Python machine learning by example pdf jobs

...script already written in Python. It does the following tasks - Automated Content Posting: I need an automation system that will take care of content posting. This will be in various formats including text, images, and videos. - Data Extraction: The second task involves extracting data from different Facebook groups. The data to be captured includes; links, emails in both posts and comments, images, videos, and other details like links in comments. Frequency of Extraction: - The data extraction process is not fixed to any specific time frame; it should run on-demand, according to our needs. Ideal Skills: - Strong knowledge of Puppeteer - Experience with Facebook API - Proven track record in automation - Solid experience in data extraction. Please make your bid by ...

I'm looking for a skilled Microsoft Office professional who can create informative intermediate-level tutorials for me. These should cover Excel, Word, Outlook, Microsoft Teams, One Note, and PDF Xchange. I am seeking someone who can: - Explain the basics functions and features of each application - Demonstrate specific task executions within each application - Breakdown troubleshooting and problem-solving methods Ideal candidates will have significant experience with each software and the ability to convey complex information in an easy-to-follow manner. Please apply if you are confident in producing high-quality, in-depth Microsoft Office tutorials.

I have a data processing script crafted in NodeJs that requires conversion to Python. The main reason for the conversion is to speed up the application process and optimize the use of space and resources. The complexity level of the script is medium. The finalized script should be command line only, no need for an interactive interface. Ideal Skills: - Solid understanding of both NodeJs and Python languages - Experience in converting scripts between different languages - Familiarity with command line operations - Background in data processing scripts - Ability to optimize scripts for resource usage and speed

I need a proficient freelancer who can help me analyze my application logs to detect any potential security breaches. Key Requirements: - The primary task is to ...proficient freelancer who can help me analyze my application logs to detect any potential security breaches. Key Requirements: - The primary task is to identify any signs of security breaches within the IOS logs. - I prefer to receive the analysis report in a PDF format. Ideal Skills and Experience: - Expertise in log analysis, particularly with application logs, is a must. - A solid background in IT security and experience with identifying security threats in log data. - Ability to present the findings in a clear and understandable manner in a PDF report. Your work will be pivotal in ensuring the security o...

I'm seeking a proficient Python developer with experience in FastAPI to assist in integrating it into my ongoing project. Understanding and experience with web API frameworks is essential. Key Deliverables: - Integration of FastAPI into current Python project - Set up and configuration as per best practices - Practical demonstration of FastAPI performance capabilities Ideal Skills: - Proficiency in Python programming - In-depth knowledge and experience in FastAPI - Understanding of web API frameworks - Strong problem-solving skills Note: While I did not provide specifics on implementing FastAPI features such as authentication, data validation or database integrations, the freelancer should be well-versed in these areas as they might be needed during the cour...

The work consists of a guitar transcription of the following video . Respecting the key and all fingerings the same as the video. It will be delivered the tuxguitar file and the tablature in pdf.

I need a minimal flutter example app for android. The app must scan Bluetooth Ibeacons. I do not need a complete UI, simply a button to start scan and another to stop scan. The information obtained from beacons can be showed in a textbox. The monitoring of beacons mut be "Ranging" (each transmition of beacon must be received and showed) Is very important the scan continue in background. When the app is minimized or out of focus, the app must launch a foreground service (or the foregrounn service can be allways active on all the life of app) when te foreground service is running, a permanent notification must be showed (android policy to allow foreground service). The app must request all permitions required to user on start. When the app is minimized, and the foreground...

I am in need of a skilled developer to create a trading bot for Pump.Fun. This bot should primar...create a trading bot for Pump.Fun. This bot should primarily focus on new tokens showing potential. These tokens should be bought and sold based on certain conditions. Key Requirements: - Implementing trend following strategy to spot new tokens with promising aspects. - Making buying and selling decisions based on price movement. Ideal Skills and Experiences: - Proficiency in bot development in Python - Understanding of cryptocurrency trading - Knowledge of price movement strategies in trading - Experience in implementing trading strategies into trading bots Please only bid if you meet the skill requirements and have a solid understanding of the trading strategy we are planning to ...

...Description: 【Teaching Method】 Online Teaching Platform 【Equipment Needed】PC/laptop, headset and webcam 【Working Hours】 You can plot your own time slots 【Class Type】 1-1 / 1-many 【Class Length】30/40 minutes 【Teaching Material】Provided by Company 【Job Qualifications】Bachelor education degree or diploma The ideal candidate will be responsible for: - Providing regular classes, doubt-solving sessions, and masterclasses. - Preparing Daily Assignments, Tests, class notes, and Teaching Materials. - Building effective relationships with students and parents. - Designing a Learning Improvement Strategy to enhance students' performance. Key Requirements: - Experienced in tutoring in Math, Science, and English. - Proficient in teaching middle school (6-8) and high school (9-1...

I require a video editor with strong skills in creating micro-learning videos and converting Spanish language content to English. Your tasks include: - Condense 3 to 20minute (13 to 15 full lenght videos) video into 5 to 20 micro-learning videos . - Each micro- video must be less than 2 minute long - Add subtitles to each micro video - Convert Spanish spoken-word into English voiceovers To be successful in this role, you must have: - Extensive experience in video editing and short-form content creation - Excellent translation skills, specifically from Spanish to English - Knowledge of micro-learning principles is a plus. 1 days timeline . The following is a sample video () Do edit the sample video and send to me to prove that you understand

...can quickly adjust and manipulate a PDF file. Key Requirements: - Object Removal: The file needs to have specific objects removed professionally while maintaining image quality. - Object Manipulation: Additionally, I require some objects within the PDF to be edited or manipulated as per my instructions. Ideal Candidate: - Proficient with Photoshop: A strong track record of similar work in Photoshop is essential. - Attention to Detail: The ability to seamlessly remove and manipulate objects without impacting the overall quality of the image is crucial. - Time Management: The urgency of this project means the candidate should be able to work efficiently without compromising on the quality of the edits. Please note that the final file format should be PDF. If you c...

I'm looking for a skilled Raspberry Pi programmer to create a program focused on data logging. Key Requirements: - Develop a program that can log data efficiently on a Raspberry Pi - The program should be able to integrate with various sensors - The primary goal is to replicate an existing Raspberry Pi setup Ideal Skills: - Proficiency in Raspberry Pi programming - Experience with Python, as the primary programming language for the project - Previous projects with data logging and sensor integration - Strong problem-solving skills and attention to detail

...aspects of thesis writing in Data Engineering and Machine Learning. Key areas where assistance is required: - Expertise in research methodology to help shape the foundation of my thesis and guide me effectively to carry out my research. - Skilled in literature reviews for significant studies in the field, ensuring a comprehensive and well-rounded foundation for my work. - Proficiency in data collection and analysis for gaining, organizing, and interpreting vital information, contributing to my comprehensive understanding of the topic. Additionally, I need hands-on support in data engineering, so expertise in this field is highly desired. An understanding of Google clouds will also be beneficial, given the nature of my project. For Machine Learning, an in-...

I'm in need of a comprehensive research paper that delves deeply into the realm of technology. The paper should be an in-depth analysis, ideally with the inclusion of case studies to bolster the points being made. A paper contains: Absract-Introduction-Physical problems (goemetry+equations+boundary conditions)-Methedology (experimental or numerical)-Results and discussion-conclusion-references. They are the differents sections of each research paper. Key Points: - The paper should explore various facets of technology, including its impact on society, different industries, and potential future trends. - It should be well-researched and offer a thoughtful, critical perspective. - The use of statistical analysis software is crucial - so experience with such tools is a major plus. Id...

I'm in need of a creative and talented book cover designer for my non-fiction book in the realm of spiritual motivation with an Islamic touch. The chosen freelancer...the design. - Experience in designing non-fiction book covers, preferably in the spiritual, motivational genre. - Ability to communicate effectively and frequently about project progress. Skills that will serve beneficial: - Creativity and originality in design. - Proficiency in graphic design software. - Strong understanding of color theory and visual effects. - Attention to detail. - jpg, pdf, png other format editable file sharing. - Job should be done within 03 days With the right partnership, this might turn into a series of similar design projects. I'm looking forward to seeing your proposals and pr...

... Hello - PLEASE READ CONTEST DETAILS before you work on a logo and submit it. I have a client that owns a small business painting company that wants a new logo. It will be a horizontal logo with a mascot on the left and company name (ADG Painting Services) on the right on two lines. The mascot and 2 lines of text should be the same height. The logo should be 3 times wider than tall. For example, a 3000 dpi wide x 1000 tall is the right ratio. The client wants the two main colors to be royal blue and fire engine red, with orange and/or green to accent the logo. As this logo will be used digitally, print, and embroidery, the client wants a maximum of 4-5 colors. Embroidered logos get changed if too many colors are used. My client does not currently have a mascot and do...

1 Problem Statement and Datasets In this assignment, you will implement Vector Based Models to rank academic research papers. Refer to the code and dataset that can be downloaded from the zip file here. The code is written and tested in Python 3.10. The dataset consists of 8K research papers (or documents) and 100 queries downloaded from Semantic Scholar 1 . The zip file consists of: 1. file 2. file 3. 4. s2 folder with: (a) s2/s2 : All (8K) research papers in the corpus. Each research paper has 3 fields. i. docno: A unique document id for each research paper ii. title: Title of the research paper iii. paperAbstract: Abstract of the research paper A single paper entry looks like: { "docno": "6e4eddf4d6671c37537bb5d1c9623353b62e8531", "title": [ "...

I am working on a research project. I need more efficiency of the model that is already trained.

I am learning and facing an issue when creating a PWA: 1. I want the app to work as PWA, currently doesn't show "install app" on the browser 2. I want the app to work offline %100 3. npm run dev shows 2 warnings, I would like to fix: Warning 1: ⚠ Invalid options detected: ⚠ Unrecognized key(s) in object: '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23' Warning 2: ⚠ InjectManifest has been called multiple times, perhaps due to running w...

I am looking for a python script which can take input song lyrics and convert it into video You can use any third party API to achieve it i just need the script to convert song lyrics to video

I'm in need of a professional who can assist in reading a CT scan and delivering a comprehensive written report in PDF format. The primary task includes: - Reading the CT scan primarily focusing on digestive organs and colon - Spotting any abnormalities that may show in the scan - Providing measurements of relevant structures in the report Ideally, the freelancer should be a health professional with significant experience in radiology, specifically in tumor detection, bone fracture detection, and organ segmentation. Familiarity with medical coding will be a plus. This requires an ability to deliver high-quality, accurate work under tight deadlines. Health professionals with proven experience in CT scan reading or radiology experts are preferred. Please provide any relevant ce...

I am working on a research project. I need more efficiency of the model that is already trained.

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...characters are handled properly in Laravel. 6. Enable clicking anywhere on the contact data table to open the view of that particular contact in Laravel. 7. Remove the display of the last date from the top of the contact view in Laravel. 8. Adjust calendar functionality to match design specifications in Laravel. 9. Ensure tasks are displayed on the task list page in Laravel. 10. Add task filter options by status on the task page in Laravel. 11. Change the title on the quote page from "Invoice" to "Add Quote" in Laravel. 12. Fix the functionality of discounts on the quote creation page in Laravel. 13. Resolve date picker issues on the edit job page in Laravel. 14. Remove the category type filter from the Job listing page in Laravel. 15. Ensure that all necessar...

I'm in need of a professional who can create a 3D Convolutional Neural Network (CNN) model diagram for a brain tumor classification project. I will share file. This will be based on my approach using 3D CNN and Transfer Learning for Brain Tumor Classification.

...online learning management system. The platform is intended to be used as an online home schooling platform for delivering GCSE and A Levels to students. Key Features Needed: - Live Video Lessons: The system should be able to deliver live video lessons to students. - Online Lessons: In addition to live video sessions, the system should facilitate pre-recorded online lessons. - Student Progress Tracking: A crucial component of the system is its ability to track and display student progress. This helps the students and teachers in understanding the performance and improvement areas. User Interface Design: - The envisioned user interface design should be 'Colorful and vibrant'. This is important as it would be used by students, and a visually engaging design can ...

I need a visual representation of the system architec...system architecture for my .ipynb file. This will be based on my approach using 3D CNN and Transfer Learning for Brain Tumor Classification. The main purpose of this diagram is to provide an overview of the system architecture, similar to how it is in research papers. It should be clear, detailed and well-annotated to help me understand the flow of data and the various components involved in the process. Key Requirements: - The diagram should be in PNG format. - Include detailed annotations to help me understand the components, their interactions and the flow of data in the system. - Proven experience in creating architecture diagrams, especially in the context of machine learning or deep learning projec...

...syncing. - Utilize machine learning to categorize bank transactions accurately, providing reliable financial insights. - Ability to reconcile bank transactions, ensuring the accuracy of financial records. - The system should send detailed financial reports via email, keeping stakeholders informed. - Additionally, the script should be able to handle amortization schedules and other related uploads. - A feature for journal entries based on additional uploaded information, like amortization schedules, is needed. User Interface: - A user-friendly and intuitive interface is essential for this project. The system should be easy to understand and navigate for users with different levels of technical knowledge. Ideal Skills and Experience: - Extensive experience with AI and m...

I am learning and facing an issue when creating a PWA: 1. I want the app to work as PWA, currently doesn't show "install app" on the browser 2. I want the app to work offline %100 3. npm run dev shows 2 warnings, I would like to fix: Warning 1: ⚠ Invalid options detected: ⚠ Unrecognized key(s) in object: '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23' Warning 2: ⚠ InjectManifest has been called multiple times, perhaps due to running w...

...am seeking a proficient developer, an expert well-qualified in the use of chatgpt, to implement an onsite search interface on an existing platform. Basically this would be like a chatgpt interface like their app within our site page so users can type questions etc. While there's no predefined programming language for this project, a strong knowledge of popular programming languages such as Python, JavaScript, or C# could be needed. I might not have specified a design style for the search interface or any additional features, but an ability to create a user-friendly interface will be an asset. Skills and Experience: - Strong background in using chatgpt. - A good understanding of implementing onsite search interfaces. - Proficient in popular programming languages. - Exp...

I'm in need of a skilled FlutterFlow developer to create a web application that can generate PDF reports from documents stored in Firestore. Key Requirements: - Platform: FlutterFlow inside an already existing app. - PDF Customization: The reports need to have a moderate level of customization with specific layouts. - Generation Frequency: The reports should be generated within the app on-demand by the user. Skills and Experience: - Proficiency in integrating Firestore as a database for document retrieval. - Prior experience in creating PDF generators from specific document layouts. - Understanding of user-triggered, on-demand report generation. - Knowledge of building Custom Functions or Actions within FlutterFlow. - Ability to advise on the best imple...

I am in need of an ...LLM. The primary functionality of this application will be to assist users in coding with intelligent code suggestions, aiming at an advanced Python level. Key Responsibilities: - Developing the application using Python, C++, SQL, and React. - Concentrating on providing intelligent code suggestions as a core feature. - Ensuring the application's capability to handle advanced level Python coding. - Create proper documentation of the code and features introduced. Ideal Skills and Experience: - Proficiency in Python, C++, SQL, and React. - Previous experience in developing intelligent coding or suggestion systems. - Deep understanding of machine learning concepts and their applications. - Familiarity with application devel...

I need a versatile programmer who can work with Python, C or any other programming language to develop a system for identifying Distributed Denial of Service (DDoS) attacks with the help of machine learning algorithms. Skills and Experience: - Extensive experience in Python, C, or similar programming languages - Knowledge of Machine Learning algorithms - Experience in network security would be beneficial - Proven track record in detecting cyber threats in a small network environment. Your success will be judged by your ability to create a reliable, data-driven system capable of efficiently detecting DDoS attacks in a small-scale network.

I'm looking for a Python developer who can help me debug my code. The project involves: - Debugging logic errors: The Python code has some underlying logic errors that are causing the program to behave unexpectedly. I need someone who can identify the root cause of these issues and provide solutions. The ideal candidate should have: - Proficiency in Python: You should be well-versed in Python programming, with a strong understanding of Python syntax. - Experience with debugging: Previous experience in debugging Python code, particularly with logic errors, would be advantageous. - Problem-solving skills: You should be able to think critically and logically to identify the issues in the code and propose effective solutions. Please note that...

I'm looking to create a radio-based educational project aimed at an adult audience. The primary means of conveying the educational information will be through written guides. Ideal Candidate: - Proficiency in radio broadcasting and production. - Experience in educational content creation. - Understanding of adult learning and effective communication. The project entails creating engaging and informative radio content that is tailored to an adult audience. The content will primarily consist of well-crafted written guides, designed to educate and inform. It is crucial that the content is clear, concise and delivered in an engaging manner to ensure the message is effectively communicated.

...programs mentioned (ngPost, Nyuu, NewsUP, SabNZBd) -download functions like the program "sabNZBd" -for Windows (With a proper installation routine and as an .exe file!!) -Python -NNTP (Network News Transfer Protocol) -modern GUI and a nice logo :) -source code, commenting on the source code properly ! -expandable ! -API usage -work with rss feeds -Periodic check if files still complete -option for hidden autostart -The program is supposed to download a certain sort of links like url use with an browser or pdf with an pdf viewer -rar/7zip support -multipar support () -automate posts by scanning folder(s) -auto delete files/folders once posted -full obfuscation of the Article Header -support several servers -Header check -Schedule posting -create back...

...mind that changes can still be made during the testing phase ! I am looking for a talented web developer to launch a Usenet search engine website. This is a unique opportunity for someone with hands-on experience in building secure, efficient and user-friendly search platforms. Here's a snapshot of what's on my wish list: Skills and experience: - Knowledge of HTML (as stated, but ideally also Python, JavaScript or PHP). - In-depth knowledge of NNTP (Network News Transfer Protocol) - Good track record of creating well-documented, bug-free code - Ability to implement basic security measures to protect user data Project specifics: - Search engine is already functional, only improvements and a few customizations will be needed - Changes and adjustments are needed in the ...

I have a face recognition system. Giving me openvino error after pip installation. Need error resolution immediately

I am in need of a specialist to handle the migration of our current Learning Management System (LMS), Cornerstone, to another organization's Cornerstone LMS platform. Your responsibilities will include: - Transferring all current user accounts - Transferring all existing course materials - Migrating assessments and quizzes Ideal Skills: - Proficient in both Cornerstone LMS platforms - Completed similar migrations in the past - Knowledge of LMS user management, course design, and quiz/assessment setup - Attention to detail ensuring no data loss during transfer This migration project requires a nuanced understanding of the Cornerstone LMS, an eye for detail, and confidence in both data handling and transferring to minimize any disruptions. Please feel free to bid if you h...

...recovery. You can use Firebase Authentication or other authentication services. User Profiles: Allow users to create and edit their profiles. Include features like uploading profile pictures, adding bio information, and setting preferences. Matching Algorithm: Develop a matching algorithm to suggest potential matches based on user preferences, location, interests, etc. You may consider using machine learning algorithms or predefined rules. Geolocation: Integrate geolocation services to find and display nearby users. This feature is crucial for matching users based on location. Swipe Gestures: Implement swipe gestures for users to indicate interest or pass on potential matches. This feature is central to the user experience in dating apps like Bumble. Chatting Functionality...

I'm looking for an expert in cybersecurity and deep learning who can assist me in writing my thesis. The project will involve conducting research on the intersection of these fields, which will require a strong academic writing background. Ideal candidate's skills and experience should include: - Proficiency in cybersecurity and deep learning - Strong academic research and writing skills - Ability to synthesize complex information - Experience in writing technical reports, research papers etc. The final output I expect is a comprehensive thesis that showcases a deep understanding of both cybersecurity and deep learning.

...RAG or build a comparable solution with the same features, capable of managing hundreds of thousands of PDFs to empower the chatbot's knowledge base • Translation: Create a translation page using ChatGPT 4.5 API for premium members, similar to Google Translate Stage Three: • Search AI: Customize the Perplexica interface to align with our design and integrate it into the existing framework • Upload PDF: Allow premium users to upload up to 15 MB or 2-3 PDFs into chats • System Prompt: Allow system prompt input like Ollama UI does • Admin Panel Final: 1. Add a button to gift a 1-month subscription when editing user info 2. Access chat histories when editing user details 3. Provide daily, weekly, monthly, and total token usage statistics for both 3.5 and...

I'm on the lookout for a proficient Python developer with expertise in the FastAPI framework to create an API for a small scale project with few users and limited data. Here’s what’s needed: - Comprehensive Database integration: Ensure seamless integration with a non-relational database, specifically MongoDB. - Execute CRUD operations: The API should be capable of executing functions like Create, Read, Update, and Delete within the database. Ideal Skills and Experience: - Proven experience with Python and FastAPI framework. - Experience working with non-relational databases, particularly MongoDB. - Knowledge of CRUD operations and API development. This would be a fantastic fit for someone looking to utilise their skills to drive a small yet critical proje...

I'm in need of a skilled Photoshop designer who can handle a variety of tasks while working primarily with PDF files. The project involves: - Photo retouching - Image editing - Graphic design Objectively, your task will be focused on editing a PDF file. The ideal candidate should have: - Extensive experience in Photoshop and PDF file manipulation. - Proven skills in photo retouching, image editing, and graphic design. - The ability to work punctually and meet deadlines. In your proposal, please share a brief summary of your experience and include examples of your previous Photoshop work focused on PDF editing.

...the versatility to adapt to different websites' structures and frameworks. In terms of data structure, the scraped data should be organized and stored in a Google Sheets according to categories. This approach allows for a more coherent and systematic pattern for data analysis and representation. The ideal professional for this task should possess: - Proficiency in web scrapping - Expertise in Python or other relevant programming language - Experience with Google Sheets and database creation - High attention to detail - Demonstrable ability to classify and categorize data. The goal of this project is to track changes over time, based on the data scrapped. This requires a design that will facilitate easy updates and quick overview of changes. Hence, knowledge and experi...

I'm looking for a seasoned Python developer capable of performing rigorous data analysis on financial data. I have a python code, I'm not a programmer and the code has issues i would like a z*o*o**m where I can explain to you what the code is supposed to do and you fix it. its not a very long or complicated code for a programmer (I presume), the code is related to data analysis (Stock Data) it takes its data from an excel sheet that I have. Specific requirements include: - Proficient in Python with a strong background in data analysis libraries. - Extensive experience working with financial data. - Ability to generate predictive models as an output from data analysis. - Strong grasp of forecasting and projection methods, with a knack for generating accur...

...Proficiently prepare tax returns on time, making sure all deductions and exemptions are rightfully claimed. - Conduct a detailed financial statement analysis, extracting insights on our performance and helping to guide our future financial strategies. I currently use Tally prime ERP as my accounting software. So, experience with this tool is a plus, although not essential as long as you're adaptable to learning new platforms efficiently. You'll be working with 1-3 years of financial data. Thus, I need someone with a solid track record in this area. Your attention to detail and ability to spot trends and irregularities will be key in this role. Ideal Skills and Experience: - Prior experience in general bookkeeping, tax preparation, and financial statement analysis. -...

Your expertise will contribute to a cutting-edge project that combines music generation with voice cloning to create songs sing by virtual persons. We want our app to have the following features. - Create unique music based on user input information (speed, type, length...). - Create music based on the voice provided by the user - Change the voice of music provided by the user to the voice provided by the user Skills expected of you 1. Strong background in machine learning, deep learning, and neural networks. 2. Experience with audio signal processing and familiarity with audio data preprocessing techniques. 3. Proficiency in Python and experience with machine learning libraries such as TensorFlow, PyTorch, and Keras. ...

I have a script that clicks to like users on badoo. The script is not working correctly because it has the wrong XPATHs to the element that need to be clicked. It should also click the close/next button for the 3 cases where things pop up during swiping (see the screenshots). Basically, all you need to do is find the 4 correct xpaths and run the python script to verify it's clicking correctly. You MUST be an experienced Python programmer with Selenium web automation experience (Selenium, XPATH). Do NOT apply if you do not have this kind of experience - I don't care if you're a "quick learner", you must have this experience or I will not consider you. This whole task should not take more than 2-3 hours for an experienced programmer.

I'm in need of unique and creative apparel designs fo...abilities and originality. - Understanding of current fashion trends, particularly athletic aesthetics. - A strong portfolio showcasing previous work in similar projects. - Knowledge about branding principles and marketing strategies to ensure designs are coherent with our brand's image and goals. 3. Requirements: - Deliver designs in a format ready to be sent to printer (AI, EPS, PDF, or PSD) - Include color scheme and recommended fabric material. I'm looking for a freelancer who understands the vision of our brand and can bring our ideas to life on clothing. We are a start up brand, and are excited to see your ideas! Attached is the Hoop Nation logo, along with our first shorts sampl...