In a graph jobs

I'm in need of an AI-Powered Technical Service Desk that can effectively handle a variety of technical issues, particularly those related to hardware, software, and network setups. Overview: I'm looking to create an MVP of an AI-assisted technical service desk tool. The goal is to prototype the core capabilities of ingesting, analyzing, and responding to support issues using machine learning techniques. Project Description: The tool will allow end users to upload tickets, logs, configs, and other pertinent files. It will parse, extract, and vectorize content to understand issues. An explainable ML model like LIME will then diagnose the problem and provide steps, code samples, etc to resolve it. The LLM will be RAG augmented based on a vector protocol of ...

I'm in need of a skilled Machine Learning Engineer who can develop modules to help analyze the real-time electricity consumption for a variety of devices in our system. Backend: Key Points: - Devices to be analyzed include air conditioners, lights, and simple motors and other simple devices. - The analysis should cover both the collective consumption of groups of devices and the individual consumption patterns of each device. Ideal Experience: - Strong background in Machine Learning, ideally with experience in real-time data analysis. - Previous work in energy consumption analysis or similar fields would be a huge plus. - Proven track record in developing ML models for group and individual level analysis. The ML ana...

I'm in need of a comprehensive warehouse inventory replenishment tracking system for our Fastener drawer at Home Depot. The system should have a focus on reporting and analytics, real-time bin shrink, and work with an electronic keypad and analog/digital interface. Key Features: - **Reporting and Analytics:** The system should provide insightful reports on inventory levels and trends. This will help us make data-driven decisions. - **Real-Time Bin Shrink:** I need to know if the quantity of items in the bin matches the recorded amount. - **Interface:** A mobile app interface will be ideal, making it easy for staff to work on the go. Inventory Tracking: - The system should involve manual entry for inventory tracking. The system should be us...

I'm seeking an experienced developer from VIETNAM who can proficiently use CodeIgniter 2 framework and Microsoft Graph API for my project. I need someone who has worked with the MS Graph API to collect all items availible from teams (with call register)

We're currently looking for a Graphic designer to create a design

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 and will be used to aid in the effectiveness of testing processes. Key Features: - Capable of 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 ...

I am seeking a proficient Google Sheets expert to construct a live dashboard/leaderboard that visually represents daily sales tallies completed by individual sales reps. Key specifications: - Data to be pulled from a Master Google Sheet. - Incorporation of both total sales and individual rep sales. - The dashboard should display sales data for the current day while maintaining access to historical data. - Historical sales data should be visualized through a bar graph. Skills & Experience: - Attention to detail - Time management and delivery on tight deadlines - Proficiency in Google Sheets - Experience in creating dashboards. - Familiarity with data visualization and report generation - Strong analytical skills and precision Your ...

The focus of this project is to analyze an Apple quality dataset using data visualization, specifically graphs. We are depending on you to provide the most accurate ...depending on you to provide the most accurate and engaging visual representation of our data. Key tasks: - Data visualization with Graphs - Suggest and Implement the most suitable graph types for data - Timeframe will be discussed Ideal skills and experience: - Proven track record in creating engaging graphs for data visualization - Experience with data visualization tool such as Tableau, Power BI - Strong expertise in understanding and representing data - Wide library/knowledge of graph types and when to use them. Please pitch your bid with a brief summary of your expertise and sug...

Job Description: We are seeking a highly skilled and knowledgeable Technical Writer / E-Learning Course Developer to join our team. The ideal candidate will be responsible for developing comprehensive fitness courses aimed at achieving accreditation. This role requires a deep understanding of accreditation standards and the ability to produce a wide range of educational materials. Responsibilities: -Develop and write curriculum, student manuals, workbooks, PPT slides and workplace logbooks tailored to fitness courses. -Create a portfolio of evidence to demonstrate practical competencies and learning outcomes. -Using bloom Taxonomy -Design the course using illustrations, charts, pictures, graph and course format and implement assessments and quizzes th...

I'm seeking an experienced Python developer who can leverage PyG to improve the accuracy of existin...prediction models on co-authorship network data. Key Responsibilities and Requirements: - Enhance existing models: You'll be tasked with optimizing and fine-tuning our current link prediction models, in order to improve the accuracy of the predictions. - PyG Proficiency: Proficiency in PyG, a Python-based library for building graph neural networks is a must for this project. - Previous experience: Experience with machine learning, particularly in the field of link prediction, would be ideal. - Dataset knowledge: Familiarity with handling co-authorship network data is a plus. I'm looking for a proactive, detail-orien...

...looking for a skilled programmer with experience in using Grafana to visualize data. For this project, you'll be pulling data from a locally connected Allen Bradly Compactlogix PLC and creating web trends on a PC. The key data to be visualized includes: - Temperature - Pressure These will need to be monitored and analyzed on an average basis. In terms of data representation, I prefer a line graph. The ideal candidate will have experience in controlling PLCs, managing data and creating visuals with Grafana. Your insights and expertise on the most effective ways to represent and interpret the data will be highly valued. Strong communication skills and the willingness to ask clarifying questions are appr...

...this is just meant to run on any given localhost machine as a project. I'm in need of a skilled developer to build an application for a project. The main focus will be on exploiting the 'Academic World' dataset, incorporating relational (MySQL), document (MongoDB), and graph databases (Neo4j) which will be provided. Key Functionalities: - See .docx (My Approach) Section This is a project-based task, so I don't think there's a need to implement complex user authentication or intricate access control. Candidates with experience in web-based application development using MySQL, MongoDB, Neo4j will be ideal for this project. Understanding of library management systems and dataset manipulation will be highly...

I'm working on a project that involves building a Facebook plugin for publishing and re-publishing items on the Facebook Marketplace. I'm looking for a seasoned professional who can guide me through the technical specifics and legal requirements for this task. Key Details: - I'm not yet certain whether the Graph API is the most appropriate route for our plugin. I need an expert to analyze our needs and advise on the best approach. - My plugin needs to offer a variety of features, including automated posting to the Marketplace, real-time monitoring of listings, and the ability to schedule posts. - I haven't had a chance to review the Facebook Marketplace API documentation yet, so I need someone who can thoroughly understand an...

I'm seeking a talented designer to create a custom bar graph and scatter plot for my Results Chapter. The data for the graphs will be provided in a spreadsheet. Ideal skills and experience: - Proficiency in designing data visualizations, particularly bar graphs and scatter plots - Experience working with quantitative data - Ability to translate provided data into engaging and informative visual representations Key Requirements: - Understand and adhere to data representation best practices - Provide high-quality, custom designs that are unique to the project - Attention to detail and ability to work with provided data in a spreadsheet Color choices: - No specific color scheme is required, but please ensure that any colors used ...

I'm seeking an adept front...of 1-5 pages. Intended features include: - Charts and graphs, derived from user-inputted data - Various integrated icons and buttons - A dynamic, responsive layout adjusting to different screen sizes Although I have an existing color scheme, I am open to your creative input and suggestions for an effective, user friendly and visually appealing design. Precise branding guidelines will be shared with the freelancer. Ideal skills & experience: - Proven track record of frontend design - Strong grasp of creating responsive layouts - Experience with data visualization and chart/graph creation. Your influences on the project's aesthetics will play a pivotal role, while keeping user experience at the forefront. I look forwa...

As someone skilled in machine learning and an expert in PyTorch, I'm seeking assistance with my next project. I need a professional to create a Graph Neural Network (GNN) predictive model leveraging my preprocessed data. Ideal Skills and Experience: - Advanced knowledge in Machine Learning, specifically predictive modeling - Proficiency in creating Neural Network models, especially GNN - Extensive experience in PyTorch Tasks: - Constructing a GNN predictive model - Evaluating and refining the model as required based on results The ultimate goal is for this model to provide accurate and useful predictive analytics. Your expertise and input will be invaluable to the project.

I'm in need of an experienced developer or programmer who can create a modified bar graph for me. The project will require: - The modified bar graph should have basic text labels on the vertical axis. - The design should be clean and professional, ensuring a good user experience. Ideal applicants should have: - Proven experience in creating bar graphs. - Excellent knowledge of the technology needed to implement such a graph. - Strong attention to detail to ensure the labels are correctly aligned and clearly legible.

I'm seeking a VBA expert who can help me create a tool that will generate both PDF and Word documents from a specific column of an Excel file. The Word document should contain some static data derived from the column details. The primary requirements are as follows: - The tool should be able to generate both PDF and Word documents. - The Word document should include some fixed data from the Excel details. - An interactive graph should be included in the Word document, based on the data from the specific column.

THIS IS A VERY COMPLEX FINANCIAL ANALYSIS THAT NEEDS TO BUILD SOME MODELS. THERE ARE AROUND 8 GROUP QUESTIONS, FROM QUESTION 3 TO 10, TO WHICH NEEDS ALSO GRAPH. QUESTIONS ARE IN THE FILE ATTACHED. I HAVE ALREADY STARTED TO DRAG DOWN COMPANY FINANCIALS BUT STRUGGLE TO ANSWER THOSE QUESTIONS AND MAKE THE RIGHT CALCULATIONS.

I'm looking for a highly skilled graphic designer who specializes in creating professional ads. The main goal is to develop creatives for a LinkedIn ad that not just present, but sell: - A clear reflection of our company values - Creatively convey a message that encourages action My current idea is to have 2 slides ad: First slide: What my outside sales team do last week? 2nd silde: some graph or laptop with repmove. and big text "Ask RepMove". See example below: The ad needs to be created for Any other ideas are welcome, will select the best. Ideal experience would revolve around ad creation, particularly with a knack for turning concepts into engaging visuals. Having a good knowledge of LinkedIn ad requirement...

I'm seeking an expert in deep learning who can create a specialized heterogeneous graph format. This format will be instrumental in enhancing my machine learning models, specifically for analyzing financial transaction data. Key responsibilities include: - Developing a heterogeneous graph format that is suitable for processing complex financial transaction data - Implementing the format in Python, as this is my preferred programming language for the project Ideal candidates for this project should have: - Extensive experience in deep learning, particularly in relation to graph-based models - Strong proficiency in Python, with a proven track record of developing and implementing complex algorithms ...

...Smart businesses in all industries use data to provide an intuitive analysis of how they can get a competitive advantage. The real estate industry heavily uses linear regression to estimate home prices, as cost of housing is currently the largest expense for most families. Additionally, in order to help new homeowners and home sellers with important decisions, real estate professionals need to go beyond showing property inventory. They need to be well versed in the relationship between price, square footage, build year, location, and so many other factors that can help predict the business environment and provide the best advice to their clients. Prompt You have been recently hired as a junior analyst by D.M. Pan Real Estate Company. The sales team ha...

...seconds. The logs are all in text form and will need to be manipulated to gather the relevant data, and then display this data on graphs. For the graphs, the X axis will be time, and should be adjustable (i.e. I should be able to narrow or expand the timeframe I’m looking at). Since the logging is provided every 30 seconds, and I will likely be looking at the data on a daily, weekly, or even 2-3 month basis, the ability to aggregate / reduce the number of points on the graph will be important to ensure the graph is not slowed down / laggy. The Y axis should be one of 5 variables (and I should be able to look at 1,2,3,4, or all 5 variables at once). Each of these 5 variables should be plotted on their own Y axes, so they all fit on my screen. As I hov...

...looking for a skilled freelancer to make specific modifications to my deepfake project. The main requirements include: - Printing confidence levels of the images: This will help me better understand the reliability of the generated content. - Printing loss and accuracy graph of the models: This visualization will be pivotal in tracking the performance of the models and how they evolve over time. - General enhancements and guidance in the project: As an overall guidance, I'm also seeking for any improvements that can be made to the project as well as expert advice on how to make it more efficient and effective. Skills and Experience: - Strong background in deep learning and AI: Given the nature of the project, a deep understanding of deep ...

I need a Python-based machine learning program that can predict stock prices based solely on historical stock prices. Key Features: - Utilizes Historical Stock Prices: The program should be trained on historical stock price data. - Use these models: CNN-LSTM, ARIMA-LSTM, RNN, random forest models, and plot a single graph and predict for next 'n' days. - Educational Purpose: I'll be using this program for educational purposes, so it should be designed for easy understanding and manipulation. - Interactive: It should have interactive charts and graphs to better visualize the data. I also need the program to allow me to input different data sets, so that I can test its accuracy and learn more about its workings. Ideal Skills: - Strong understanding of m...

I am looking for a skilled Python developer with experience in deep learning and graph neural networks to assist in building a link prediction model. Key Project Details: - Outcome: The main goal of this project is to achieve accurate link prediction. Your model should be able to accurately predict the likelihood of a connection between two nodes in a graph. - Data: The project will utilize open source data. Familiarity with handling and preprocessing graph data will be an advantage. - Dataset Size: The dataset is relatively small, with less than 1,000 nodes. Ideal Skills: - Proficient in Python: Strong programming skills in Python, with a focus on deep learning libraries like TensorFlow or PyTorch...

I'm looking for a skilled Deep Learning professional who can assist me in setting up and executing a high-quality local market link building strategy. Key Responsibilities: - Utilize Graph Neural Networks to develop an effective and scalable link building approach. - Conduct outreach and establish relationships with relevant websites in our niche. - Assist in creating and optimizing content to attract high-quality backlinks. Ideal Skills and Experience: - Proven expertise in Graph Neural Networks, and their application in link building. - Previous successful experience in executing local market link building strategies. - Strong communication and relationship-building skills. - Understanding of SEO and content ...

I am looking for a seasoned programming professional with expertise in C++ and a firm grasp on sorting algorithms, graph algorithms, and tree data structures. My project requires: - Demonstrated proficiency in C++. This is non-negotiable as all tasks will be carried out in this language. - A solid understanding of sorting, graph and tree data structures. - The ability to simplify complex concepts. Although advanced techniques might come into play, the difficulty level of tasks should generally cater to beginners. Think you're the right match? I'd love to hear from you. Let's make learning fun and efficient!

Hello, I'm looking for a JavaScript developer to: - add Java Script functionality to existing html code - implement it on an existing GoDaddy website. Input includes: text, numbers, buttons Output icludes: text, numbers, spider web graph. Project timeline: 13-16 May 2024. Html code will be provided. Access to GoDaddy project website will be provided. Thank you for your time. Specific offers only, please. Christian

I'm...looking for a skilled programmer with experience in using Grafana to visualize data. For this project, you'll be pulling data from a locally connected Allen Bradly Compactlogix PLC and creating web trends on a PC. The key data to be visualized includes: - Temperature - Pressure These will need to be monitored and analyzed on an average basis. In terms of data representation, I prefer a line graph. The ideal candidate will have experience in controlling PLCs, managing data and creating visuals with Grafana. Your insights and expertise on the most effective ways to represent and interpret the data will be highly valued. Strong communication skills and the willingness to ask clarifying questions are appreciat...

I am in search of an expert in bioinformatics and microbiology who can proficiently use R Studio for interpretation. The task requires writing a 10,000-word explanation for graphs I will be giving once the project is accepted. This write-up is aimed at a data analysis presentation targeted at my academic peers. Ideal skills and experience: - Extensive knowledge in the field of bioinformatics and microbiology - Proficiency in R studio for data interpretation - Previous experience in writing in-depth analytical reports - Ability to translate complex data into comprehensive content suitable for academic peers - Highly desired: Experience preparing materials for academic presentations This project will require an intensive analysis of...

...seeking a savvy data scientist to bring my project to fruition; employing Graph Convolutional Networks (GCN) for the prediction of sensor values and subsequently, anomaly detection. Key details: - Purpose: We are building a model meant to predict values from 20 discrete sensors. Based on the familiarity of these sensor values, the target is to then calculate the degree of anomaly from the expected prediction. - Data: We'll be working with a medium-sized dataset (1,000 to 10,000 data points). The data is specifically discrete sensor data, not time-series or mixed. Desired skills: - Familiarity and understanding of GCNs. - Strong experience in anomaly detection models. - Proficient in dealing with discrete sensor data. - Comfortable ha...

I need a competent graphic designer to create a real laptop image for my homepage. The focus should be an animated dashboard that is aesthetically designed to increase visual appeal. The dashboard should include features such as: - A map of Europe - Dots and lines that pop up and lines that connect the dots - Numbers (we provide) - 1 line chart and 1 graph - An identifiable coloured bell icon that "pops up" The desired colour scheme should be restrained and professional. I have a sample image, but as an drawing, that can help you understand what we want. (the blue boxes cover the data, as these are real data, so data should appear instead of the blue boxes) The perfect candidate for this job should have exceptional graphic design and data vis...

I need a professional with a deep understanding of Digital Signal Processing and superior skills in the C language. The required tasks are: - Algorithm Development: Create algorithms consistent with those I currently use for my project. The existing codes are in MATLAB and C - your job will be to replicate the same output that MATLAB shows but in C. The expected outcome is to have a 3D scattered graph. Matlab gives us a perfect graph but given equivalent C code need to re-check again if needed to modify so that it gives us the same graph. The ideal freelancer for this project is proficient in C language, familiar with digital signal processing, and experienced in code optimization. The ability to work qu...

I'm in need of an Excel expert who can help me with a range of tasks. The project involves a large Excel file with over 10 sheets. The tasks include: - Data Analysis: I need someone who can help me analyze the data in the file, looking for trends, patterns, and key insights. - Chart and Graph Creation: I also need charts and graphs to be created based on the data. These should be visually appealing and easy to interpret. - Formulas and Functions: The data file includes a lot of mathematical calculations. I need an expert in Excel formulas and functions to help me with this. Specifically, the type of data analysis needed includes statistical analysis, trend analysis, and comparative analysis. The ideal freelancer for this project woul...

More details: Finding the Shortest Path in an Unweighted Graph Finding the Cheapest Path in a Weighted Graph Constructing a Minimum Spanning Tree (MST) Dijkstra's algorithm Only upto 20 nodes

I need a qualified designer to create a hierarchical organizational graph to visualize my company's hierarchy. The graph should: - Clearly outline the structure of the company - Be laid out in a hierarchical format as this is preferred - Use colors that are vibrant, engaging and capture attention Ideal skills for this job would be experience in graphic design, specifically in organizational graph creation. An understanding of visual hierarchy and effective color use is necessary. A portfolio showcasing your previous work on similar projects would be a bonus.

I am seeking an experienced Python developer proficient in data structures and algorithms to work with me on a small-scale project. The requirement is to implement solutions for sorting and searching algorithms, tackle tree and graph-related problems, and solve dynamic programming problems. Key skills and experience: - Expertise in Python. - Strong knowledge of data structures and algorithms. - Experience in working with sorting and searching algorithms. - Proficiency in dealing with tree and graph-related problems. - Demonstrated experience in dynamic programming problems. The project involves working with a dataset of up to 1,000 elements. The successful freelancer will need to effectively understand and manage this datase...

Need to implement a code where two users or profile will be established in a virtual space and a communiacation will be set up between the users. Show the communication between the user and the propose of the code is to secure the connection using CAPC(Confedential and Privacy in collaborative) protocol .The code should illurstrate how the CAPC protocol is securing the connection and prevent any kind of data loss and data breach. The code should show wether we are losing some data through the process if yes than how much . The graph should contain tables and graphs along with the required output. You can implement the CAPC protocol by using 3 algorithms- diffrential privacy, multiparty computation, homomorphic encryption. Im attaching the required...

As a keen project owner, I am in need of a skillful Python coder particularly talented in creating advanced graphics and performing linear regression. Key tasks: - Development of Python code for data manipulation and analysis - Creation of advanced, highly customised graphs - Execution of linear regression on numerical data Ideal candidate skills and experience: - Proficient in Python programming - Expert in data visualization and graph customization - Experience in handling numerical data - Strong understanding of statistical analysis and linear regression - Mathematical acumen The successful freelancer will be able to deliver to a high standard and show an in-depth understanding and ability in the sp...

I am looking for a professional to craft a deceptive phishing email that targets famous people for school. Ideal Skills and Experience: - Proficiency in crafting phishing emails - Experience in targeting specific personas - Creativity in making the email engaging - Awareness of ethical considerations in this type of project Project 1: Craft a Phishing Email Description: Phishing emails are increasingly more accurate and deceptive. In this project, you will do your own research to craft your own. Research what makes a “good” phishing email. Specifically how to manipulate sender information, what subjects are best to use, what type of language is effective, etc Choose your favorite celebrity and write them a...

I am seeking a proficient developer with a flexible skill set as specific project tasks and objectives have yet to be finalized. Your responsibilities could range from data visualization, network analysis, to graph database management. Potential purposes for the usage in the project could include creating a graph database, querying and analyzing data, or building interactive data visualizations. The data we will be working with may involve different domains such as social network data, financial data or geographic data. Considering the aforementioned possible scenarios, an all-rounder developer, comfortable with a variety of tasks and data types, will be ideal for this project. Please bid only if you have sufficient experience with a...

Description: We are seeking a skilled MERN stack developer to create a dynamic social media dashboard within a 15-day timeframe. The project entails building a robust web application that enables users to manage their social media accounts from a centralized platform. Key Features: User Authentication: Implement secure user authentication and authorization using JWT (JSON Web Tokens) to ensure data privacy and user access control. Social Media Integration: Integrate popular social media APIs (e.g., Facebook, Twitter, Instagram) to allow users to connect and manage their accounts seamlessly. Dashboard Interface: Design and develop an intuitive dashboard interface that provides users with real-time insights, analytics, and engagement metrics for their soci...

I’m in search of a skilled API developer who can create a feature-rich PubMed API for a healthcare application I'm working on. The initial MVP is SaaS with advertising for the health consumer market. The ideal candidate will possess: - Expertise in API development - Experience with PubMed or similar platforms - Proficiency in JSON and XML for data format - Experience with Node/Edge Graph display for visual navigation This project is an implementation of Araicom's Associative Relevancy and other patents for knowledge domain frameworks and Perspectives for visualization, navigation, and curation of users, instances, and group networking. Specifically, I need the API to allow: - Search functionality - Retrieval of...

...implementation of a research paper on multimodal Knowledge Graph embedding using Optimal Transport. The objective is to improve the accuracy of search results. Here's exactly what I need: 1. **Python Development**: As my preferable programming language for this implementation is Python, you should be highly skilled in Python with a strong background in implementing complex algorithms. 2. **Knowledge of Machine Learning**: A deep understanding of Knowledge Graphs, Multimodal learning and Transport Theory will be required to translate the research effectively into an application. 3. **Implementation from Scratch**: I require total development from scratch, as this task involves building a whole system based on a researc...

I am looking for someone to assist me with data entry in Excel for a project. The ideal candidate will have experience in data entry and be proficient in using Excel. Specific requirements for the project include: - Perform accurate and efficient data entry tasks - Organize and manage large amounts of data - Input data into Excel spreadsheets according to specific guidelines - Ensure data is entered correctly and consistently - Verify and update data as needed Additionally, the data will need to be presented in a graph or chart format. Therefore, the ideal candidate should also have experience in creating graphs and charts using Excel. Skills and experience required for this project: - Proficiency in Microsoft Excel - Str...

I am seeking an expert in machine learning algorithms with proficiency in analyzing two graphical illustrations related to statistical performance in prediction tasks

I need to run code from some help in video Build an Advanced RAG Chatbot with Neo4j Knowledge Graph on my windows computer but I do not know how to setup all needed installations and run for example neo4j to use it from python as described in video so teach me step by step how to run this code you provide clear instruction from 0 to end how to run this project code on my local windows , including needed installations acceptances : i can run on my windows computer all code for this github repo from start to end time 1 day to do

I am in need of an expert who can proficiently write a C code for Task 1 and Task 2 of my project. The tasks require in-depth knowledge of algorithms implementation, specifically sorting algorithms, searching algorithms and graph algorithms. The C code should effectively work with data structures, particularly doubly linked lists, to implement these algorithms. The purpose of this project is data analysis and file manipulation. Ideal Skills: - Strong grasp of C programming language - Proficiency in working with doubly linked lists - Extensive knowledge in sorting, searching, and graph algorithms - Experience in data analysis and file manipulation

As a fitness enthusiast looking to take the fitness journey digitally, I'm seeking a skilled app developer to create an iOS fitness application. The ideal candidate would have rich experience in building custom apps with relevant functionalities. Main Features: -**Weight tracking**: A feature to track daily/weekly/monthly weight changes with a visually appealing graph. -**Workout plans**: Providing a variety of workout plans for different fitness levels and objectives. -**Nutrition Advice**: Offering daily nutrition advice and diet plans based on personal health goals. -**Social Features**: Allowing users to share their progress with friends and engage in fitness challenges. In terms of skills, extensive experience in...