Student learning outcomesงาน

สร้าง Website storytelling visualization อธิบายการทำงานของ machine learning ลักษณะประมาณนี้ ร่วมกับ

โครงการนี้จะ จัดพัฒนาและทำระบบ โจทย์ปัญหา และ ข้อสอบออนไลน์และจัดเก็บฐานข้อมูล ที่เชื่อมโยงกันระหว่างครูและนักเรียน (จะเป็นรูปแบบ outsource e-learning service ให้กับโรงเรียนต่างๆ) นักเรียนจะสามารถ ทำแบบฝึกหัดของแต่ละบทเรียน และ ข้อสอบจำลองที่ไม่ซ้ำกันได้ไม่จำกัดครั้ง โดย สามารถเลือกบทเรียนที่ต้องการทดสอบและระยะเวลาในข้อสอบจำลองได้ เพื่อให้ทุกระดับชั้นได้ประโยชน์ ส่วนครูจะสามารถรู้ได้จากโจทย์ต่างๆที่นักเรียนทำผ่านระบบ ว่านักเรียนยังต้องพัฒนาในเรื่องใด

Windows อื่นๆ หรือไม่แน่ใจ interactive e-learning and game.

Windows อื่นๆ หรือไม่แน่ใจ interactive e-learning and game.

I'm seeking a skilled data scientist to create a Machine Learning Automated Valuation Model (AVM) to predict residential real-estate prices in Butte County, CA. The key features I expect in this model include: - Accurate prediction of residential real-estate prices - Analysis of historical data to inform future predictions - Provision of precise estimates for the identified properties - Use AI (GPT-Vision, Claude Opus, etc...) to analyze listing images and derive more feature data about the listing for the model The ideal candidate will have access to and expertise in utilizing the following data sources for training the model: - Public real estate data - MLS listings - Home sale records - Census data Development should primarily be done in R, and the open sou...

I need a React developer to build a frontend for a Student Management System. Key Project Details: - Two Types of Users: The system will have both admin and normal user functionalities. - Entities: The project involves five main entities: students, admin, class, exam, hall, and scheduling. - CRUD Operations: The system should allow for Create, Read, Update, and Delete operations for the mentioned entities. Admin User Features: - Access Control: The admin user should have the ability to control user access and manage permissions. - Reports Generation: The system should be able to generate exam scheduling reports. I will provide you with the Swaggy API list for this project. The deadline for this project is Saturday night. Ideal skills and experience: - Proficiency in React - ...

...functionality related to Language modeling and retrieval augment generation in the LLM applications. - mongoDB should be set up runining a .sh file - docker-compose deploy of the app Essential skills for this project include a strong background in Python programming and experience with deploying applications on different operating systems. Previous work in natural language processing (NLP) or machine learning operations (MLOps) will also be a strong advantage. Your understanding of text generation and the specific functionalities mentioned will be key to the success of this project. If this sounds like a task that fits your skill set, I'm looking forward to your bid.

As a freelancer, I am looking for opportunities in the educational field, as well as content creation tasks. I am skilled in these areas and ready to take on new projects...or curriculum development - Creativity for content creation - Strong communication and teaching skills - Ability to work independently and meet deadlines The tasks may include: - Tutoring students on specific subjects or skills - Developing engaging and informative training materials - Creating educational content for a variety of platforms - Collaborating with other professionals to enhance learning experiences - Adapting to the needs of different clients and learners If you are in need of a freelance professional who can provide high-quality educational and content creation services, I am ready to collaborate...

I am seeking a Python Deep Learning developer to create a location recommendation system based on the datasets I possess. The main objective of the system is to predict the next location that a user may visit. The datasets available for this project contain timestamps. Key Responsibilities: - Develop Python code for a location recommendation system - Utilize the provided datasets to predict user's next location - Ensure the system is efficient and accurate in its recommendations Ideal Skills and Experience: - Strong proficiency in Python programming - Experience in developing recommendation systems - Understanding of working with timestamp data - Ability to analyze and leverage data for prediction - Familiarity with location-based services or recommendation algorithms would b...

I have collected the dataset in CSV format and now require an expert to develop a multi-class logistic regression model for me. Key requirements: - The dataset is ready and available in CSV format which can be used for the model. - You should have expertise ...available in CSV format which can be used for the model. - You should have expertise in developing logistic regression models for multi-class classification. - Proficiency with Python is a must as I prefer the model to be developed using this language. Technical Requirements: Proficiency in Python and familiarity with libraries such as NumPy, Pandas, Keras, and TensorFlow. Knowledge of statistical learning, logistic regression, and gradient ascent optimization. Ability to write clear and concise documentation and well-comme...

...Collaborate with our music and tech teams to refine and enhance the AI’s capabilities. - Integrate the AI system into our existing platform for seamless user experience. - Continuously monitor and improve the AI’s performance based on user feedback and advancements in AI technology. **Requirements:** - Proven experience in AI development, particularly in natural language processing (NLP) and machine learning. - Strong understanding of music theory and lyrical composition. - Proficiency in programming languages such as Python, TensorFlow, and PyTorch. - Experience with audio processing and analysis. - Ability to work independently and collaboratively in a remote team environment. - Strong problem-solving skills and attention to detail. **Preferred Qualifications:** -...

I'm looking for someone to integrate an existing machine learning model into a Discord bot. The bot should cater to three main functionalities - sending daily race predictions, responding to user queries about race outcomes, and providing real-time race updates. Key Requirements: - Integrate an existing machine learning model into a Discord bot - Implement a feature to send daily race predictions on a specific channel - Develop a query system that effectively responds to user queries about race outcomes - Enable the bot to provide real-time race updates Your Skills: - Proficiency in machine learning model integration with Discord bots - Experience in developing chatbots, particularly for Discord - Knowledge of horse racing and related terminologie...

I'm in need of a skilled photo editor who understands how to manipulate details to enhance the visibility of cracks in a specific photo. The desired outcomes of this project include: Add the cracks to the original photos (1&2) Listed example photos of what needs to be done on original photo (3&4) The final deliverable should accentuate the detail of the cracks, ensuring their features are more visible and pronounced. Please note, the project does not involve the repair or removal of cracks, but rather adding them. Photo editing professionals with experience in fine-detail manipulation and a keen eye for detail are ideal for this project. Please provide examples of similar projects you have completed.

**NO OR LIMITED EXPERIENCE IS OK - FEEL FREE TO APPLY. DO NOT USE GENERIC BID TEXT (NO COPY PASTING)*** Role is perfect for motivated and learning individuals who are eager for feedback and want to grow skills. Duration is 30 days internship. Those who surpass expectations will receive a serious offer to stay on team with better compensation. Sample tasks and responsibilities include, and are NOT limited to: 1. Research key topics or areas of interest and presenting options for the next steps. -> googling 2. Executing next steps and promptly executing action items from discussions. -> take instructions and act fast 3. Propose options from research as requested -> more googling 4. Be able to advise proactively on details including step by step documents where needed...

I'm in search of a skilled social media marketer who can use their expertise and experience to help generate leads for my business. Key Responsibilities: - Strategize, develop, and execute social media campaigns across Facebook, Instagram, and Twitter - Drive engagement with our target audience - Implement lead generation techniques to convert followers into potential leads - Track...Understanding of various social media analytics tools - Strong communication and interpersonal skills - Creative thinker with the ability to develop innovative strategies to drive leads If you're passionate about social media marketing and have the skills to help us generate leads, I'd love to hear from you. Please submit your proposal detailing your experience, strategies you would use, and ...

We are a dynamic startup aiming to establish a new certification company Our goal is to provide top-notch certification services to businesses and professionals worldwide, ensuring compliance with international standards and best practices. We are in search of an individual who will assume respons...communication among internal teams, external stakeholders, and regulatory bodies to streamline certification processes and maintain transparency. Risk Management: Identify potential risks and develop risk mitigation strategies to safeguard the integrity and reputation of the certification company. Documentation and Reporting: Maintain accurate documentation of all operational processes, activities, and outcomes, and prepare comprehensive reports for internal review and external audit...

I'm in a situation where I need assistance in creating an XML file and validating it with an XSD file. I am trying to work with and XSD files but hitting roadblocks. The result I'm seeking is an XML file which encapsulates transaction data. This specific data will be gathered ...project. Key things I require guidance on include: - XML element creation for transactional data pieces - Using a database for XML data source - Validating the XML with an XSD file The successful freelancer for this project will need a high degree of proficiency with XML and XSD files. They will need the ability to explain complex concepts in an easy-to-understand manner as this project is about learning these skills for me. A strong background in using databases as data sources for XML files w...

...discussed personally) Student Privileges Student, Instructor and School Registration phase. Where they can setup their accounts and generate their Profile Cards. There are two categories of Student Accounts (School Registered or Free) New Session page: where the student can select Subject & Topic, and mention questions if required. Then, Instructor Selection Phase: An interface to let students select a suitable instructor, for their subjects based on the instructor's predetermined disciplines, then select date/time according to Instructor's calendar availability. There is an ability for the student to schedule a set of sessions for a whole subject or many subjects, with a specific Instructor, then determine date/time according to the I...

I worked incredibly hard for over a year to bring you a top-notch learning program with Freelancer.com that was never revealed before… It's not just about teaching you everything I know and sharing my journey to the #1 amongst 70 million people; it's also about connecting you with a great community.. Once you complete the program and pass the test, you'll earn an exclusive badge that very few people get.. But.. Also, you get all of the following INCLUDED with NO HIDDEN COST in a YEARLY price of 129 USD: ➡️ Be among the elite few to earn the new IFC badge on your profile so that you can stand out! (Upon successful completion of the test) - Priceless! ➡️ Unlock hours of groundbreaking video content I’ve been working on for months that's nowhere el...

Looking for someone with experience and track record in developing and managing e-learning systems for course delivery systems (Similar to Cousera/Udemy) . Having ready made and customizable solutions are welcomed. Users should be able to take short online courses in text, ppt or videos and earn certifications.

...with a focus on user interface and experience design. - Prior experience with developing and optimizing websites for desktop and mobile platforms. Details of betting Application Description: Blockchain Betting Site Overview: This application is a decentralized betting platform where users can bet on sports games using a custom cryptocurrency token. Users can place bets on one of three possible outcomes: Team A to win, Team B to win, or a draw. The platform will automatically distribute winnings based on the proportion of the bet made by each user. Key Features: 1. User Authentication and Wallet Integration: • Users must create an account and connect their cryptocurrency wallet. • Support for popular wallets (e.g., MetaMask). 2. Betting Interface: • A user...

As part of our market research efforts, we are seeking to gather valuable insights from businesses operating in the HOREKA segment. We have compiled a list of companies that fit our target criteria, and we require your expertise to conduct telephone surveys with support by email /whatsapp/social media reach with the business owners or top manageme...interactions. Should you be available and interested in taking on this project, please let us know at your earliest convenience. We are open to discussing further details, including compensation arrangements and any additional requirements you may have. Thank you for considering this opportunity, and we look forward to the possibility of collaborating with you on this project. Good opportunity for learning and growth.. interesting ...

I am seeking a part-time role in the technology industry. My primary requirement is that the position is entry-level, as I am just starting my career in this field. The ideal candidate for this job will be well-versed in technology basics, have a clear understanding of the industry, and be willing to invest in my learning and development. I am looking for a supportive work environment, where I can grow and apply my skills in a real-world setting. It would be a bonus if the job offers the opportunity for mentorship or training. This will ensure I can contribute effectively to the team and continue to develop my skills as a technology professional. Please reach out if you have a position that would be a good fit for me.

...keywords in the Middle Eastern region, primarily in Iran. The main goal is to increase traffic to my website. This project will be focused on keywords related to English learning and test preparation; such as IELTS, TOEFL, English speaking, quick conversation, easy conversation, learning English, fast English, and English speaking practice. Key Requirements: - Proven experience in SEO, particularly in the Middle Eastern region - Familiarity with the Iranian market and search engine habits - Expertise in optimizing websites for increased traffic - Previous success in improving rankings for educational and language learning websites The ideal candidate should be able to understand the nuances of the Middle Eastern market, particularly in Iran, and tailor the SEO st...

I'm seeking a talented Web Developer to design and build an intuitive, navigable website for offering 10-20 courses with an Indian theme. Key features of the website won't only concentrate on appealing aesthetics but also functionality. Desirable Website Features: - User-Friendly Interface:...material and website content should be bilingual, in both English and Hindi. Proven experience in building educational websites will be highly valued. The freelancer should have excellent proficiency in web designing, the English and Hindi language as well as good knowledge of Indian governmental website themes for authenticity. This will collaboratively contribute to the creation of a stimulating learning environment in the virtual space. Let's join hands to contribute to the ...

...development and a proven track record in healthcare or similar fields. Excellent communication skills and a proactive approach to problem-solving are highly valued. Key Deliverables include - Technical Specifications Document: Outlining the project requirements, timelines, and milestones. - Data Preparation Pipeline: Scripts and processes for data collection, cleaning, and annotation. - Machine Learning Models: Trained and validated models for diagnosing hormone imbalances. - Integration Modules: APIs and tools for integrating with EHRs and wearable devices. - User Interface: A user-friendly app interface for both patients and healthcare providers. - Testing Reports: Documentation of clinical validation and technical testing results. - Security and Compliance Document...

...Landing page design 5. Membership restriction page 6. Course upload 7. Course thumbnails design 8. Section and step setup properly 9. Course booking 10. Wix sales funnel 11. Check out page customization 12. Email design, email series, workflow, and automation 13. Setup public, Private, and secret course 14. Form, survey, Quiz, Poll, and Questionnaire 15. Design 4 Badge for each Course to assign to student base on the course they attend 16. Wix course drip 17. Payment Gateway integration 18. Domain integration Please Note: - Content and Imagery: I will be providing all the content and imagery for the website. - Branding Guidelines: I have some ideas regarding the color scheme and branding, but I'm open to suggestions and would appreciate guidance on how to best incorporate...

I'm in search of a professional in deep learning, preferably a PhD, who can serve as a mentor for various aspects of neural network design, such as: - Designing neural networks - Explaining and ensuring a deep understanding of deep learning concepts - Training and fine-tuning of models for optimal performance The ideal candidate should possess: - A PhD in the field of deep learning - Previous experience in designing neural networks - Strong communication skills to effectively explain complex concepts in a clear manner You would be expected to help me navigate the intricacies of neural network design, understand the nuances of deep learning concepts, and assist in optimizing models for best performance. Your expertise in Convolutional Neural Networks (CNN...

I'm looking for a skilled developer to design and build an AI-integrated Learning Management System (LMS) that focuses on automated content delivery. The aim is to enhance the user experience and streamline the learning process. Key Features Needed: - Adaptive Learning Paths: The LMS should be able to assess the user's strengths and weaknesses and recommend a customized learning path. - Skills Assessment: Users should be able to conduct self-assessment tests to gauge their learning progress and understanding. The content that will be included in the LMS comprises text-based courses, video lectures, and interactive quizzes. The system should be able to manage and deliver these content types effectively. This project requires a developer with ...

...to build a learning platform that has interactive quizzes incorporated. Key requirements for the user interface include: - Responsive Design: The website should be accessible and easy to navigate on various devices, including mobile and tablets. - Intuitive Navigation: A clear and logical flow for users to access different sections of the platform. - Modern and Clean Aesthetics: Aesthetically pleasing design that is in line with contemporary web design standards. In terms of features, the learning platform will primarily include interactive quizzes. Ideal Skills and Experience: - Proven experience in UI development - Strong understanding of responsive design principles - Proficiency in creating intuitive navigation - Aesthetic design skills - Prior experience with ...

I am seeking a f...designing for medical image classification, leveraging a Convolutional Neural Network (CNN) for optimum results. Key responsibilities will include: - Developing and implementing CNN architecture - Deploying deep learning models for image classification tasks - Ensuring robust medical image classification with accurate results As this project requires specialized skills, the ideal freelancer will have the following experience: - Proficient knowledge in leading AI and machine learning programming languages, especially Python - Experience with CNNs and a solid understanding of deep learning methodologies - Demonstrable expertise in the classification of medical images If you have extensive experience in these areas and a proven record of similar w...

I'm seeking a skilled video editor experienced in creating entertaining and engaging YouTube content. The task involves the following: - Basic video trimming on a 20-minute comedy-oriented video footage - Advanced effects and transitions addition to enhance viewer engagement Your portfolio should demonstrate prior ex...Basic video trimming on a 20-minute comedy-oriented video footage - Advanced effects and transitions addition to enhance viewer engagement Your portfolio should demonstrate prior experience with comedy or entertainment video editing and your ability to create intriguing outputs with basic and advanced editing tools. Clear communication skills are also necessary as we will be discussing desired outcomes and possible revisions. Please include a link to your work...

We are on the lookout for an exceptional Senior Golang & Blockchain Developer to join our innovative team. The ideal candidate will have a robust background in software development with more than 7 years of experience, a strong command over various programming languages, and excellent communication skills. Responsibilities: Develop, test, and deploy smart contracts and blockchain-based app...Development: Strong capabilities in both front-end and back-end development for creating end-to-end solutions. Golang Mastery: Proficient in Golang, optimizing backend processes for enhanced system performance, reliability, and scalability. Communication: Strong communication skills for effective collaboration with colleagues, clients, and stakeholders, ensuring clarity and alignment in project ...

I'm looking for a skilled 1C developer who can assist with a comprehensive set of tasks related to my 1C:Enterprise 8.2 v system. Main Tasks: * Customizing the existing software * Developing new modules * Integration of the 1C with other systems Industry Application: The tasks should be carried out with an understanding of the retail and wholesale sector requirements. Thus, exp...Proven experience in customizing and upgrading 1C:Enterprise software * Prior experience in creating and launching new modules * Ability to successfully integrate 1C with other systems, ensuring seamless transition and function. * Knowledge of the specific needs and workflow of the retail and wholesale industry. Please share your portfolio of previous work highlighting relevant experience and outcome...

I am in need of a machine learning expert who can develop a model for table detection. The model should be able to run on various types of images, including scanned documents, natural images, and synthetic images. Key Requirements: - I'm looking for a 'moderate' level of accuracy in the table detection (80% - 95%) across various image types. - Please incorporate Convolutional Neural Networks (CNN), along with Support Vector Machines (SVM) and Random Forests in the model. Ideal Skills and Experience: - Proven experience in developing and implementing machine learning models, particularly in image processing and object detection. - Proficiency in working with Convolutional Neural Networks (CNN), Support Vector Machines (SVM) and Random Forests. - Strong abilit...

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.

โปรดลงทะเบียน หรือเข้าสู่ระบบ เพื่อดูรายละเอียด

I'm in need of an AI artist to generate artworks based on specific realistic styles. The art should have a high level of detail and quality. Key Responsibilities: - Developing an AI model to produce realistic art - Ensuring the generated art is of high detail and quality - Implementing the chosen style effectively Ideal Skills and Experience: - Strong background in AI and machine learning, particularly in the context of art generation - Previous experience in generating realistic art with AI - Understanding of different art styles and techniques - Ability to ensure high level of detail in the generated art. Looking forward to seeing your portfolios and hearing about your approach to this exciting project.

Warning: This project is for advanced developers. Those that can read complex code structures - I mean it. You must be able to understand ReactJS but also understand a large existing project with little help from me. We're looking for a full-time programmer who is hard working, honest, and enjoys learning. Are you the kind of person where your yes means yes and your no means no? Do you have several years of programming experience with all things ReactJS? Place, "ReactJS developer" on the top of your bid. This full-time position requires attention to detail - someone that understands spoken and written English, fluently. We have enough work for over a year. On the top, after "ReactJS developer", please tell me what was your most difficult ReactJS project yo...

I'm seeking an experienced data scientist to work on a project to integrate datasets from CSV files with different features, and feed them into various ML algorithms. The primary objective of this analysis will be to classify the data into different categorie...analysis will be to classify the data into different categories. The end goal is to determine the efficiency of the different ML algorithms used, which are decision tree, random forest, extra trees, and XGBoost. The perfect candidate for this project would be someone with a solid background in data science, particularly with experience in working with datasets from CSV files and implementing machine learning algorithms. The candidate should also be able to interpret and present results through visualizations such as cha...

I am an MBA student in need of a dedicated and skilled freelancer to assist with the second part of my Scientific Research Methods assignment. I received a zero on the first part because the AI usage was detected at 82%. Therefore, it is crucial that this work is completed without the use of any AI tools to ensure originality and adherence to academic guidelines. Requirements: - Expertise in Scientific Research Methods and related MBA subjects - Strong academic writing skills - Ability to create original, high-quality content without AI assistance - Familiarity with academic standards and integrity - Willingness to communicate and discuss details privately Details: The project involves complex topics within Scientific Research Methods and requires a deep understanding of the sub...

...crucial. This research will help us gain detailed insights into our target audience, the broader industry landscape, and our competitive positioning. Scope of Work: Market Statistics: -Collect up-to-date statistics on the UAE education sector, including details on student enrollments, enrollment trends, and the diversity of curricula offered (In UAE we have UK, US, IB, Australian, Indian, Chinese, French, Ministry of Education, German, Indian, Pakistani, Russian and Filipino). -Acquire data on the cultural and national diversity of student bodies across schools to ensure our directory caters comprehensively to all segments of society. -Collect annual marketing expenditure data from all schools in the UAE to analyze trends in marketing spends for enrollments. -Gather infor...

...crucial. This research will help us gain detailed insights into our target audience, the broader industry landscape, and our competitive positioning. Scope of Work: Market Statistics: Collect up-to-date statistics on the UAE education sector, including details on student enrollments, enrollment trends, and the diversity of curricula offered (In UAE we have UK, US, IB, Australian, Indian, Chinese, French, Ministry of Education, German, Indian, Pakistani, Russian and Filipino). Acquire data on the cultural and national diversity of student bodies across schools to ensure our directory caters comprehensively to all segments of society. Collect annual marketing expenditure data from all schools in the UAE to analyze trends in marketing spends for enrollments. Gather informa...

We are seeking a Japanese language translator to translate brief texts for a language-learning app (from English to Japanese).

I am looking for a professional accountant, preferably based in Switzerland, to help me streamline and organize my ERP system, particularly Odoo. Key Tasks: - Setting up the chart of accounts in a clear and systematic manner that is easily accessible - Configuring tax settings to ensure compliance ...candidate on how to further customize and improve the system Preferred Qualifications: - Prior experience with Odoo, particularly in setting up chart of accounts and tax configurations - Strong accounting background, potentially with a CPA qualification - Experience in Swiss accounting standards and practices would be a big plus - Proven track record of delivering similar projects with successful outcomes If you have the skills and experience to help me with this project, please get...

I'm looking to develop a hardware system for a fitness rig that involves real-time human movement tracking. The system should be a...functionality of the system is to track human movement accurately and in real-time. This involves capturing and processing data on various physical activities. - Minimalistic and Functional Design: I envision a setup that is small, lightweight and unobtrusive. Skills and Experience Needed: - Proficiency with Arduino boards and Raspberry Pi is a must. - Experience with computer vision, machine learning and human movement tracking is highly desirable. - Understanding of fitness or sports technology would be a definite plus. If you have experience with similar projects, and the skills to bring this concept to life, I'd be interested ...

...comprehensive platform for both. On the learning platform side, I'm looking for: - A range of online courses, covering a variety of topics and skill levels. - A library of tutorials and guides, possibly with a strong focus on career advancement and personal development. - A collection of diverse educational resources that can aid in both personal and professional growth. On the networking platform side, I'm keen on: - A feature-rich profile creation system allowing for detailed customization and personalization. - A robust messaging platform enabling seamless communication with other users. - An event listing system that can help foster networking opportunities and keep users engaged. I'm looking for someone who can design and develop this platform with both ...

...comprehensive platform for both. On the learning platform side, I'm looking for: - A range of online courses, covering a variety of topics and skill levels. - A library of tutorials and guides, possibly with a strong focus on career advancement and personal development. - A collection of diverse educational resources that can aid in both personal and professional growth. On the networking platform side, I'm keen on: - A feature-rich profile creation system allowing for detailed customization and personalization. - A robust messaging platform enabling seamless communication with other users. - An event listing system that can help foster networking opportunities and keep users engaged. I'm looking for someone who can design and develop this platform with both ...

I'm seeking an expert in Excel analytics. This project involves working with existing but undisclosed business data to help me understand and optimize the business's performance through indicators like KPIs. The freelancer's task encompasses: - The creation of robust dashboards that effectively communicate KPI outcomes. - The execution of classification analysis to differentiate key data points. - Clustering the data into discernable patterns to aid business decision making. Ideal skills for this job include Excel proficiency, data analytics experience, and an understanding of key business metrics such as KPIs, dashboards, classification, and clustering. A background in business data analysis and the ability to assign meaning to raw data is desired.