areas: - R...would be someone with extensive experience in the hotel and F&B industries, particularly in feasibility analysis and financial modelling. They should have access to and be able to utilize competitor benchmarks effectively. Previously working on hotel renovation projects is an added advantage. The freelancer should also be proficient in making accurate predictions based on various factors and have a deep understanding of the hospitality industry...

I'm looking for an experienced developer to add an image mapping and image cropping feature to my existing project. Key Requirements: - The image cropping feature should support JPEG file formats. - The image mapping feature will need to be developed to allow for interactive pop-ups. Ideal Skills: - Proficiency in image processing and handling. - Prior experience with integrating interactive elements into image mapping. - Knowledge of working with JPEG file formats. Please note that the choice of tools or libraries for image processing in the existing project is currently undecided. Therefore, a flexible approach and expertise in a variety of image processing tools will be beneficial.

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...agents explore and maximize the platform’s features. - **Troubleshooting:** Provide expert-level support to resolve agent queries. - **Sales Strategy:** Adapt your approach to overcome objections and motivate agents to see the platform's value. **Who You Are:** - **A Closer:** Proven track record of converting leads into sales (preferably in real estate or SaaS). - **Real Estate-Savvy:** Deep knowledge of real estate, especially in Costa del Sol or Costa Blanca. - **Bilingual:** Fluent in **English and Spanish**, with a natural or native-level accent in English. - **Tech-Savvy:** Quick to learn new software and tools. - **Confident Communicator:** Strong, persuasive, and professional phone presence. - **Self-Starter:** Independent, goal-driven, and h...

I'm in need of a tool that can take engine sound ramps (from idle to redline) and extract constant RPM sounds into looped samples. Key Requirements: - Input: RAW WAV engine sound ramps - Output: Separate files for each RPM, specifically every 500 RPM intervals Ideal Skills: - Experience with audio processing and sound engineering - Proficiency in software development for audio tools - Familiarity with engine sound characteristics and requirements for RPM sound extraction. example:

I'm seeking a skilled designer to create a unique line of medical scrubs. The specifics of the style, materials, and features are open to your expert input, as I'm yet to define these aspects. Key Responsibilities: - Design innovative and practical medical scrubs - Suggest suitable materials, potentially including Cotton, Polyester, and Spandex blend - Incorporate features such as pockets, stretch fabric, and moisture-wicking capabilities Ideal Skills and Experience: - Proven experience in apparel design, particularly in medical or workwear - Strong knowledge of fabric properties and garment functionality - Creative and modern design approach - Excellent understanding of the need for comfort, durability, and practicality in medical wear I'm lo...

I'm looking for a logo that combines the depth and richness of vintage design with a dash of bold, deep colors. The logo should incorporate both coffee-related and racing elements, reflecting the unique theme of 'Parc Fermé Coffi'. Ideal Skills and Experience: - Proficient in vintage design - Strong understanding of bold, deep color schemes - Experience in incorporating specific imagery into logos - Ability to creatively blend coffee and racing elements - High proficiency in modern design software - Excellent portfolio of previous logo designs The final logo should embody a vintage style, utilizing a color palette of bold, deep colors. It should also seamlessly incorporate coffee-related imagery and racing elements.

I need a proficient manager for my Walmart store, utilizing the Walmart Seller Center platform. Key Responsibilities: - Product Listing & Updates: You will be responsible for listing products and ensuring they are up-to-date. - Inventory Management: Maintaining optimal inventory levels is crucial. - Order Processing & Fulfillment: You will handle the processing of orders and their fulfillment. Product Categories: You will be selling various types of products. I trust your expertise in selecting items that are in high demand and sell well. Ideal Skills & Experience: - Proficiency in Walmart Seller Center is a must. - Experience in eCommerce store management. - Skills in product research and selection. - Competence in inventory management and order fulfillment....

I have a photo of a candle and need someone to create a photoshop mockup so that I can use photoshop to insert candle designs, and list the finished product in my online store.

I'm seeking an expert in securing medical billing and coding contracts for my company. The target facilities include hospitals, private clinics, and diagnostic centers interested in outsourcing their needs. Key Responsibilities: - Secure contracts focusing on both medical billing and coding services - Target a variety of facilities such as hospitals, private clinics, and diagnostic centers - Include a variety of coding specialties: inpatient, outpatient, and emergency room Ideal Skills and Experience: - Strong background in medical billing and coding - Proven track record of securing contracts in the medical field - Excellent networking skills with healthcare facilities - Knowledge of various coding specialties If you have the skills and experience requi...

I'm looking for a web-based AI personal biography maker app. The app should feature auto-generation of pers...should feature auto-generation of personal biographies and allow for customization of various sections. Key Features: - Auto-generation of biographies: The app should utilize AI to create personal biographies based on user input. - Customization of biography sections: Users should be able to modify and personalize different parts of their biography. Ideal Skills: - Proficiency in AI and machine learning - Web development skills - Experience with creating user-friendly, minimalist interfaces - Knowledge in implementing customization features in apps A successful project will result in a simple, easy-to-use web application that can generate and personalize biographie...

Looking for a professor Hello everybody, I am looking for people who speak English fluently for my online website for learning english. We have classes on discord and on ZOOM, everything a professor need to do is to speak with people about anything .(no boring lessons like "present perfect", "past simple"...) Salary 25-30 euro/ per adult person and 15-20 euro/ per a child

...employee after completing the order. • The employee rating is displayed in the system for administrators. 7. Complaint management • Complaint submission form by users (with a description of the problem). • Linking a complaint to a specific order and employee. • Complaint processing status. 8. User personal account • Viewing order history. • Managing personal data. • Ability to edit current orders. 9. Administrative panel (Backend) • Employee management (adding, editing, deleting). • Monitoring orders and income. • Processing user complaints. • Managing reviews. 10. Notifications • Push notifications about the order status (confirmed, in progress, completed). • Notifications for employees about new orders....

I'm looking for a professional to edit my product images. The editing will involve color correction and retouching. Specific Tasks: - Color Correction: This includes adjusting brightness and contrast as well as changing color tones. - Retouching: Enhancing details or features in my product images. Ideal Candidate: A skilled photo editor with experience in product image editing. Proficiency in color correction and retouching is a must. Please provide examples of your previous work in your proposal.

DropGuard: Engineering Student Retention Analysis Project Overview: Our project, DropGuard, focuses on analyzing the retention or dropout rates of engineering students in India. Using machine learning (ML), we aim to predict whether a student will continue their education or drop out based on various factors specific to the Indian context. We have an ML model trained on Google Colab for this purpose. While we prefer using our trained model, we are open to the development or integration of a new model that fits our requirements. Project Requirements: We need a comprehensive and interactive website with the following key features: 1]Student Retention Analysis: Predict the retention or dropout status for individual students using the ML model. Provide detailed insights into each pr...

As an SEO expert, your primary task will be to ensure all our web pages are indexed properly. Key...duplicate content issues. - Optimize our site structure for better ranking and faster indexing. - Establish a robust backlink strategy targeting the UAE market and the Abaya fashion industry specifically. Ideal Candidate: - You have demonstrated experience boosting rankings for fashion/Abaya brands in particular. - You come equipped with a portfolio showcasing your previous SEO successes. - You have a deep understanding of Technical SEO and can skillfully handle tasks such as optimizing robots.txt. - You have strong contacts and experience with UAE-based backlinks. Please only apply if you can confidently deliver high-quality results. We look forward to working with you to elevate ...

I'm in need of a Pro Tools Ultimate expert who can assist with troubleshooting and support. The issues are primarily with software installation and setup, audio playback and recording, and plugin compatibility. Ideal skills and experience for the job: - Deep understanding and experience with Pro Tools Ultimate - Skilled in troubleshooting software installation issues - Proficient in diagnosing audio playback and recording problems - Experienced in resolving plugin compatibility issues - Excellent communication skills for explaining solutions out I need help with figuring out why Protools keeps deleting my recorded files inside the session every time I go to open up my sessions, and potentially help with cleaning and organizing my Mac

I am looking for a seasoned FBA consultant. - Deep understanding of FBA requirement and shipment preparation from A2Z USA amazon Please send me your offer

I'm in need of a seasoned professional who can establish a brand new forum focused on travel, specifically catering to business travellers. Your task will be to implement effective strategies to get it off the ground and attract the target au...off the ground and attract the target audience. Your response must include the word "lollipop" to demonstrate that you have read this job description thoroughly. Key Responsibilities: - Develop a forum with a focus on adventure travel - Implement strategies for user acquisition and engagement Ideal Skills and Experience: - Proven track record of creating and launching successful online forums - Deep understanding and passion for adventure travel - Excellent communication and marketing skills - Ability to demonstrate serious ...

I need expert help with my iOS food ordering app. The app is integrated with Stripe for payment processing and Firebase for backend services. Currently, I'm facing some issues with the app, primarily bugs that need to be fixed. Ideal Skills: - iOS App Development - Bug Fixing Experience - Familiarity with Stripe Integration - Proficient in Firebase - Strong Understanding of Food Ordering Apps - swift - stripe -firebase

I have a few images that need some simple edits. This is a small, quick job. The job entails: - Adding text to the images Ideal skills and experience for the job: - Proficiency in image editing software (e.g., Adobe Photoshop, GIMP, etc.) - Attention to detail - Fast turnaround time

I'm looking for a professional web developer to create a tuition website primarily aimed at conducting online group tutoring sessions. Key Features: - The website should facilitate interactive group sessions. - Incorporate an Interactive Whiteboard for collaborative learning. - Screen sharing capabilities for tutors and students. - Ability to record sessions for future reference. - Interactive tests to assess understanding and engagement. Ideal Skills: - Proficient in web development with a strong portfolio. - Prior experience in building educational or tutoring websites. - Knowledgeable in integrating interactive tools and features. - Ability to ensure the website is user-friendly and accessible. I look forward to your proposals.

...to detect proximity. Upon detecting someone, it should instruct a Raspberry Pi 4 B to trigger a 1st servo motor (Towerpro MG995) to open and close the dustbin lid. Weight Detection: A Force sensitive Sensor will check if garbage is present and notify the Raspberry Pi for further operations. Image Capture and Processing: A webcam (Kreo Owl Full HD 1080P 60 FPS) will capture an image of the garbage. 3 Lilypad LED will glow to illuminate the garbage. The captured image will be analyzed by a machine learning model to classify the type of waste. Waste Segregation: Based on the classification, the Raspberry Pi will instruct a stepper motor (NEMA17 PR42HS40-1204AF) to rotate the upper section of the dustbin, positioning the garbage above the correct category&...

...developer/researcher in deep learning, outlier detection, and large language models (LLMs) to assist with enhancing a codebase from an article. The article focuses on Deep Learning for Outlier Detection on Tabular and Image Data, and I’d like to integrate LLMs into the existing approach to expand its capabilities. Project Scope: Review the provided article and its accompanying code. Understand the existing deep learning methods used for outlier detection on tabular and image data. Enhance the code by integrating features leveraging LLMs. Potential directions could include: Using LLMs to detect outliers by analyzing context within textual metadata. Creating a natural language interface for explaining anomalies detected in ta...

I need a skilled app developer to create an engaging and interactive language learning application, primarily focused on delivering interactive lessons. Key Requirements: - Development for iOS and Android platforms - Incorporation of API for additional functionalities and future upgrades Skills and Experience: - Proven track record in interactive app development - Expertise in iOS and Android app development - Prior experience with language learning apps is a plus - Proficiency in API integration

...that integrates trading concepts such as TP and SL. - Construct a staking platform that allows users to stake NFTs and receive high rewards via our native token (TPSL), while also offering flexibility in staking periods. - Design and implement an intuitive and seamless NFT marketplace that includes auction and bidding features, as well as social elements like likes and comments. Skills Required: - Deep understanding and proficiency in blockchain technologies, particularly Ethereum. - Expertise in smart contract development and familiarity with NFT standards such as ERC-721 and ERC-1155. - Full-stack experience, specifically with front-end and back-end blockchain integration. - Collaborative spirit, with the ability to work alongside designers to create a user-friendly interface....

I'm seeking a developer to implement a single image upload functionality to my portfolio website. The upload option will be used for the addition of new images to the site. Ideal Skills: - Proficient in web development - Experienced with portfolio website enhancements - Skilled in implementing image upload features

I'm seeking a professional to craft a comprehensive business plan for a 5,000 square feet special education learning center. The center will accommodate ten classrooms for up to 120 students with diverse special needs. Key Focus: - The primary aim of our learning center is academic improvement. Therefore, the business plan should articulate how the center will facilitate this goal. - The center will cater to a wide age range, from early childhood (3-5 years) to teenagers (12-18 years). The plan should reflect an understanding of the unique needs and learning styles of these different age groups. The freelancer should have strong skills in market analysis, operational planning, and marketing strategy. Experience in the education sector, particularly in special ed...

...develop an AI-powered tutoring platform that offers personalized learning experiences. The app will allow users to upload homework assignments, interact with an AI tutor, and engage in unique educational activities, such as debating with historical figures. Core Features: Homework Upload: Users can upload documents or enter questions to get step-by-step solutions. AI Tutor: The platform will use AI to provide personalized explanations tailored to the user’s learning style (e.g., auditory, visual, or kinesthetic). Historical Figure Interaction: Simulate conversations or debates with AI-driven personalities like Einstein, Socrates, or Harriet Tubman. Custom Learning Preferences: Users can select their preferred learning style, and the app adapts ...

I need someone to manually enter data from around 700-800 photos of receipts into Google Sheets. Most of these receipts contain a maximum of 10 rows. Requirements: - Extract EAN codes, prices and receipt numbers from the images. - Some photos may be duplicates. - Man...into Google Sheets. Most of these receipts contain a maximum of 10 rows. Requirements: - Extract EAN codes, prices and receipt numbers from the images. - Some photos may be duplicates. - Manual work ONLY Ideal Skills: - Attention to detail is crucial to ensure all data is accurately captured. - Experience with data entry and Google Sheets is preferred. - Familiarity with handling and processing image data is a plus dilligence I would like the final data set to be delivered in a neatly organized Google...

I'm looking for an experienced ecommerce developer to create a comprehensive online platform for my diagnostics lab. The website should cater to a wide range of services, including standard medical tests, specialized diagnostic packages, and home visit services. Key Features: - User Account Creation and Login: The site should allow users to create personal accounts to track their tests and bookings. - Online Payment Gateway: A secure and efficient online payment system is a must. - Appointment Scheduling System: The site should have a reliable system for scheduling appointments for tests. Ideal Skills and Experience: - Prior experience in developing ecommerce websites, particularly in the healthcare sector, will be highly regarded. - Proficiency in integrating secure payment ...

...seeking a professional with extensive WordPress and LMS development experience to create a dynamic learning platform for academic courses. This site should cater primarily to students and administrators, with the potential for future user role expansion to include instructors. Key Requirements: - The LMS will need to incorporate a variety of key features, including: - Comprehensive quiz and assessment tools - Course tracking capabilities to monitor student progress and engagement - A certification system for course completion and competence verification Ideal Skills and Experience: - Proven track record in WordPress and LMS development - Experience in creating academic-focused e-learning platforms - Proficiency in implementing interactive and assessment tools - Kno...

I am seeking a curriculum developer with expertise in early childhood education to create a general education curriculum for pre-primary learners. Key Responsibilities: ...seeking a curriculum developer with expertise in early childhood education to create a general education curriculum for pre-primary learners. Key Responsibilities: - Develop a comprehensive general education curriculum aimed at pre-primary learners. - Incorporate play-based learning methodologies throughout the curriculum. Ideal Skills and Experience: - Proven experience as a curriculum developer, particularly for pre-primary or early childhood education. - Deep understanding and experience with play-based learning methodologies. - Excellent communication skills to present the curriculum in a cl...

Python and Visual Studio Code Data Processing Data Entry Web Scraping Data Mining The project involves creating a script to mine text data . Key Responsibilities: - Develop a text mining script that can efficiently extract and process data from various fields in the database. - The script should be able to handle large volumes of data and return results in a timely manner. Ideal Skills: - Proficiency in SQL and data mining techniques. - Experience with developing scripts for database text extraction. - Ability to work with large datasets.

I'm seeking a video editor for my motivation and self-development channel. The primary goal of the videos is to teach...teach self-development techniques. This involves editing voice-over slideshows in a compelling manner to keep viewers engaged and coming back for more. Key Requirements: - Experience in editing voice-over slideshows - Ability to create engaging, educational content - Prior experience in the motivation and self-development niche is a plus - Understanding of pacing, sound, and visuals to enhance learning Voice-Over: We'll be using a female voice for the channel. Ideal Skills and Experience: - Proficiency with video editing software - Strong understanding of the self-development genre - Creative thinking to present content in an engaging way - Excellent...