Soccer performance analysis jobs
I'm looking...to engage the viewers in a fun and competitive way, by combining User challenges and User chat. Key Features: - It should have Leaderboards to showcase top players. -works with tiktok live webscraper Gameplay: - The game should be designed for Multiplayer mode, so users can compete against each other while watching the live stream. - Users will both chat and take on challenges, with their performance influencing their position on the Leaderboards. This project requires a developer who is familiar with TikTok live webscraper written in python and can design a game that seamlessly integrates with the platform. It would be a plus if you have experience incorporating elements such as Leaderboards and progression systems. Ability to create a user-friendly interfac...
I'm in need of an expert in Python who can implement a neural network for natural language processing. The ideal freelancer should have strong experience in machine learning, specifically for NLP tasks. Training a neural n...Training a neural network model for natural language processing. Specifically the goal is to implement with a custom dataset. Key Requirements: -Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Experience in developing neural networks for NLP - Ability to create models for sentiment analysis, named entity recognition, and text classification Please provide details of your relevant experience and how you plan to approach this project in your application.
Project Description: We are seeking a highly skilled High-Performance Computing (HPC) Engineer with expertise in shell scripting and workflow automation to assist in the evaluation and enhancement of the Parallel Works platform. The successful candidate will need to execute various tasks involving cloud cluster management, running pre-installed workflows, and handling both basic and advanced system integrations. Experience with MPI (Message Passing Interface), Singularity containers, and batch scripting is crucial.
I'm seeking a skilled freelancer with a strong background in watershed management to help create a comprehensive and effective plan for our region. Key Requirements: - Experience: I'm primarily looking for freelancers who have a proven track record in the field. - Analysis: Ideally, you should be capable of performing hydrological analysis and GIS mapping.
I aim to develop a web application that is centered around the generation of test cases from data flow graphs. This tool is primarily intended for software developers...analyzing data flow graphs to generate test cases - Simplistic, user-friendly interface designed for software developers - Incorporation of Java programming language for analysis The ideal candidate for this project should have: - Proficiency in web application development - Strong understanding of data flow graphs and test case generation - Excellent command over Java programming - Previous experience in creating tools for software developers This project is a great opportunity to contribute to the efficiency and productivity of software developers, with an emphasis on generating test cases through data flow graph...
...AI-powered system to schedule and conduct initial screening phone calls and first-round interviews with candidates. The system should generate comprehensive reports based on the conversation. 4. Payroll and Accounting Tool: Integrate a payroll and accounting tool to automate payroll processing and manage financial transactions efficiently. 5. Performance Management: Implement performance management tools to set goals, track progress, and conduct performance reviews effectively. 6. Learning and Development: Provide learning and development resources to support employee growth and skill enhancement. 7. Employee Engagement and Feedback: Foster employee engagement and gather feedback through surveys, polls, and communication channels. 8. HR Analytics and Reporting: Enab...
I'm seeking an experienced advertiser who can create and implement an effective Telegram ad campaign to rapidly increase our c...**Subscriber Increase:** The main goal of this campaign is to significantly boost our subscriber numbers. - **ASAP Delivery:** The project needs to be completed as soon as possible. Ideal skills for this project include: - **Telegram Marketing Expertise:** Proven experience in successful Telegram ad campaigns. - **Audience Targeting:** Ability to identify and reach the right audience. - **Performance Analytics:** Skills in tracking and measuring the effectiveness of the campaign would be a plus. This is an urgent project, so timely and efficient delivery is a top priority. I'm looking forward to working with a professional who can deliver gr...
Project Description: We are seeking a highly skilled High-Performance Computing (HPC) Engineer with expertise in shell scripting and workflow automation to assist in the evaluation and enhancement of the Parallel Works platform. The successful candidate will need to execute various tasks involving cloud cluster management, running pre-installed workflows, and handling both basic and advanced system integrations. Experience with MPI (Message Passing Interface), Singularity containers, and batch scripting is crucial.
...science, machine learning, and data analysis. Key responsibilities: - Data cleaning: The candidate should be able to clean and preprocess large datasets. - Data analysis: The candidate should be proficient in analyzing data and extracting actionable insights. - Machine learning modeling: The candidate should have experience in building and implementing machine learning models. Although specific programming language requirements were not provided, proficiency in Python, R, or Java would be a strong advantage. This project does not specify a particular industry domain, but any prior experience in Healthcare, Finance, or Retail would be beneficial. Please bid on this project only if you have a solid background in data science, machine learning, data analysis, and...
...Enable sending push notifications to the entire user base. Backend Integration with Klaviyo: The backend system should connect with Klaviyo for email marketing capabilities. Backend Management: User data, including registration details, data plan selections, and marketing consent, must be securely stored and managed on a robust backend system. Scalability and Performance: Develop measures for user data management and system performance optimization, especially considering a large number of data plan offerings and user transactions. Skills and Experience: Proven track record in developing for both Android and iOS platforms. Strong proficiency in cross-platform development tools (React Native preferred). Expertise in Swift, Kotlin, or React Native programming languages. P...
...to create a substantial PowerPoint presentation for executive purposes. The presentation should be dynamic and engaging, while packed with crucial information. It will need to include a detailed analysis of our market and its trends, as well as our product features and benefits. Key requirements include: - More than 20 slides - Incorporating Product Features and Benefits, Market Analysis and Trends, Company achievements and goals, and Financial Information. Skills needed: - Proficiency with PowerPoint and creating data-rich, visually appealing presentations - A solid understanding of market analysis and financial data - Excellent communication skills to translate complex information into simple, engaging slides This is a high-stakes presentation for our company,...
I'm searching for a tutor skilled in Power BI to deepen my knowledge in dashboard creation, data modeling, and data analysis. Your rich experience in the finance, marketing, or healthcare industry will give a practical edge to my learning. My main objective is to master the tools required for analyzing business data.
I'm in need of a professional with extensive experience in Facebook and Instagram Ads to help increase traffic on my telegram channel. Key Responsibilities: - Generating and running ad campaigns targeting specific age groups and locations - Monitoring ad performance and making necessary adjustments to optimize results Ideal Candidate: - Highly skilled in Facebook & Instagram Ads Manager - Proficient in audience segmentation based on age and location - Proven track record in driving telegram channel traffic through Facebook & instagram ads Looking forward to connecting with prospective candidates who can deliver effective results.
I'm in need of an expert to create a business plan for my Health and Wellness enterprise. Your application should demonstrate that you have deep experience in forming business strategies, particularly with regard to the health and wellness industry. Key areas to cover in our collaboration include but are not limited to: - Market analysis and understanding - Marketing plan - Financial forecasting Though an extensive background in health and wellness sector is not a necessity, combined with strong business planning skills, it will definitely put you in our good graces! If you believe you fit this description, I look forward to reviewing your application.
...We are a startup in stealth mode located in the Bay Area. Our mission is to revolutionize Event management through innovative solutions and cutting-edge technology. **Role Overview**: We are seeking an experienced Backend Developer with strong expertise in FastAPI to join our dynamic team. This individual will be responsible for building and maintaining the server-side logic, ensuring high performance and responsiveness to requests from the frontend. **Key Responsibilities**: 1. Design, build, and maintain efficient, reusable, and reliable FastAPI code. 2. Implementation of security and data protection solutions. 3. Integration with frontend components and third-party services. 4. Define and maintain the database models and schemas using MongoEngine with MongoDB. 5. Optimize ap...
...tactics - Margin enhancement - Pricing and promotion strategy - Selection analysis and growth - Category growth plan - Data-driven analysis, recommendation, and plan The ideal designer for this project would have experience in business planning and strategy, as well as a clear understanding of the quick commerce industry. Strong visual design skills are a must, as this deck must be engaging and comprehensive. Find the details of the project below and I will share the problem statement later: Deliverables Please share a slide deck with max 8-10 slides covering the below: 1. Selection - how will we identify the right assortment for each store? - What data sources can we use to identify the selection gap? What data analysis techniques will you use to generate insi...
...problem-solving ability. Excellent communication and training capabilities. Ability to work independently and manage time effectively. Familiarity with remote collaboration tools like Asana. What We Offer: Competitive pay on a part-time or project basis. The flexibility to work remotely and manage your own schedule. A collaborative and innovative team environment. Opportunities for ongoing gigs based on performance and project availability. How to Apply: If you're passionate about Zoho CRM and Zoho Campaigns and looking for a flexible opportunity to showcase your skills, we'd love to hear from you. Please send your resume along with a cover letter and brief 1 minute introduction video. Please include in you cover letter 1. Your level of experience and expertise w...
I need a fi...(PPP) model for mobility and automobile projects. Key Requirements: - Expertise in financial analysis: You should have experience in creating detailed financial models, conducting financial analysis, and providing insights on project feasibility. - Understanding of PPPs: Knowledge of Public-Private Partnerships and their benefits is crucial. Experience in working with PPPs in the mobility or automobile sectors would be advantageous. - Ability to enhance public infrastructure: We aim to create a model that not only attracts private investment but also significantly improves existing public infrastructure. Your role will be critical in setting the foundation for the project's success. Your analysis should guide the subsequent phases of the PPP model...
...a skilled social media marketing executive to focus on Instagram. The primary goal is to boost brand awareness among young adults aged 18-24. Key Responsibilities: - Develop and execute a comprehensive Instagram marketing strategy. - Create engaging and relevant content tailored to the target audience. - Implement growth strategies to increase followers and engagement. - Monitor and analyze performance metrics to optimize the campaign. Ideal Candidate: - Proven experience in social media marketing, particularly on Instagram. - Deep understanding of the 18-24 age group's preferences and behaviors. - Excellent content creation and copywriting skills. - Ability to interpret data and adjust strategies accordingly. Please share your relevant experience and your approach to thi...
I am seeking a talented researcher who could provide insightful keyword research reports about curtains and bedspreads in Amazon's India region. We aim to enhance our product listings and presence in these categories. Key tasks include: - Performing advanced keyword research for both curtains and bedspreads. - Analysing customer behaviour toward curtains and bedspreads in the home furnishings segment. Ideal Skillset: - Proficiency in Amazon Seller Central tools. - Experience with SEO, particularly in keyword research. - Understanding of the Indian e-commerce market. - Knowledgeable in the home furnishings industry.
...with extremely low bounce rates and high open/click-through rates. Key Responsibilities: - Develop and execute targeted email marketing campaigns to our real estate client base - Leverage email marketing software to track key metrics like open rates, click-throughs, and conversions - Ensure email content is optimized to avoid spam filters and land directly in client inboxes - Analyze campaign performance data and provide recommendations for improvement - Stay up-to-date on email marketing best practices and implement new strategies as needed Required Qualifications: - 3+ years of experience managing email marketing campaigns, preferably in the real estate industry - Expertise in using email marketing platforms and tools to maximize deliverability and engagement - Strong copywri...
I'm in need of an expert in Python who can implement a neural network for natural language processing. The ideal freelancer should have strong experience in machine learning, specifically for NLP tasks. Training a neural n...Training a neural network model for natural language processing. Specifically the goal is to implement with a custom dataset. Key Requirements: -Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Experience in developing neural networks for NLP - Ability to create models for sentiment analysis, named entity recognition, and text classification Please provide details of your relevant experience and how you plan to approach this project in your application.
I am looking for a skilled professional to design a compact camera system that will be inserted into a 3" tube for the purpose of examining welds. This device is crucial for quality control purposes in our ma...either battery power or a plug-in power supply, making it versatile and accessible for our team. The successful candidate for this project should have experience in designing and developing camera systems, particularly for industrial applications. A background in mechanical engineering, electrical engineering, or a related field would be highly beneficial. The ability to deliver a compact, high-performance camera system within a designated timeframe will be key to the success of this project. I look forward to hearing from talented professionals who can help bring this ...
... My target audience is primarily B2C, so experience in this area is essential. The ideal candidate will be proficient in creating strategies, implementing these strategies effectively, and improving the results over time through data analysis. Key Responsibilities: - Develop a comprehensive digital marketing strategy that encompasses my target audience and business goals - Implement the strategy across a variety of digital marketing channels, including but not limited to social media, email marketing, and SEO - Continuously monitor and analyze the performance of the sales funnels and marketing campaigns - Generate actionable insights and make data-driven decisions to optimize the results Ideal Skills: - Proven experience in digital marketing, specifically with B2C target...
I'm looking for a freelancer who can provide me with 4 current, gross volume (currency figures abo...figures about personal savings in the European Union and the United Kingdom. IF a split of sectors is possible for an EXTRA fee (so e.g. gold, commodities, crypto, REITS/funds, stocks, bonds, on-line investment platforms, crowdfunding platforms etc - then great! Please send a quote with and without this extra detail!) Ideal Skills and Experience: - Researching economic data - Proficiency in Data Analysis: The data provided should be relevant, accurate, and up-to-date. - Knowledge of Economic Indicators: Understanding the factors that influence personal savings can be beneficial. The figures should be comparable, recent, and derived from reliable sources Sources MUST be ...
I need experienced actuaries who are proficient in statistical analysis to conduct research on bias reports in the insurance industry. Key requirements: - Your application should demonstrate your experience in the field of actuarial work. Skills and qualifications: - Extensive experience in statistical analysis - Familiarity with research methodologies - Previous experience working with bias reports Understanding actuarial principles and statistical analysis is crucial, as the goal is to accurately determine percentages in bias reports. Your experience and understanding of the industry will be highly beneficial, and I am looking for someone who can provide a detailed project proposal which showcases their experience.
I am in need of a competent game developer experienced in using Unity and Photon to create a multiplayer game. The game will be a Third-person shooter set in a fantasy world, targeted towards PC gaming. Here's what you should have: - Proficiency in Unity game development and Photon for multiplay...mindset towards fantasy-themed game concepts. - Familiarity with PC game development and its unique requirements. You'll be responsible for: - Designing, developing and implementing a multiplayer game from scratch. - Ensuring smooth multiplayer connectivity between players using Photon. - Incorporating a rich, captivating fantasy environment into the game design. - Optimizing game for PC performance. Please bid if you fit these requirements. Let's build an immersiv...
...include: - **Valuation Analysis**: I need someone who can perform a thorough valuation analysis based on the financial data available. - **Debt-to-Equity Ratio Calculation**: The ideal candidate will be able to calculate the current debt-to-equity ratio and provide recommendations for improvement. - **Return on Investment Analysis**: A comprehensive ROI analysis is necessary to evaluate the potential outcome of the recapitalization effort. I have all the relevant financial data in hand, so the focus will be on the calculations and recommendations based on this data. The primary goal of this recapitalization effort is to restructure the company. The perfect candidate for this project should possess a solid background in finance, with experience in financia...
We are currently struggling with our WordPress site which is plagued by slow loading times, frequent server crashes and persistent error messages. Given the criticality of the platform, We need an exp...adept in Internet Information Services (IIS) server management running WordPress environment and troubleshooting it at server level. To be successful in this role, you should demonstrate the following: - In-depth knowledge of IIS servers and WordPress operations - Proven experience in diagnosing and resolving server and website errors - Proficiency in optimizing WordPress sites for enhanced performance Please note, no recent changes or updates have been made to the website or server configuration that could be contributing to these issue. I'm looking forward to resolving the...
I'm in need of some technical help to clear out some files that are bogging down my computer. I'm not exactly sure what needs to be cleared, but I know that it's likely temporary files, browser history, and cache that can be removed to free up space and improve the performance of my system. Key responsibilities: - Identify and remove unnecessary temporary files that are hogging my computer's storage - Clear the browser history to improve privacy and reduce the load on the system - Manage the cache to optimize the performance of my computer I'm looking for someone who's experienced in computer maintenance, and is able to take on this task efficiently and effectively.
I'm in need of an expert who can help in developing a relational database using S...Python. The project will primarily revolve around database management. Consequently, I would appreciate assistance in the following tasks: - Designing a new relational database, ensuring it's optimized for efficiency and performance. - Implementing data import and export capabilities for seamless data movement. - Developing queries to support the database's functionality and ease of use. The ideal candidate for this project should have a strong background in both SQL and Python, with a specific focus on database development. Experience with optimizing databases for performance and some knowledge of data import/export mechanisms would be advantageous. Moreover, an understanding...
I'm in need of a professional who can assist with a PERT analysis for my project scheduling needs. - The focus of this job is on project scheduling - I would require the PERT analysis to be at a small task level; a detailed task breakdown is not necessary - You will need to integrate the PERT analysis with Microsoft Project This project would be most suitable for a freelancer with: - Proficiency in PERT analysis - Experience with project scheduling - Knowledge of Microsoft Project or similar tools
I'm in need of an expert who can fix my corrupted .FIC file in my HFSQL database. Key Project Requirements: - The file is currently not opening and is producing errors, so the main goal is to restore it to its original state and ensure it can be opened without any issues. Please note that I can provide the corrupted .FIC file for analysis. Ideal Skills and Experience: - Proficient in HFSQL database management. - Proven track record in repairing and recovering corrupted database files. - Strong problem-solving skills to identify and rectify the issues within the file. If you're confident in your ability to handle this task efficiently, please provide details of your relevant experience and how you plan to approach this project in your bid.
I'm seeking an experienced professional to help me craft a compelling investment proposal. My business falls within the Food and Beverage industry, and we're currently at the Growth stage. Key Resp...Ensuring all required business information is included - Presenting the business model, growth potential, and financial details in a clear and persuasive manner Ideal Skills & Experience: - Proven track record in writing successful investment proposals - Previous experience in the Food and Beverage industry - Understanding of the Growth stage requirements for businesses - Strong financial analysis and projection skills Your role will be crucial in attracting potential investors to take an interest in our business. If you're skilled in these areas, I look...
...Engagement: The primary area of concern should be how these algorithms can be corrupted to manipulate user engagement. This could include increasing or decreasing user reach, influencing content visibility, etc. Ideal Skills and Experience: - Proficiency in Algorithms: A strong understanding of how algorithms operate, particularly in the context of social media platforms, is essential. - Research and Analysis: The ability to conduct in-depth research on the topic and present findings in a structured, coherent manner. - Social Media Knowledge: Familiarity with Facebook's algorithmic operations and the broader social media landscape would be a significant advantage. The report should not only identify potential vulnerabilities in these algorithms but also suggest ways in whi...
I'm looking for a talented marketing and sales professional to help promote my business and drive sales. Your experience is key here. Key requirements: - Develop and implement a solid marketing strategy - Drive sales through effective tactics - Monitor and analyze performance data Please include your past experience and successes in similar roles. Your detailed project proposals will be highly regarded.
I am seeking an expert with proficient skills and experience in Artificial Intelligence, Machine Learning, and Data Analysis for the purpose of publishing my research paper in the Expert Systems with Applications Journal. My work utilizes Deep Learning to address Suspicious Action Detection from Surveillance Videos. The ideal candidate should have superb understanding of Behavior Recognition, a technique pivotal to my paper. In this task, the set objectives include: * Editing and proofreading the paper meticulously * Ensuring the subject matter is communicated clearly and effectively * Submitting the paper to the Expert Systems with Applications Journal * Ensuring all the Journal's publishing guidelines are followed diligently Applicants are invited to submit their bids alo...
...a chatbot, which is built using an event-driven microservices architecture. REQUIRED SKILLS: 1-Proven expertise in designing, implementing, and managing applications built using event-driven microservices architecture 2-Proficient in integrating and consuming RESTful APIs to enable seamless communication between microservices 3-Skilled in testing and debugging microservices to ensure high performance, reliability, and scalability Identity and Access Management (IAM) 4-In-depth knowledge and hands-on experience with at least one of the following IAM solutions: 1.1 -Keycloak. 1.2-Casdoor. 5- Strong proficiency in Python programming language 6- Expertise in developing RESTful APIs using the Fast API framework 7- Proficient in utilizing MongoDB as a NoSQL database for storing and r...
I'm looking for a competent Java developer to assist with the development of several data structures and algorithms. In this project, you will conduct a set of experiments to compare the performance of dictionary implementations that use unsorted arrays vs. sorted arrays. You are given the Dictionary interface () and its implementation class (). In addition, the file contains a list of 10,000 key-value pairs that represent certain measurements. Key Skills: • Expertise in Java programming • Extensive experience with diverse data structures and algorithms • Ability to adapt to fluctuating project requirements Your ability to create powerful, flexible systems with Java will be crucial for this undertaking. Though the
Complete Excel Analytical and Descriptive Analysis on provided dataset by Friday 4 pm
For my project, real-time voltage levels tracked through an ATSAMD21 MCU will be crucial. I need someone who can develop firmware to transport this crucial A/D data to a host computer via USB in a raw format. This endeavour calls for: * Proficiency in crafting firmware for ATSAMD21 MCU * Proficient understanding of voltage/current monitoring systems including TI INA3211 i2c sensor * Ab...sensor * Ability to transport raw A/D data via USB * Experience in real-time data monitoring solutions. Your role would be to focus on developing a robust and efficient real-time monitoring system to track voltage levels and send this information in raw format to the host computer. Your expertise will ensure that accurate and reliable voltage info is readily available for further processing and ana...
I require a professional in SEO to enhance my website's visibility and overall performance. The main focus will be on on-page and off-page optimization, as well as conducting comprehensive keyword research and analysis. Key responsibilities: - Implement on-page and off-page optimization strategies to improve search engine rankings and increase website traffic. - Conduct in-depth keyword research to identify high-traffic, relevant terms. - Analyze and refine existing content to align with SEO best practices and maximize visibility. The urgency of the project requires the selected freelancer to be highly experienced, proactive, and capable of delivering results within a short timeframe. Previous success in boosting online sales through SEO is a definite advantage.
I'm in need of a professional who can analyze comprehensive survey data and present the results in a detailed, report that relates to each hypothesis for my thesis research. The analysis is expected to be done using Excel analyses then further descriptive analysis is needed, focusing on summarising the main characteristics of the data and how they prove/disprove each hypothesis. This will involve exploring the responses to the survey questions, identifying patterns, trends, and constructing summary statistics. The key deliverable for this project will be as follows: an Excel spreadsheet with... - raw data in one tab (provided for you in the attached excel document) - cleaned data a separate tab (provided for you attached excel document) - your statistical analyses on...
Must understand I require an expert in financial statement analysis and forecasting. The project involves predicting financial trends over a three-year period. I only have cash flow statements available for analysis purposes. Key Responsibilities: - Analyzing cash flow statements - Preparing a three-year financial forecast based on the analysis - Highlight expected trends and give insights Ideal Skills: - Proven experience in financial statement analysis - Proficiency in financial forecasting - Expert ability to analyze and interpret cash flow statements - Keen attention to detail and accuracy - Excellent analytical, computational, and mathematical abilities.
I am writing my first sci-fi novel based on evolutionary biology and I need assistance in research. The specific areas that require research are: - Genetic evolution - Species adaptation - Evolutionary theory The right freelancer should be proficient in evolutionary biology. They will provide: - Detailed explanation and analysis Your understanding and passion for the subject matter will greatly help build the scientific foundation of my novel. This is a valuable opportunity for someone who appreciates the intricacies of evolution and wants to contribute to a sci-fi narrative that is both exciting and scientifically accurate.
Looking for someone that can make a logo for an indoor football team ideas: a liver (organ) that is drinking a beer maybe with a football feel free to try any style / cartoon
I'm looking for an experienced Google Ads expert to help me boost the sales conversion rates on my ecommerce website, specifically in the fashion and accessories category. Key Aspects: - The main objective of the project is to increase the conversion rate, no...- Proven track record of managing successful Google Ads campaigns for ecommerce. - Experience in the fashion and accessories industry would be a significant advantage. - Understanding of the behavior and preferences of middle-aged adults. - Ability to optimize campaigns for increased sales conversions, not just clicks. - Proficiency with Google Ads tools and analytics to track and report on performance. Please include examples of your previous work in similar projects when bidding. Accuracy and timeliness are of utm...
I'm looking for an expert to optimize the SEO for my Amazon ads targeting Pet and Equine categories. I particularly need guidance on how best to specific...for my Amazon ads targeting Pet and Equine categories. I particularly need guidance on how best to specifically target these categories. My primary goal for the campaign is to improve sales conversions in this sector. Key tasks include: - Understanding Amazon's algorithm and applying relevant strategies - Researching effective keywords and implementing them effectively - Monitoring campaign performance and providing suggestion for improvements Ideally, you will have substantial experience with Amazon SEO and a proven track record of improving sales conversions. Experience with the Pets and Equine categories will be...
My Arlo Pro 5 security camera has unfortunately suffered accidental damage, resulting in scratches around the lens. This has not impacted the camera's image quality and performance. I'm seeking a professional who can either replace the damaged patt of the camera or somehow fill in and disguise the scratches. Key Requirements: - Expertise in repairing Arlo Pro 5 security cameras. - Proficiency in replacing camera lenses without affecting the device's functionality. - Previous experience handling accidental damage on cameras and ensuring quality
