Best machine learning books for beginnersproiecte

I'm looking to create a fast-paced, small-scale PvP combat game inspired by Deepwoken, featuring tactical gameplay with dodging, blocking, and parrying mechanics. Set in a compact, atmospheric map with ruins and open spaces, players engage in skillful duels while exploring. Beginners can start in a safe zone to practice before jumping into intense battles. Perfect for players seeking a challenge-driven, action-packed experience! Ideal Skills: - Proficient in Roblox game development - Strong understanding of adventure game characteristics - Experience with real-time action combat systems - Ability to design and implement engaging questing mechanics - Skills in creating balanced and exciting combat scenarios Please note, the main focus of this project is not just to bui...

...and use for profit for my business and that I own the copyrights to all work it creates for my business. Create a platform that replaces actors in live-action footage with CG characters. The system should automate body motion capture, facial animation, and scene integration using open-source or one-time purchase software (no subscriptions). All source code programs and AI's and software programs used to build my software must allow my software to be used for profit and for my business. Key Requirements: 1. Motion Capture from Video: Track actor body movements and facial expressions from video. Using tools that have no subscriptions. 2. Facial Expression Capture: Automate facial animation using for real-time facial tracking. 3. Seamless CG...

...design a children's learning tower made of wood. The design should be in a modern style, incorporating the following features: - **Adjustable height:** The learning tower should be able to grow with the child, providing a versatile learning and playing tool. - **Foldable design:** The tower should be easy to store when not in use, making it perfect for homes with limited space. - **Safety rails:** Given that this is a product for children, safety is of utmost importance. The design should include sturdy and reliable safety rails to keep the child secure. - **Attractive look:** The tower should incorporate subtle animal or floral design to be appealing to young children. The ideal freelancer for this project should have a strong background...

...and blue sky balance the vibrancy, creating a harmonious composition. Art Style: The illustration uses soft, hand-drawn lines and shading, suitable for children's books, educational material, or holiday-themed products. Symbolism: Joy and Togetherness: The playful activities and collaboration in building a snowman convey themes of friendship and teamwork. Seasonal Fun: The scene encapsulates the essence of winter holidays and outdoor recreation. Applications: Ideal for holiday greeting cards, winter-themed children's books, or educational posters. Could be used in promotional materials for winter festivals or family-friendly events. Suitable for merchandise like puzzles, calendars, or seasonal decor. Ideal Skills: - Graphic Design - ...

Search Engine Build a search engine that can be started with docker compose and run a few services - Meilisearch as the database and search engine with AI embedding - Use infinity as the embedding api - Nextjs Web UI for searching and admin screen - Scheduler/scraper for gathering data (scrapy with python) - Nginx web server The scheduler/scrapper will be given a list of websites to routing gather from. These websites are primarily - Online books, both text and pdf - Online videos- YouTube channels (need to search transcripts, api can be used) - Online recordings (need to search transcripts) - Bibles (ESV, NASB, KJV, Louis Second, Darby etc) The data would be loaded into meilisearch and routinely refreshed if data is older than a certain age and

I have a list of 17,000 products, and I need to connect to an AI that can find similar products from this list whenever I query a specific product. The AI should also help me with calculating an average weight for these similar products. Ideal Skills and Experience: - Proficiency in AI and machine learning - Experience with API integration - Knowledge of data processing and analysis Product Data: - The product list contains only text descriptions in both English and Spanish - No images are included

I am a beginner looking for an online course to help me learn CATIA software. The course should cover basic operations and interface, as well as part design and sketching. - Software Installation: I need assistance with installing CATIA v20 on my PC through AnyDesk. - Course Content: The course should be tailored to my beginner level, with clear explanations and demonstrations of the software's functions. - General Learning: I am not sure yet what specific project I will be using CATIA for, so the course should be comprehensive enough to cover general learning. Skills & Experience: - Expert knowledge of CATIA software - Experience in teaching/CATIA training - Proficient in remote desktop assistance (AnyDesk) - Excellent communication skills...

I'm looking for an illustrator who can create hand-drawn sketches and realistic digital illustrations for a children's book. The illustrations need to be engaging and suitable for young readers. Ideal Skills and Experience: - Proficiency in creating hand-drawn sketches - Skill in producing realistic digital illustrations - Experience in illustrating for children's books - Ability to create engaging, age-appropriate illustrations - Strong understanding of the needs of a young audience

I'm seeking a machine learning expert to help me tackle class imbalance in my numerical data using SMOTE (Synthetic Minority Over-sampling Technique). The primary goal of this project is to improve the performance of my model. Ideal Skills and Experience: - Proficiency in machine learning techniques, particularly in handling class imbalance. - Extensive experience with numerical data. - Familiarity with SMOTE and other over-sampling techniques. - Strong statistical analysis skills to evaluate model performance pre and post intervention.

Project Description: We are designing a Learning Management System (LMS) using Python, the Flask framework, and a MySQL database. To improve efficiency and save time, we need your collaboration on certain parts of the project. Current Project Priorities: Booking System Design: This is one of the key components of the LMS that must be carefully and efficiently designed and implemented. Profile Section: Improving and completing various user profile sections is also a priority and requires special attention. Requirements: Proficiency in programming with Python and the Flask framework Familiarity with MySQL databases and the ability to work with data Ability to work as part of a team and coordinate with other project members Experience in designing learning management s...

I'm seeking a writer to craft an essay on the integration of Yin Yoga and fascia health, with a strong emphasis on...writer to craft an essay on the integration of Yin Yoga and fascia health, with a strong emphasis on the physical health benefits of Yin Yoga. The essay should be grounded in scientific research and include references from peer-reviewed journals, books by experts, and articles from reputable websites. Ideal Skills and Experience: - Extensive understanding of Yin Yoga and fascia - Proven academic writing experience - Ability to interpret and synthesize scientific literature - Experience referencing and citing peer-reviewed journals, expert books, and reputable articles - Strong focus on physical health improvements in writing - Ability to write engaging a...

I'm seeking an experienced professional to develop a Reinforcement Learning (RL) based Nonlinear Model Predictive Control (NMPC) system for 3D trajectory tracking by an Autonomous Underwater Vehicle (AUV). Key Responsibilities: - Implement an RL (PPO) system that receives reference and actual trajectories, alongside any necessary data. This system will produce refined reference trajectories, with penalties applied for differences and smoothness. - Integrate the refined reference trajectories into an NMPC to generate the required torque/force signal. Requirements: - Proficiency in Python is essential as this will be the primary programming language for the project. - Extensive experience in developing RL based control systems, particularly within the conte...

I'm looking for a logo for our innovative, premium home dishwasher machine, the King Dishwasher. This machine stands out with its modern design, digital UI, and AI features. The logo should reflect its unique, delightful, and high-end appeal. Ideal Skills and Experience: - Graphic Design - Logo Design - Brand Development Ultimately, I'm open to your creative input for the design, so if you have your own suggestions or ideas, I would love to hear them.

** THIS IS NOT AN ARCHITECTURAL APPLICATION ** I'm seeking a training expert to deliver CMM (Coordinate Measuring Machine) training aimed at boosting our team's technical software skills. The ultimate goal of this initiative is to enhance our overall productivity. Ideal Candidate: - MUST be specific to Keyence XM series CMMs and software - Fluent in English and/or Spanish speaking - Extensive experience in delivering online/remote CMM training - Proven track record in improving technical skills - Ability to tailor training to specific software usage - Keyence specific only - candidate must have relevant experience in daily use of Keyence software and hardware (XM series portable handheld CMMs) - Strong focus on productivity enhancement

I'm in need of a talented illustrator for a children's book. The specific illustration style, age group and color palette have not been determined yet, so I am open to suggestions. Ideal Skills: - Proven experience in illustrating children's books - Strong portfolio showcasing diverse illustration styles - Ability to adapt to different themes and concepts What I Need: - An illustrator who can help me finalize the style and color palette for the book - High-quality, engaging illustrations that will resonate with children - A professional who can work collaboratively and meet deadlines

heoretical Model for an AI Traffic Congestion App 1. Problem Definition Objective: Provide real-time traffic updates, predict congestion, and suggest optimal routes using AI. Target Platform: Android-based embedded systems and smartphones. 2. Components of the System Data Collection Source: Sensors (embedded in vehicles or roads), GPS data, crowd-sourced user reports, public transport APIs. Tools: IoT devices, APIs like Google Maps or OpenStreetMap, and Android-based vehicle systems. Data Storage Cloud Storage: For scalability and real-time access. Local Cache: For offline capabilities. Tools: Firebase, AWS, or SQLite for local data. Data Processing Preprocessing: Cleaning, normalizing, and...

I'm seeking an experienced Web developer to design a bespoke Learning Management System (LMS) website for me. The design style should be classic and professional. The LMS will need to incorporate the following features: - Course management: Ability to create, manage and track courses - User progress tracking: Monitor learners' advancement through the courses - Certification issuance: Automatically provide certificates upon course completion - Quizzes: Incorporate assessments at various stages of the course - Leaderboard: Foster competition and engagement among users - SQL playbook: Use SQL for data handling and storage Ideal candidates should have: - Strong understanding of LMS development - Proficiency in SQL - Excellent design skills to deliver a classi...

I'm in need of a machine learning model that can transform audio by transferring voice styles, similar to the one found at Key Requirements: - This model will primarily be used for podcast production, so it needs to be able to adapt the input audio to match the style of the reference audio. - The specific style to be mimicked is that of the reference audio, so the model must be capable of intricate and nuanced transformations. Ideal Skills and Experience: - Proficiency in machine learning, specifically in audio processing and transformation models. - Prior experience with voice style transfer and/or podcast production is highly preferred. - A deep understanding of the intricacies of voice modulation and audio engineering

...running FoxElk, a new Google Ads agency focused on the Indian market. I am looking for enthusiastic college students who are interested in learning Google Ads and content creation while earning part-time income. This is a fantastic opportunity to work closely with me and gain hands-on experience in digital marketing. If you’re passionate about advertising and eager to build your skills, this role is for you! Responsibilities: Learn and Assist with Google Ads: Help with setting up and managing Google Ads campaigns. Research keywords and optimize campaign performance. Monitor and analyze campaign results. Content Creation Support: Write engaging ad copy tailored to the Indian market. Share creative ideas for ad visuals and messaging. Training and Gro...

...commodity prices, currency valuations, and cryptocurrency movements. The rationale behind employing machine learning (ML) techniques for this endeavor stems from the challenge presented by the extensive number of potential predictors. Traditional statistical methods may fall short in efficiently managing and extracting insights from such a diverse and voluminous dataset due to limitations explained in the notes. Scope of the Project Participants are granted the autonomy to select the specific financial metric they wish to predict. The project mandates the application of both shallow and deep learning techniques, as discussed in our coursework, and more complex models such as Neural Networks. For the implementation of these methods, students are encour...

I'm looking for a comprehensive virtual horse racing betting exchange platform. This platform should enable users to place bets on virtual horse races with real-time updates. Key Features: - Users should be able to place bets on the platform. - The system should provide real-time updates for the races. Ideal Skills and Experience: - Prior experience in developing betting exchanges or simulation games is highly desirable. - Proficiency in creating systems with real-time data updates. - Understanding of horse racing, although not mandatory, would be a plus. Program Draft: Multiple Virtual Horse Racing Exchange Platform Objective --------- To create a platform that simulates betting activity with virtual users on , integrated with Betfair for data analytics. Co...

I am in search of a professional proofreader with a keen eye for detail to review my manuscript. The ideal candidate will have experience proofreading various types of manuscripts, including academic papers, fiction and non-fiction books. Please note: Specific areas of focus may include, but are not limited to, grammar and punctuation, flow and coherence, as well as formatting consistency. I am open to suggestions for further areas of improvement. Manuscript details: - Length: The manuscript is currently under 50,000 words. - Type: The manuscript type has not been specified yet. Skills and experience necessary for this job include: - Previous proofreading experience in the manuscript genre - Exceptional grammar and punctuation skills - Strong understanding ...

...improvements, including better performance, AI-driven features, and a revamped user interface (UI) and user experience (UX). This project will also involve complete design, development, and quality assurance (QA) to ensure the final product meets the highest standards. Scope of Work: AI Integration: Design and implement AI-driven features for better property recommendations, advanced search filters, and predictive analytics. Utilize machine learning algorithms to enhance property matching based on user preferences and browsing history. UI/UX Improvements: Redesign the user interface to offer a modern, visually appealing look and improve overall aesthetics. Enhance the user experience by improving navigation, accessibility, and responsiveness across both iOS and ...

I'm experiencing a compatibility issue with VMWare Workstation when trying to run a macOS VM. The VM in question is running macOS version V14 or V15. I need assistance in resolving this issue so that the VM can run smoothly. The problem seems top be with the unlocker not properly being able to ...Workstation when trying to run a macOS VM. The VM in question is running macOS version V14 or V15. I need assistance in resolving this issue so that the VM can run smoothly. The problem seems top be with the unlocker not properly being able to patch a Windows server host or a Win 11 Host. Ideal skills and experience for this job: - Proficiency in VMWare Workstation - Extensive knowledge of macOS - Troubleshooting skills for compatibility issues - Experience with virtual mach...

I'm seeking a talented illustrator to create illustrations for a children's story book based on the avatars of Lord Vishnu. The project requires over 21+ full-page illustrations. Ideal Candidates: - Proficient in creating engaging illustrations for children to bring to life the stories. - Experience in illustrating children's books. - Understanding and keen interest of cultural elements, specifically related to Lord Vishnu will be a bonus. Skills: - Strong illustration skills. - Creativity and attention to detail. - Ability to meet deadlines and work collaboratively. -Basic knowledge of Hindu Scriptures will be appre

Feasibility Study Template for Natural Diamond Growing Lab/Factory 1. Executive Summary • Overview of the project’s goals and objectives. • High-level findings and recommendations (to be filled after the study). ________________________________________ 2. Market Analysis • Global and local demand for jewelry-grade natural diamonds. • Demand for industrial black diamonds in construction, oil, and gas industries. • Competitor analysis and potential market entry strategies. Key Questions: • What are the trends in consumer preferences for jewelry diamonds in Saudi Arabia and the GCC? • How significant is the demand for industrial black diamonds from Saudi industries? • What are the barriers to market entry for...

As a novice in Google Ads, I'm seeking a seasoned expert to provide one-on-one tutoring. My primary focus areas include: - Setting up campaigns - Writing ad copy - Analyzing performance The ideal freelancer for this job would be someone with deep knowledge and practical experience in Google Ads, can effectively instruct and guide a beginner, and can provide personalized lessons tailored to my learning pace and style.

I need a skilled professional who can help measure the dimensions of a machine tool using laser sensors in a laboratory environment. Key Requirements: - Measure Length, Width, and Height of the machine tool - Use of laser sensors for precision measurements The ideal candidate should be experienced with measuring tools and laser sensors, and able to provide accurate and reliable measurements.

I'm in need of a mobile application tailored for my English classes and discussions. The app's primary function will be to provide a platform for English conversation practice and to host various learning modules focusing on grammar and vocabulary. There is an app acefluency I want to get an app like this. Key Features: - The app should provide text-based content, audio lessons, and interactive exercises for delivering the grammar and vocabulary lessons. - It should also include scheduling and reminders for class timings and assignments. Ideal Skills: - Proficiency in mobile application development. - Previous experience in creating educational apps is a plus. - Understanding of English language teaching methodologies will be beneficial.

I'm seeking a talented illustrator who can create over 20 simple and minimalistic line art designs of wild animals suitable for a coloring book. The style should be clean and uncomplicated, making it easy for colorists of all ages to enjoy. Ideal Skills and Experience: - Proven experience in illustration, particularly line art - Ability to create simple and minimalistic designs - Familiarity with animal anatomy and characteristics - Experience designing for coloring books - Ability to deliver over 20 unique designs

I'm seeking a professional to create a detailed 2D floor plan for my new plant and machine placement. The map should include: - Specific zones of the plant layout - Locations of various machines This project requires the application of industry-specific standards in the design process. Hence, a deep understanding and experience in factory planning and adherence to industry norms is essential. Please, include relevant past projects in your proposal.

low budget, good for beginners, total project cost 20$. Can re use existing templates if available. I'm in need of a quiz app hosted free (eg MS Teams, Excel, GSheet or any other). The requirements are as follows: - User Roles: The site should cater to Admins, Quiz Takers, and Quiz Creators. The admin will have full control, while quiz takers and creators will have their respective functionalities. - Database: I prefer the database to be hosted for free like MS Teams (I have paid version of Teams) or use GSheets , or other) - Design: The overall design should be keeping the focus on functionality and ease of use. Should have all basic functionalities -100's of users taking multiple attempts -100s' of quizz questions. - login using google. - Progress...

I'm looking for a seasoned professional with extensive experience in customizing and integrating Zoho Books. The primary focus will be on creating customised workflow and splitting permissions employee level wise . Ideal Skills: - Proven experience with Zoho Books - Expertise in creating custom reports and dashboards - Strong understanding of sales and expense reporting Please include examples of your previous work with Zoho Books in your bid.

I’m hosting a non-guaranteed contest to find a talented designer for a series of 10 meme-worthy social media profile pictures. The challenge is to transform the original burger image (attached) into hilarious and engaging designs of a wise old man, ancient god, or mystical wizard, perfect for social media. Creativity and originality are key! NO AI GENERATED IMAGES WILL BE CONSIDERED. What I’m Looking For: Cut and edited designs using the original burger image (attached) as the core element. Unique, high-quality square-format images. The burger must be transformed into mystical or wise characters, such as: A wizard with glowing staffs, robes, or spell books. An ancient god with cosmic effects or divine imagery. A wise old man, embodying age, wisdom...

I'm seeking a skilled app developer to create an engaging e-learning application in Arabic. The app should be compatible with both iOS and Android platforms. Key Features: - The app should primarily deliver e-learning courses. - It must include interactive quizzes to assess and enhance the learners' understanding and retention of the course material. Ideal Candidates: - Proficient in app development for both iOS and Android. - Experience in creating educational apps is highly preferred. - Should have knowledge or experience in Arabic language app development. - Skills in integrating interactive features such as quizzes in an app.

I'm seeking an experienced network professional for mixed (static and dynamic) IP configuration for my Windows PCs. Each machine needs a unique IP address. This task can be performed remotely. Especialista en poder configurar varios equipos con salga a internet con IP diferente .

I'm seeking a skilled trainer for live virtual classes, focusing on advanced report creation using Oracle BI Publisher. The sessions are for absolute beginners, so the training must be clear, engaging, and able to simplify complex concepts. Key Requirements: - Extensive experience with Oracle BI Publisher - Proven training skills, especially for beginners - Ability to conduct live, interactive virtual sessions - Expertise in advanced report creation

I'm seeking an expert in e-learning development to help me create an interactive online course. Key Features: - The course will be interactive, with a strong focus on quizzes and assessments to engage learners and assess their understanding. - The specific platform for course delivery has not yet been decided, so experience with a range of e-learning platforms is a plus. Ideal Skills: - Expertise in instructional design and e-learning development - Proficiency in creating engaging and interactive course content - Familiarity with various e-learning platforms - Experience in developing quizzes and assessments Your bid should reflect your experience and your proposed approach to this project.

I'm looking for a creative illustrator and children's activity book expert to help design a 40-page Radiology-themed coloring and activity book for kids aged 6-12. This book will be published on KDP, so the design needs to be high quality and suitable for print. Key components of the book include: - An introduction to Radiology with simple definitions of key terms - Eight pages of coloring pictures featuring a child undergoing various Radiology exams, such as x-rays, CT scans, MRIs, and ultrasounds, as well as doctors and patients - A 'Body Parts and Organs' section with connect-the-dots activities for major organs - A 'Fun Activities' section, with a focus on word search puzzles, as well as mazes and dot-to-dot activities - A co...

...focus on educating employees about key global standards and best practices in Environmental, Health, and Safety (EHS), specifically designed to meet the unique requirements and challenges of aviation operations. Key Deliverables: Engaging Video Content: Professional videos explaining core EHS concepts. Content relevant to aviation safety, environmental compliance, and workplace health standards. Supporting Written Materials: Manuals or guides summarizing the key points from the videos. Infographics or charts highlighting critical information. Interactive Learning Options: Quizzes or assessments to test understanding (optional). Language and Accessibility: All content should be in clear, professional English, easily understandable for a diverse workforce. Targe...

Descripción del Puesto Buscamos un desarrollador VB.NET senior con experiencia en Machine Learning para integrar funcionalidades de IA en nuestro sistema CRM/ERP existente. El proyecto principal consiste en el desarrollo e implementación de un chat interno inteligente para consultas multimodulares. Requisitos Imprescindibles Nativo hispanohablante Experiencia demostrable en desarrollo con VB.NET Conocimientos sólidos en y sus implementaciones Experiencia en desarrollo y mantenimiento de bases de datos SQL Server y MySQL Capacidad para integrar soluciones de Machine Learning en aplicaciones empresariales Experiencia en desarrollo de sistemas CRM/ERP

...understand and mimic each client’s voice. Since this is my first time using AI technologies for content generation, I would appreciate guidance and suggestions from an experienced developer on how best to build this tool. Scope of Work: Client-Specific Model Customization: Develop a system where users can select a client (e.g., Client A, Client B, etc.), and the tool will adjust its writing style, tone, and vocabulary based on client-specific parameters stored in a database. Database for Client Parameters: Create a robust database to store and manage client-specific data, including writing preferences, tone, style, keywords, etc. Machine Learning for Style Adaptation: Implement machine learning techniques that allow the to...

I'm seeking a professional Arabic language teacher to help adults achieve reading and writing proficiency at an advanced level. The lessons should be designed to challenge students and push their skills to the l...Arabic language teacher to help adults achieve reading and writing proficiency at an advanced level. The lessons should be designed to challenge students and push their skills to the limit. Ideal Skills and Experience: - Proven experience in teaching Arabic, particularly to adults. - Ability to design and deliver advanced level lessons focused on reading and writing. - Understanding of adult learning principles and ability to engage this demographic. - You will speak with us the Arabic language, the first level, letters, words, and letters in Arabic with highly qual...

I'm looking for an expert in AI and machine learning, specifically in automating Customer Service and Support tasks. The primary goal is to develop a system that automates screenshot verifications. Ideal Skills and Experience: - Extensive experience in AI and Machine Learning - Proficient in backend development - Prior work in developing AI systems for customer service - Strong understanding of automation processes - Capable of designing systems for screenshot verification The successful freelancer will help streamline our customer service process, greatly improving efficiency and response times.

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I am currently developing an innovative mobile application that helps readers discover new books. I am looking for a creative videographer/editor to produce a professional video that will present my application on my website. The style and quality I’m looking for are similar to the video featured on the website (see reference video: ). What I Expect: - A dynamic and modern video with smooth animations and transitions. - Approximately 30 seconds in duration. - Delivered in MP4 format, optimized for the web. - No soundtrack required. Required Skills: - Experience in video editing and motion design. - Ability to propose creative ideas and adapt to my needs. - Adherence

I'm looking for a developer to create an AI-based multilingual dictionary (Progressive Web App (PWA). The primary function of this dictionary is to facilitate the translation of words across different languages simultaneously and allowing for comparison between them Key requirements: - The dictionary should support English, French Spanish and Japanese - It should include a pronunciation feature for the translated words. Ideal skills and experience: - Proficient in AI and machine learning. - Prior experience in developing language-based applications. - Fluent in English, French, and Spanish.)

I'm looking for a professional and experienced UI/UX designer to create 5-6 Figma files for my website landing page. The design style should be modern and sleek, fitting for a Security Awareness Platform (SaaS). Key Requirements: - Craft Figma designs that include illustrations of specific functionalities: Reporting and analytics, Human Risk Score, Dynamic User learning path, Phishing Landing, Leaderboard, and Success on Phishing reporting. - Use images similar to the dashboard and calendar pictures found here: Ideal Skills and Experience: - Proficiency in Figma with a strong portfolio of modern and sleek designs. - Previous experience designing for SaaS platforms, preferably in the security sector. - Ability to visually communicate complex funct...

I'm seeking a dynamic Social Media Marketer to manage our accounts on Facebook, Twitter, and Instagram. You'll be creating a variety of content, i...creating a variety of content, including blog posts, videos, and infographics, to be posted daily. Your role will also encompass: - Responding to messages and engaging with our audience on these platforms. - Supporting our customer service chat. - Actively promoting our websites across the internet. Given the range of niches we operate in, from education to healthcare, flexibility and a quick learning ability are essential. While prior experience is preferred, I am open to considering newcomers to the field. Proficiency in English is a must, as is an existing Reddit account. When you message me, please include a link to ...

I'm in need of a creative freelancer who can design a 20-30 page coloring book aimed at adults, with a horse theme. Simple design like "Cozy Coloring books" but for a new sort of coloring book more suitable for color testing and color swatches. Ideal skills for this project include: - Graphic design - Understanding of adult coloring book trends - Experience with creating themed content Please provide samples of relevant work.