Cloud infrastructure aws jobs

I'm aiming to create a beginner-level educational website focusing on the AWS EC2 service. This is an individual project with an objective to learn and teach AWS technologies. Key tasks are: 1. Website Development: - Build an informative and user-friendly website. - Experience in educational website creation is preferred. 2. AWS EC2 Teaching Material: - Develop easy-to-understand content covering basic AWS EC2 topics. - Hands-on AWS experience is necessary, especially with the EC2 service. 3. Log Capture & Processing: - Configure logs to be captured in Wireshark, processed in Splunk. - Experience in Wireshark and Splunk would be beneficial. Freelancers with a teaching background in technology, AWS expertise, and exper...

Hello Team, I have a nodejs (ExpressJs) app which is running on 3000 port on AWS EC2 ubuntu server, I want to implement the load balancing in the app so that my app can utilize the available cores of the CPU, I have two vcpu in my virtual machine. The app involved realtime communication usng , this is working fine when I use pm2 without cluster mode. But when I start the pm2 in cluster mode then my connection doesnt work and sometime it work and soemtime it doesnt work. I need a person who have done this implementation befoe so that work fine with pm2 cluster mode. I will not be able to provide you the code however you can guide me or take the remote access to solve this issue.

I'm in need of a Laravel expert who's proficient in AWS EC2 for resolving hosting issues. I hosting Laravel with CI/CD from github with docker I hosted Laravel project that I purchased from zcart market place - incevio But if I try to upload avatar in profile page it gives us below issue: "webp formart is not supported" Who can fix ?

I'm in need of a freelancer to assist in creating my document templates and request forms. Key tasks: - Stand up your own Confluence and JIRA SM sites (free for 30 days) - Create process templates (Confluence), ensuring their accuracy and alignment with my requirements for internal processes for my SaaS product. - Create request forms (JIRA SM), with mandatory content and drop-d...in process document, checklist, and forms creation. - Ability to use Google, ChatGPT (or other generative AI) to search and create baseline content. - Experience with Confluence and JIRA Service Management. - Any experience with SDLC, ISO27001, incident response. - Excellent attention to detail. Your work will be crucial in ensuring the efficacy of my DevOps processes and issue tracking for my cloud...

I'm seeking a proficient developer to build a comprehensive demo or starter code integrating Snowflake and Kafka using AWS cloud. The ideal candidate should have deep understanding of concepts such as: - Data ingestion - Data transformation - Data storage and retrieval The code should ensure: - Optimal performance - Scalability - Security The code can be written in Python or Java. In-depth knowledge of these languages, as well as experience with Snowflake and Kafka integration, is a necessity for a successful bid on this project.

I'm seeking a skilled researcher to help me with a research paper focusing on the effectiveness of project management tools in infrastructure construction projects. Key requirements and responsibilities: - The purpose of this research paper is to analyze the impact of project management tools on the success of construction projects. - ideal data collection methodology, surveys were conducted with experienced construction project managers. - The target of this research paper is construction projects. - The research should aim to provide valuable and actionable recommendations for improving the project management practices within construction sector. Skills and experiences required: - Significant experience in academic research - Proficient in analyzing survey data - Strong ...

...closely with stakeholders to create a robust data architecture that seamlessly integrates various data sources. Programming Languages: Demonstrate proficiency in Java and C#. Your code is not just functional but elegant. Team Leadership: As a seasoned engineer, you’ll mentor junior team members, foster collaboration, and drive technical excellence. Cloud Solutions: Familiarity with Azure or AWS is essential. You’ll architect, deploy, and manage cloud-based solutions. Data Import Strategy: Devise a robust strategy for importing data efficiently, ensuring data quality, and maintaining performance. Collaboration: Work closely with cross-functional teams, including data scientists, analysts, and product managers. Requirements Participate in a team-based A...

As the creator of a backend designed wit...Recommendations for enhancements should be accompanying any identified weak points. - Critically assess the performance and efficiency of the present code and propose changes that will render the backend of my application more effectively. Ideal Skills and Experience: - Extensive experience in backend code review is an absolute necessity, particularly in the context of Microservices and AWS. - Demonstrable proficiency in Node.js specifically in Framework and familiarity with its associated best practices. - A meticulous eye for detail and expertise in spotting potential flaws in data handling, security implementation, and code efficiency. - A proven track record in improving the security, efficiency, and performance of backend code.

In the company we have a third-party application that we use to save documents in the cloud, this application is using the “save as” button in Microsoft Word. Users use the “save” button and save the documents to the local computer. This change will force my users to save information to the cloud through my application

...generator with deep expertise in the Hong Kong market to spearhead promotion of top-tier cloud enablement technologies on any cloud platform - Amazon Web Services (AWS), Microsoft Azure, and Google Cloud Platform (GCP). Native spoken Cantonese and being fluent in written and spoken English is a must-have. Key Responsibilities: - Conducting cold calls to generate leads and appointments across diverse industries - Offering insightful strategies on adopting cloud enablement technologies Ideal Candidate: - Proficient in Cantonese and English - Proven lead generation and appointment setting experience in the technology industry Bring your communication and persuasion skills to make a significant impact on the cloud support technology adoption r...

I am in need of an advanced word processing application for desktop use on Windows and macOS. The application should have: - Spell check functionality to ensure accurate spelling - Grammar check feature to improve the overall quality of the document - Auto-correct feature to fix common typing errors The project does not require cloud storage capabilities. The key focus is on the word processing features listed above. Ideal freelancers for this project should have experience in: - Word processing software development - Proficiency in developing applications for Windows and macOS - Strong understanding of spell check, grammar check, and auto-correct features - Prior experience in developing similar applications A comprehensive and user-friendly application is a priority. Please on...

I need two property scans that I took to be converted to Revit (one interior, and one exterior scan of the same residential property). I will need the overall dimensions added for the interior and exterior of the home. In additional to the as-built floorplan layout I will need a proposed floorplan. We are converting the a storage to a laundry room, and the existing laundry room to a bathroom. property address: 1868 Pamela Ln, Escondido, CA 92026 Interior scan link: Exterior scan link: I have additional photos and details upon agreement to work together. If we work together successfully I have a couple of these type of projects each month on average to give to you. Thank you for your time and consideration of this project, let me know if you have any questions

I'm in search of a skilled Shopify / wordpress developer to expertly migrate two e-commerce websites into one platform while maintaining separate branding on individual storefronts. Migrate to Shopify or another cloud-based platform like Webflow. Not interested in migrating into WooCommerce. The new website should share one backend with a shared inventory, but the two should cater to two different websites each with - own branding - own URL - own mailing list (mail chimp or native to platform) Key tasks include: - Migrating existing sites built on Shopify and Woocommerce into one site - either Shopify or Webflow - Implementing a shared backend inventory across the two storefronts, supplemented by individual branding and mailing lists. - We want option to select which product...

I'm looking for an Azure professional who can help me set up an Azure cloud solution to host my Excel data. The project involves: - Hosting Excel Data: I will provide you with an Excel file, which I would like hosted on Microsoft Azure. The data in this file will not be updated frequently, just once for now. - Web Application: I would like the Excel data to be accessed through a web application. This means you will need to set up a simple, user-friendly interface for viewing and possibly manipulating the data. Ideal Skills: - Experience with Microsoft Azure, particularly in hosting data. - Proficiency in setting up web applications. Please get in touch if you have the right expertise, and we can discuss the project further.

I'm looking for a Jira specialist to help me create a custom automation that will generate a child issue for each paragraph in a parent...Jira automation to identify a double line break needs to be created. The automation should auto populate all the child issue field with the same attribute as the parent. See attachment for example Key Requirements: - The child issue should be created in Jira Cloud. - The automation should be triggered when a parent issue's description is updated and contains a double line break. - The child issue should mirror all attributes of the parent issue. The ideal freelancer for this project would: - Have prior experience with Jira Cloud automation. - Be familiar with creating child issues within Jira. - Be able to implement condition-...

I'm seeking a talented graphic designer to create a logo for the "Infrastructure Forms Portal" or IFP. The primary purpose of the portal is to COLLECT FORMS AND APPLICATIONS FOR INFRASTRUCTURE PROJECTS, therefore the logo should reflect this functionality. This is for technology infra forms, not construction or real-estate Ideal Skills and Experience: - Proficiency in logo design - Understanding of the purpose of an infrastructure forms portal - Ability to incorporate Blue, Black, and Gray into the design Please share your portfolio and any relevant experience in your bid.

I need a professional who can research government contracts and assist me in drafting a proposal. - ...professional who can research government contracts and assist me in drafting a proposal. - The specific government contracts are not predetermined but would likely be in the areas of Defense, Infrastructure, or Healthcare. - The main goal of the proposal is to secure government contracts for our business. - Currently, I'm in the drafting stage of the proposal, so I need someone with experience in this phase. Ideal applicants should have a solid background in: - Government contract research. - Proposal writing, particularly for securing government contracts. - Knowledge of Defense, Infrastructure, or Healthcare sectors is a plus. Please include any relevant experi...

...beyond the basic functionalities. * Implement secure payment processing to ensure user data protection. Security: * Ensure the application adheres to security best practices to prevent data breaches or unauthorized access. * Implement encryption for sensitive data transmission and storage. Scalability: * Design the application to handle a large volume of users and website scans. Use scalable infrastructure to accommodate potential increases in traffic and data storage needs. Documentation: * Provide comprehensive documentation for setting up, configuring, and using the application. * Include guides for integrating the chatbot into other websites and managing payment options. Testing: * Conduct thorough testing of all features to ensure functionality, reliability, and performa...

I am facing severe difficulties in operating my WordPress site hosted on AWS Lightsail. Specifically, the critical error message "There has been a critical error on this website", which has begun appearing ever since I made some modifications to my website's theme. For this project: - I need an experienced WordPress developer with knowledge of theme modifications. - Proficient in troubleshooting and error resolution. - Knowledge of AWS Lightsail is a must. - Understanding of WordPress plugins to ensure no compatibility issues between the theme and active plugins. - Ability to prevent/ fix future occurrences of errors would be an added advantage. You will be required to uncover the issues causing this error, implement necessary solutions, and ensure the smoot...

I'm in need of a skilled professional who can create a Terraform script to build my AWS infrastructure from scratch. Key Components: - The infrastructure should be deployed inside its own VPC in AWS - The infrastructure should deploy an RDS database, specifically MySQL, that is securely accessible from the backend and frontend servers, but not accessible from outside the VPC or internet. Instance size: , allocated storage: 100Gb. Admin user/password should be supplied as variables -- I will specify them in the command line. Also a separate user account should be created to access this database. The user should have read/write access, I will again supply the username and password via command line. - The solution should include a set of servers to ru...

AWS to New cloud server migration-Django & Reactjs Server setup Code migration and setup SSL certificate - 1-year plan 50 /year

I'm seeking a creative and experienced menu designer to help craft a visually appealing and informative menu for my Indian cuisine cloud kitchen. As our primary audience is families, the design should be family-friendly and welcoming. Ideal skills & experience: - Proven experience in menu design preferably with a focus on the food and restaurant industry. - Understanding of Indian culture and cuisine. - Excellent writing skills, able to succinctly describe dishes. The task at hand includes: - Designing a menu that is visually appealing and aligns with our brand identity. - Writing brief descriptions for each dish in a way that entices, yet remains clear and concise. - Collaborating with me for revisions until the final output is satisfactory. Maintaining attention to cul...

Training for model deployment, training and fine tuning. Agenda for training session - Quick intro (concept, process, procedures and tools) - Environment requirements and setup - Installing / deploying a model (local and cloud) - Training a model (prerequisites included) - Fine tuning a model - Running ML Model with API - Q & A

I'm in need of a talented DevOps engineer, proficient in AWS and GitHub Actions, to assist with an array of DevOps tasks. Key Tasks: - Deploying web applications - Infrastructure automation - Continuous integration and deployment (CI/CD) The applications are built using Java, requiring deep expertise in this language for effective collaboration. To succeed in this job, a solid understanding of web applications, coupled with extensive experience using AWS and GitHub Actions, is critical. Automation skills are also vital. Join us and help make our Java web application deployment seamless and efficient!

...Experience (UX) Design: Understanding of UX design principles and best practices for creating intuitive and user-friendly interfaces. Experience with prototyping tools like Sketch, Adobe XD, or Figma for designing app layouts, user flows, and interactions. 6. Server Infrastructure and Scalability: Ability to design and implement scalable server architecture to handle a large number of concurrent users and requests. Experience with cloud computing platforms like AWS, Google Cloud, or Azure for deploying and managing server infrastructure. 7. Security and Compliance: Knowledge of security best practices for protecting user data, including encryption, authentication, and authorization. Understanding of relevant regulations and compliance standards relat...

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I require an expert capable of uploading an Excel dataset into S3 using Lambda and Snowfl...require an expert capable of uploading an Excel dataset into S3 using Lambda and Snowflake to produce reports. The focus will be on identifying data anomalies over time. Your responsibilities will include: - Loading Excel data into S3 - Implementing Lambda and Snowflake for data processing - Generating time-series reports on data anomalies Ideal skills for this role include proficiency in AWS S3, AWS Lambda, and snowflake, with a keen understanding of time-series analysis in Excel reports. Experience in identifying and analyzing data anomalies is also a key component for this project. The aim is to visualize the irregularity in the data, enabling me to make informed decisions based ...

As the project owner, I'm looking for a skilled professional to create detailed AutoCAD drawings for the electrical services of a building. The level of detail required is macro-level, focusing on building wiring. This project is for a college assignment. The project requires the preparation of the following AutoCAD drawings: Containment Drawing: Showcasing the paths and management of electrical conduits and other containment systems. All containment will be mounted on suspended Unistrut brackets, with a minimum of 800mm of space above the false ceiling. Single Line Schematic: A detailed schematic for the main distribution board, illustrating the arrangement and connections of switches, fuses, circuit breakers, and other electrical components. Layout Drawings: These will include s...

...reminders. - Prescription Management: I also need the system to manage prescriptions for patients, including tracking medication, dosage, and instructions. System Preferences: - Cloud-Based: I prefer a cloud-based system for storing research laboratory results and patient consents. This will allow for easy access and sharing of data. - Role-Based Access Control: The cloud-based system must implement role-based access control. This is crucial for ensuring that only authorized personnel can access and modify sensitive information. Ideal Skills: - Experience in developing healthcare information systems. - Proficiency in cloud-based system development. - Strong understanding of role-based access control. - Blockchain sandbox is available If you are confident ...

I'm in need of a skilled DevOps expert to assist with some key tasks to improve my personal infrastructure: - Automating Deployments: I'm looking for automation of deployment processes. The ideal candidate should be able to streamline deployment, minimize errors, and save time. - Monitoring and Logging: Monitoring and logging are crucial for ensuring that the infrastructure is performing optimally. The DevOps specialist should be able to set up effective monitoring tools and logging systems. The candidate should have prior experience with: - AWS (Amazon Web Services), Docker, Ansible, Jenkins etc

I'm requiring an experienced deployment specialist for Odoo 17 on Google Cloud. As a company owner, I possess an active Google Cloud account hence you won't need to facilitate that. For the database system, we'd like to incorporate MySQL, necessitating a strong knowledge in this area. Key skills needed: - Familiarity with Odoo 17 - Expertise in Google Cloud operations - Proficiency in MySQL configurations Cease this opportunity to work on a highly professional project and bolster your profile.

I'm in need of a professional who can create an AWS Step Function Diagram for my GenAI project. The main goal is to gain a clear visual representation of the workflow, especially focusing on the model training and evaluation phases. Key Objectives: - Visualize Workflow: This project involves understanding the process steps of GenAI and creating a clear, easy-to-follow diagram that represents the workflow. Ideal Skills & Experience: - Proficiency in AWS: The candidate should have a deep understanding of AWS Step Functions and how to create diagrams within the platform. - AI/ML Knowledge: Familiarity with the AI/ML domain, including model training and evaluation processes, will be highly beneficial. - Analysis and Optimization: A background in process opti...

We ...knowledge of facial recognition and facial expression with AI or machine learning. A passion for learning and staying updated with emerging technologies. If you are a skilled Android/Flutter developer with a passion for AI and are excited about working on innovative projects, we would love to hear from you. Please submit your resume and portfolio showcasing your relevant experience. Features: Cloud-Based AI Services: Reinforcement Learning: Speech Recognition and Synthesis Computer Vision Natural Language Processing (NLP) Neural Networks: Machine Learning (ML) Libraries This is a great opportunity to be part of an innovative project that pushes the boundaries of what AI can do in the realm of user entertainment. Looking forward to discussing this project with qualified fr...

...experienced full stack developer who is well-versed in .NET and Angular to assist with the backend and frontend development of my project. Essential Tasks: - Involvement in both backend and frontend development processes - Providing valuable insights during project reviews Key Skills: - Strong competence in .NET and Angular - Proven experience in full stack development - A strong grasp of cloud technologies is advantageous - Excellent communication skills, as understanding and following project requirements are crucial Project Timeline: - There is no strict time frame for completion of this project. We value quality deliverability and careful attention to detail above speed. Ideally, you have a portfolio of previous projects to demonstrate your competency in these areas....

As a Startup...Startup in need of a Fractional CTO, I'm looking for a professional who could take care of the technology strategy and team management to improve our existing product's technology infrastructure. Key Responsibilities: - Developing a robust and scalable technology strategy that supports our business objectives - Managing and coordinating the tech team to ensure timely delivery and quality - Initiating and executing process improvements to optimize the existing technology infrastructure We're looking for a candidate who has a solid background in technology strategy and team management. Experience in technology infrastructure improvement is a plus. It's essential that you're able to work effectively with limited resources and und...

I'm looking for a skilled developer who can enhance the WhatsApp Cloud API to enable the sending of disappearing media (One-time view) with customizable expiration times and auto-deletion after viewing. This project is on an urgent timeline and will involve integration into both iOS and Android platforms. Key requirements: - Modification of WhatsApp Cloud API functionalities to allow for sending one-time view media. - Implementing a feature that allows the sender to set a customizable expiration time for media sent. - Ensuring that the sent media gets automatically deleted after it has been viewed. Your role will be to: - Understand the current functionality and limitations of WhatsApp Cloud API. - Develop custom solutions to enable one-time view media. - Imple...

...the speed and efficiency of the data loading process, which currently is our biggest bottleneck. - Familiarity with handling and tuning numerical data processing in R Shiny is a must. - Understanding of how data loading impacts the overall performance of R Shiny apps and how to effectively improve it. - Not only should your changes maintain the integrity of our current data presentation infrastructure, but they should also enhance the overall user experience by providing quicker access to insights. Ideal freelancers will have extensive experience in working with R Shiny apps, data optimization, and have a deep understanding on speeding up data loading operations. The app is already built and hosted on shinyapps.io. It is presented to the public on my Squarespace site. You c...

...large quantities of data and draw insightful conclusions from it - Develop advanced machine learning models to fulfill our needs - Apply natural language processing techniques for improved project outcomes - Design and develop AI models to meet project requirements - Convert AI/ML models into APIs that other developers can use - Perform statistical analysis on big data sets - Manage project infrastructure and the development of AI models and projects - Work with other machine learning engineers, data engineers, and AI engineers to develop machine learning models Below are the qualifications expected of an artificial intelligence engineer: Bachelor’s degree or several years of experience in computer science, data science, software development, or another related field; a ...

...data is to be transferred between devices and to AWS. Here's an overview of what the project entails: - Data Consolidation: You will be tasked with gathering data from different sources within the app and hardware on Raspberry Pis. - Duplicate Handling: Duplicates in the data set should be automatically identified and deleted before the upload process. - Data Transfer: The consolidated data is to be sent between the Raspberry Pis and also to the AWS platform. - Post-Upload Data Management: After the data is uploaded, you will need to ensure that the data is deleted from the original source. - Dashboard Development: The project also includes the creation of a dashboard with the functionality for historical data analysis of the data uploaded to AWS. The idea...

I'm looking for a skilled freelancer who can help me with a unique project involving Raspberry Pis and AWS Greengrass. Your main task would be to develop a system that allows Raspberry Pis to share updates with nearby devices offline. Key Requirements: - The system should be designed to share updates specifically with other Raspberry Pi devices running Raspbian, offline. - The purpose of sharing these updates is to cater to locations with limited internet access. This is essential for our project as it ensures that the devices can remain updated despite the lack of connectivity. - The system should be able to initiate the update process automatically. This means it should be able to detect nearby devices and share the necessary updates without requiring manual intervention. I...

I need...need a Terraform script that can provision a compute instance in Oracle Cloud Infrastructure (OCI), and automatically mount volumes to my desired mount points using user_data. The key requirements for this project are: - Creation of a compute instance on Oracle Cloud Infrastructure - Proper mounting of volumes to specific mount points - The mounting of the volumes should be done using user_data Ideal Skillset: - Proficient in Terraform scripting - Extensive experience working with Oracle Cloud Infrastructure - Strong understanding of volume mounting and user_data configuration - Knowledge of best practices for cloud provisioning and automation Please note that this project is specifically for Oracle Cloud Infrastructure...

I'm seeking expert assistance to work on the planning and design phase of my hydroelectric power project. This encompasses a range of tasks: - Site Assessment: Thorough evalua...Technology Selection: Guidance for identifying the most efficient and suitable hydro technology for the project. Experts with a strong background in hydro tech preferred. - Engineering Design: Well-versed in creating an optimized and robust design layout for the hydro plant. Must have a proven record in designing successful hydroelectric infrastructural plans. Expertise in hydroelectric energy and infrastructure design are a must. Knowledge in handling regulatory guidelines would be a significant advantage. Your strong communication skills will ensure precise understanding and successful execution of...

Create an experience cloud site. Create one dynamic reusable search component in site it should be visible to the the user A but should be hidden to the user B. If we will get 50000 records how to optimize solutions .

I'm looking for an experienced DevOps engineer who can handle the tasks of continuous integration and d...from development to production - Addressing any issues that may arise in the deployment process - Suggesting and implementing best practices for CI/CD in Python projects The ideal candidate should have: - Proven experience in implementing CI/CD pipelines for Python projects - Strong understanding of infrastructure as code and automation - Proficiency in tools like Jenkins, GitLab CI, or similar - Good knowledge of containerization technologies like Docker - Familiarity with cloud platforms like AWS or GCP - Ability to troubleshoot and optimize performance issues in the deployment process. Please respond with your relevant experience and successful projects ...

I am actively recruiting individuals and firms who use AWS for a partnership aiming at promoting the increased adoption of AWS through the CRP Program 2024. As a partner, you get to earn by launching projects on AWS. Projects that are core to this campaign include: - Web applications - Mobile applications - Data analytics solutions - Other AWS compatible projects Even though the ideal freelancer wasn't explicit, a solid background in AWS-based project launches will be a significant plus - conveyed by sharing past work, experience, and a detailed project proposal that reveals an understanding of what the initiative entails. No specific AWS services were pointed out as essential. However, having familiarity with EC2, S3, Lambda, among others,...

...and assess the images for quality. In the past I've used but this isn't the most accurate method. Sometimes it will miss images that are extremely pixelated and blurry, or filter out good images by mistake. I'm not sure if I should be using something like Amazon Rekognition, Google Cloud Vision, or Microsoft Azure instead? Or if I can save money and still get good results with a local option like OpenCV? I guess it depends on speed and accuracy. 2) I'd also like to be able to scan images in bulk and detect any text. Same question as far as whether or not I can save money by doing this accurately with OpenCV or something else? Or if I should be using one of the other providers

...online interactions, purchase history, demographics, surveys, and social media platforms. Data Cleaning and Integration: Employ robust algorithms and techniques to clean and integrate the gathered data into a unified and structured format. This involves standardizing data fields, removing duplicates, and resolving inconsistencies. Database Management: Develop a scalable and efficient database infrastructure to store and manage the integrated customer data securely. Utilize relational or NoSQL databases depending on the nature and volume of data. Analytics and Insights: Utilize data analytics tools and algorithms to derive actionable insights from the integrated customer data. Explore patterns, trends, and correlations to understand customer behavior, preferences, and purchasing h...

Notes---- pls Contact only if it is useful and you understand. Read first We are in search of a proficient Laravel/PHP developer to assist in the development of APIs for our upcoming matrimonial app. The backend infrastructure is based on Laravel, and we require the creation of several API endpoints to power core functionalities of the application. Notification API: Enable notifications for user interactions and events within the Code: Implement coupon code management for user promotions, including creation, validation, and : Develop APIs to manage user messages, including sending, receiving, deleting, and reading Active/Online: Track and display users' last active time and online Match: Calculate similarity scores between

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As an online learning provider, I offer a broad range of technical courses. I'm seeking an experienced sales person with an understanding of technical courses to drive the business forward. Key courses: - Web development - Data science - Embedded systems - Cyber security - Digital marketing - Auto CAD - Adobe Photoshop - Robotics - SQL - AWS - Data structures and algorithms Ideal candidate should possess: - Proven sales experience in the e-learning or tech industry