Data engineer certification jobs

I need a professional audio engineer to help clean up a video for court. The video has significant background noise that needs to be eliminated. - Noise Source: The video contains both music and conversations in the background, which need to be heavily reduced. - Primary Audio: The main focus is on the speech and dialogue within the video. All unnecessary noise needs to be removed, while keeping the dialogue clear and audible. Ideal candidates should have experience in heavy noise reduction and audio editing, preferably for legal purposes.

I'm looking for an industrial designer or an automotive engineer who can design a two-wheeler intended for commercial purposes. Key Requirements: - The vehicle must have the capacity to carry heavy loads (over 30 kg). - It will primarily be used on urban roads, so the design should take into account the typical conditions of such terrain. Ideal Skills: - Experience in designing commercial vehicles - Familiarity with urban road conditions - Ability to design for heavy cargo capacity - Knowledge of relevant safety and regulatory standards

...a seasoned hardware and firmware developer to engineer an offline, WiFi-compatible USB pen drive via an ESP32 module paired with an SD card module. This device should operate as a conventional USB pen drive, whilst also facilitating wireless data transfer and management. Key Requirements: - The primary function of this device is to support wireless data transfer, specifically enabling file sharing between multiple devices. - Compatibility is crucial. The pen drive must support seamless wireless file sharing across Windows, macOS, and Linux operating systems. Ideal Skills: - Extensive experience in hardware and firmware development. - Proficiency with ESP32 and SD card modules. - Strong understanding of USB drive functionality and wireless data transfer mech...

I'm in need of a seasoned PCB engineer who specializes in PCB design and layout for double-sided PCBs. The purpose of this PCB is for automotive applications, so it needs to adhere to industry standards for durability and performance.

I am in need of a proficient IT Support Engineer specializing in network support. The scope of the project includes: - Network setup and configuration: You will be responsible for establishing and configuring our network systems. - Network troubleshooting and repair: I need someone who can promptly identify and fix any network issues that may arise. Your expertise will be primarily focused on: - Routers and switches: These are the key networking devices that require your support. - Servers: You will also be responsible for the network aspects of our servers. Ideal candidates for this project should have extensive experience with network support, specifically in setting up and configuring networks as well as troubleshooting and repairing network issues. Prior experience with rout...

I'm looking for a software engineer or a team of developers who can build a complete, robust, and user-friendly SaaS solution for managing a gated community, with a primary focus on resident management. The software should be comparable to existing solutions like MyGate, but with unique features and enhancements. Key Features: - Comprehensive resident management: This includes tracking of resident information, managing visitor access, handling security alerts, and monitoring community engagement. - Payment and dues tracking: The software should have a seamless interface for tracking payments and dues from residents, with automated reminders and updates. - Communication tools: The platform should feature interactive communication tools similar to message boards, allowing reside...

...The pipeline will incorporate: GDFL 1-minute OHLCV data. Level 2 order book data (market depth). Computed Greeks (Delta, Gamma, Theta, Vega, etc.). AI/ML models for generating trading signals and evaluating performance. Scope: Acquire, clean, and store the relevant data. Calculate and integrate Greeks for each option contract. Engineer features from OHLCV, Level 2 order book, and Greeks. Develop AI/ML models for predictive signals or strategy optimization. Backtest and analyze strategy performance. Provide documentation, deliverable code, and a final report. 2. Key Deliverables Data Management & Integration Scripts/Processes to fetch and organize GDFL 1-min data (NSE & BSE). Integration of purchased Level 2 data into a unified...

I'm seeking a high-level Deep Learning Engineer to help classify CIFAR100 images. The ultimate goal is a strong position on the Kaggle leaderboard. Key project requirements: - Model Optimization: The model should prioritize achieving the highest accuracy while minimizing parameters and FLOPs. This requires a deep understanding of model complexity and performance trade-offs. - Advanced Data Augmentation Techniques: The use of advanced data augmentation techniques is crucial. Specifically, I want to utilize methods like Cutout or Mixup to enhance the model's robustness and generalization capabilities. - Convolutional Neural Network (CNN): The model should be based on a Convolutional Neural Network (CNN). Therefore, deep expertise in designing, implementing, an...

...frontend engineer with experience in React and other modern frontend technologies to work on an exciting 45-day project. The goal is to build a polished, interactive dashboard based on a Figma high-fidelity design. About the Project: The project involves creating a high-quality dashboard that is visually appealing, responsive, and user-friendly. We’ll share a sample of the Figma design to give you a clear idea of what we’re aiming for. Your expertise will be critical in translating this design into a functional product. Responsibilities: Implementing the dashboard UI based on Figma designs. Writing clean, scalable, and reusable code. Ensuring the dashboard is responsive and performs well across devices. Collaborating with the backend team to integra...

I'm looking for someone to apply for Data related roles on LinkedIn on my behalf, using my resume and cover letter. Key Responsibilities: - Targeting specifically Data related roles. - Utilizing my resume and cover letter for applications. - Seeking opportunities primarily in data science - No specific companies in mind, open to all. Ideal skills for this job include: - Familiarity with the Data Engineering field. - Proficiency in LinkedIn job applications. - Strong understanding of Big Data processing. - Excellent communication skills to represent me effectively.

I'm in need of a sound engineer to help clean up recordings from my voice acting team. The recordings are primarily for animation/character voices. The most common issue I'm facing is muddled sound quality, and I want the final cleaned recordings to be in WAV or MP3 format. I can do the cutting myself, ideally I just need someone who understands audio engineering to help me set up presets for each of my regular voiceover teammates to optimize their sound. Ideal freelancer skills and experience: - Proficient in using Waves plugins - Excellent sound engineering skills - Experience with voice over editing, particularly for animation - Able to maintain consistent sound quality across multiple recordings - Capable of providing a professional standard of sound processing

I'm seeking an expert in proxy server settings and routing to set up a dedicated proxy on my server. The proxy should be tailored for Instagram and the authentication method must be IP-based. Key Requirements: - Set up a proxy on my dedicated server with IPv6/32 - Proxy should be designed specifically for Instagram - U...functionalities - Provide high-quality service within a reasonable timeframe Anyone who sends a message to this project, I will come to you privately, but please create a proxy to be tested by me. If it is good, it will open the door to many projects. Thank you. I do not need someone to waste my time because my time was wasted by two programmers on this platform. If the proxy is good I will pay for the engineer to work on my server. The proxy should be IP...

I'm in need of a seasoned product engineer with expertise in small motors who can help evaluate a product and re-engineer its manufacturing process. The main goal is to enhance the product's quality, market fit and overall performance. Key Responsibilities: - Conduct thorough product evaluation - Identify areas that require improvement - Re-engineer the product's manufacturing process for optimal efficiency Ideal Skills and Experience: - Proven experience in product design and development - Strong background in quality assurance - Expertise in process optimization - Excellent problem-solving skills - Familiarity with product market assessment

I am in need of a seasoned landscape engineer who can assist me in designing a landscape for a new residential construction. The project also involves creating building plans and a bill of quantities. Ideal Skills and Experience: - Proficiency in AutoCAD for designing detailed and accurate plans. - Extensive experience in landscape design, particularly for residential properties. - Proven track record in drafting building plans for new constructions. - Competence in preparing a comprehensive bill of quantities. - Ability to work collaboratively and incorporate feedback into designs. Please consider this project if you possess the necessary skills and experience. Your expertise will help in creating a beautiful and functional landscape for this new home.

I'm in need of a skilled sound engineer to help address an issue of noise transference in my home. The primary source of the noise is footsteps from above. Key Responsibilities: - Analyze and assess the noise transference issue - Propose and implement sound engineering solutions to mitigate the problem Ideal Skills and Experience: - Proven experience in noise reduction and sound engineering - Excellent problem-solving skills - Previous work in residential environments is a plus - Able to work discreetly and professionally within a home setting. Please, only bid if you have the required experience and can provide a portfolio of similar projects. Thank you.

I'm in need of a seasoned Juniper engineer who specializes in network setup and configuration. The project involves setting up a Local Area Network (LAN) that will primarily connect IoT devices and sensors. Ideal Skills & Experience: - Extensive knowledge and experience with Juniper network devices - Proven track record in LAN setup - Familiarity with IoT devices and sensor integration - Excellent problem-solving skills - Strong understanding of network security (a plus)

Chemical Engineer Needed for Creating Industrial Chemical Datasheets and Catalogs **Description:** We are looking for a freelance Chemical Engineer with expertise in industrial chemicals to create professional datasheets and catalogs for our products. **Requirements:** - Research and compile technical specifications and industry applications. - Prepare datasheets and catalogs in editable formats (Word, Excel, and PDF). - Ensure the output is professional, accurate, and visually appealing. **Skills Required:** - Strong knowledge of industrial chemicals. - Proficiency in Microsoft Word, Excel, and PDF tools. - Excellent research and writing skills.

Two 8,000 foot long utility mains, one potable water and one stormwater drainage, are included in the scope for detailed fabrication-level 3-D design. We have a good set of contract design documents including drawings, specs, and a 3-D model to start with. We are looking for an experienced piping designer who can create these designs for our engineer of record, who will oversee the work. The final deliverables will be the 3-D model, 2-D traditional drawings of the main and associated three (3) drainage pump rooms.

I'm in need of a seasoned mechanical engineer with a robust background in industrial design. The objective is to innovate and enhance the structural integrity of an aerial vehicle currently in the patent application phase. Key Responsibilities: - Focus on ensuring the aerial vehicle's structural integrity. - Propose innovative solutions to strengthen the vehicle. - Utilize provided conceptual designs for product development. - Provide datasheets for any equipment proposed. The primary goal is to enhance the vehicle's aerodynamics to increase flight efficiency. Therefore, I expect the engineer to: - Implement design changes that improve aerodynamic performance. - Balance structural integrity with the need for flight efficiency. Lastly, the aerial vehicle sho...

AI Tool Development Using Canva API Project overview: Seeking an experienced AI engineer to develop tools for manipulating design elements via Canva API. Requirements: - AI development focusing on integration with Canva API. - Tools should allow customization of colors, font sizes, logo images, and main pictures. - Utilize predefined templates for design parameters modifications. -------------------------------------- 1. Understanding the current operation and its issues (a) Current work content We recognize that the current workflow for banner production is roughly as follows. 1). Prepare product images, product descriptions, catchy copy, brand logo, etc. for the product for which you want to create a banner 2). Select a Canva template that matches the product image from a li...

I'm looking for an experienced Mechanical Engineer proficient in Autodesk Inventor to assist with assembly design for an industrial plant. The primary focus will be on creating designs suitable for steel and metal sheet components. Key Responsibilities: - Design assemblies using Autodesk Inventor. - Create designs suitable for steel and metal sheet components. - Understand and cater to the specific needs of the industrial plant sector. Ideal Skills and Experience: - Proficiency in Autodesk Inventor. - Prior experience in assembly design.

I'm seeking an Azure DevOps engineer who has extensive experience integrating Salesforce into the Azure DevOps pipeline. The focus will be on Continuous Integration (CI) and Continuous Deployment (CD). Key Skills: - Expertise in Azure DevOps and Salesforce integration - Proficient in implementing CI/CD pipelines - Knowledgeable in Bash scripting - Familiar with Salesforce components like Custom Objects, Apex Code, Visualforce Pages Requirements: - Implement a comprehensive CI/CD pipeline that includes all Salesforce components - Integrate multiple testing frameworks within the pipeline, specifically JUnit for Apex tests and Selenium for UI tests - Utilize custom scripts where necessary Your role will be pivotal in ensuring our Salesforce components are seamlessly integrated...

Seeking a NC licensed engineer to create drawings for a new, unconventional septic system installation. This project is for a residential property specifically designed for an Aerobic Treatment Unit (ATU). The system is an Ecological Tanks Aquasafe AS1500. These drawings will be submitted to the NCDEQ for a surface discharge system. I have engineered site plans already. Must have NC engineer stamp. The ideal freelancer will have extensive experience in designing and drawing plans for septic systems, particularly ATUs. Prior work with residential properties is preferred. Please provide examples of similar projects in your proposal. I would like it done in 14 days.

I am seeking a qualified Biomedical Engineer with expertise in servicing life support equipment. The role encompasses a variety of responsibilities, including: - Equipment maintenance - Troubleshooting and repair - Installation of new equipment General experience with life support equipment is sufficient for this role. There is no need for familiarity with specific brands or models. Your knowledge and skills in the field will be critical in ensuring the optimal functioning of our equipment and providing necessary repairs and installations in a timely manner. Please bid if you possess the required skills and experience.

I need a professional translator certified to translate a legal document from Spanish to English. The document is 6-20 pages long and the translation is intended for an official record. Ideal skills and experience for the job include: - Proven experience in legal translation - Certification in translation from Spanish to English - Attention to detail for official record accuracy - Ability to handle documents of 6-20 pages - High level of fluency in both Spanish and English

Nuance has played a foundational role in the evolution of speech recognition. Our ASR research team uses deep learning to map audio to text with high fidelity, even in challenging acoustic environments and tight resource constraints, leveraging application knowledge to ensure optimal performance. I'm seeking a skilled engineer with experience in deploying Nuance applications. Your primary responsibility will be to assist in the setup and deployment of the Nuance Application. Ideal Skills and Experience: - Extensive experience and understanding of Nuance applications Doing system integration with MicroSoft SQL and AVAYA. - Proficient in technical troubleshooting and system integration Your role will encompass: - Aiding in the deployment of the Nuance application - Providing ...

I have completed architectural blueprints for a single-family home and require a structural engineer to produce necessary structural drawings. This includes: - Foundation Design: The design must ensure the home is stable and secure. - Framing Plans: These should outline how the structure will be supported. - Load Calculations: This must detail how weight will be distributed throughout the home. Ideal candidates for this project should have extensive experience in residential structural engineering, deep understanding of load calculations and framing plans, and a proven track record of designing stable foundations. Please provide samples of similar projects you've completed in your bid. Must provide PE Stamps for California.

I want to put a picture of myself into an AI sort of picture. The pic that I want to be into is a young woman with a light saber that you can see reflected in her glasses. Since I'm a laser engineer, I would like to substitute a green laser beam for the light saber. in some type of laser lab. I'm just not sure how to accomplish that. I would like to have three different pictures with slight variations. Instead of a cigarette, I would like to use a thin cigar of the same size. My pics are below and while I don't have sunglasses on, I would like to have a dark thin set on my face so the light can be reflected in them, similar to the pic.

Automation Engineer for Custom Data Entry and Autofill Systems We are looking for an experienced Automation Engineer to help develop tools for automating data entry and form autofill processes. This project requires expertise in building efficient, user-friendly automation systems tailored to diverse online workflows. Responsibilities Automation Development: Design and implement solutions for automating form completion using structured data. Develop Chrome extensions or similar tools for efficient autofill functionality. Ensure compatibility with various platforms and workflows. System Integration: Work with APIs and databases to retrieve user data for dynamic input into forms. Ensure seamless integration of automation tools with our platform. O...

I want to put a picture of myself into an AI sort of picture. The pic that I want to be into is a young woman with a light saber that you can see reflected in her glasses. Since I'm a laser engineer, I would like to substitute a green laser beam for the light saber. in some type of laser lab. I'm just not sure how to accomplish that. I would like to have three different pictures with slight variations. Instead of a cigarette, I would like to use a thin cigar of the same size. My pics are below and while I don't have sunglasses on, I would like to have a dark thin set on my face so the light can be reflected in them, similar to the pic.

We are seeking a skilled Software Developer with expertise in Python and Node.js to join our team on a project basis. The ideal candidate will be responsible for troubleshooting and resolving issues in our existing applications hosted on a Digital Ocean server. **Responsibilities:** - Analyze and troubleshoot existing Python code and Node.js applications to identify issues and improve performance. - Implement fixes and enhancements to ensure optimal operation and security of applications. - Collaborate with the development team to discuss issues, propose solutions, and deploy fixes. - Manage deployments and updates on a Digital Ocean server environment. - Document all work performed, including code changes and troubleshooting steps. - Provide regular updates on progress and developments. ...

We are migrating data from our current ERP system (that is stored in an SQL database) to Microsoft Dynamics Business Central Cloud. The source database structures is different than Business Central. We have been able to reverse engineer both the databases and create ERD models and DDL scripts. Also we know how to create Dynamics APIs and use AL to interact with Dynamics. We are looking some consulting advice on how best migrate the data into dynamics. For example looking for ideas how to best table and field match, what software tools to use, best proccess etc for this ETL project. Please describe any experience you have with ETL/migrating data between different systems. Please add the word DYMANICS123 to the start of your proposal so we can weed out automat...

I need an expert to help me troubleshoot my PostgreSQL database on a Linux system - Specific on Openproject (Live environment) https://www.openproject.org. The application is hosted on Ubuntu server with multiple applications. Tasks: - Backup application and make sure no damage is done to any other applications running oh the machine - troubleshoot database (OpenProject is not displaying hours spend on projects/tasks) - upgrade OpenProject to latest version (community) Ideal Skills and Experience: - Proficiency in PostgreSQL - Extensive experience working with Linux systems - Ubuntu Server - Strong troubleshooting skills - Ability to diagnose and resolve database issues efficiently

we need a Data architect with following requirements for 2-3 months assignment( 1 position ) Required Skills & Experience Required Profile 7+ years of experience on Database warehouse / lake house programming Experience in implementing at least 2 end-to-end data warehouse / data lake projects Experience in implementing at least 1 Azure Data warehouse / lake house project end-to-end Converted business requirements to concept / technical specification Worked along with source system experts in finalizing ETL and analytics design Support data modeler developer in design and development of ETLs Creation of activity plan as per the agreed concept with timelines Technical Expertise: Strong experience with Microsoft Azure components, including Azure Dat...

I'm looking for a skilled data engineer/ data scientist to create a web-based link for reporting that can be used by executives. This application should generate various crucial reports including: - Financial reports - Performance reports - Resource Utilization - Revenue Forecast The ideal candidate should be able to integrate data visualization features in the form of charts and graphs, dashboards, and interactive elements. Experience in creating similar web-based applications will be highly advantageous. This project is aimed at enhancing decision-making processes, so an understanding of executive needs in reporting is a plus. We are considering to use Power Bi for reporting and there is potential source data hosted at AWS SERVER. I would like to...

Here are photos of my motor relay. A wire came loose and I forgot where to attach it. Where do I attach the red wire? To qualify for this project, PLEASE ANSWER THE FOLLOWING SCREENING QUESTION : V=I? Thank you for your help.

I am in need of a licensed structural engineer who can provide their stamp for a carport, 1 Page drawing only. Ideal skills and experience for this job include: - Licensed Structural Engineer for Miami Dade County. ( with valid Number)

...Basements (1st, 2nd, 3rd): 9000 m² each • Floors (Ground to 3rd): 5350 m² each • Roof and Upper Roof: 5350 m² Scope of Work: We need a qualified freelancer [Electro-mechanical Engineer(s)], who has strong Revit Software Experience to upgrade our Revit model in two stages: 1. Upgrade from LOD 300 to LOD 400 (Shop Drawings): o Review and enhance the model to generate detailed shop drawings. o Add construction details, dimensions, and materials. o Perform clash detection and coordination. 2. Upgrade from LOD 400 to LOD 500 (As-Built Model): o Finalize the model to reflect as-built conditions post-construction. o Ensure all data is fully coordinated and accurate. Deliverables: • LOD 400 shop drawings for all relevant disciplines (Structural, MEP, ...

I'm looking for a seasoned blockchain engineer. The engineer will be engaged for 5-6 hours daily with a monthly compensation of 50k INR.

I'm in need of a proficient sound engineer and producer for a music track recording. Your primary responsibility will be recording the music track. Ideal Skills: - Proficient in sound engineering - Experienced in music recording - Excellent technical skills in using recording equipment and software - Good communication skills Your experience in working with various music genres will be a plus, but it is not mandatory. Please provide your portfolio with examples of your previous work. We are looking for a sound engineer to assist us with a new project next year. Something out of our usual niche. We are going in to a local school to record approximately 40 tracks in the beginning of April. We will be having the CD professionally created and printed. Before we can get ...

Project Description: We are looking for a Network Engineer or IT Specialist with expertise in campus-wide network setup and configuration to make our college campus, including admin and hostel buildings, network-enabled. This is an on-site project in Patna, Bihar, and the selected candidate must handle the entire process from installation to configuration and testing. The project involves installing and configuring the following networking equipment (equipment provided by us): Firewalls, routers, and switches (L2 and L3 switches with PoE features). Indoor and outdoor access points. Network racks, patch panels, and other infrastructure. LAN cables, conduits, fiber cables, and connectors. The goal is to ensure seamless Wi-Fi and LAN connectivity across the entire campus, supporting ...

...a skilled Azure Data Engineer Technical Trainer/Tutor who can deliver high-quality training to our clients. This role requires candidates with a strong technical background and a passion for teaching. The ideal candidate should have extensive experience in Azure data engineering and training delivery. What We Need From You as a Recruiter: Identify and vet qualified freelance or contract candidates who meet the following job requirements. Manage the recruitment process, from sourcing to presenting a shortlist of top candidates. Ensure candidates are skilled and motivated to handle the responsibilities outlined below. Candidate Responsibilities (For Your Recruitment): Design and deliver comprehensive training programs on Microsoft Azure data services, includ...

The requirements are as follows: 1 Must have a lawyer qualification certificate 2 Pass certification on the designated platform (no certification is possible without a lawyer qualification certificate) 3 Open a silver membership on the designated website (no fees for the first month) 4 The articles are provided by me, you only need to register and publish 5 The fee is settled according to the number of articles published, and the settlement is made after each publication.

I'm looking for an engineer with experience in microcontrollers or Arduino to build a timer for an educational project. This timer should have the following functionalities: - Countdown Timer - Interval Timer The timer should use a Seven-segment display. Ideal candidates for this project should have a strong background in electronics and programming, particularly with Arduino or similar microcontrollers. Experience with building educational tools or projects will be a plus.

E-commerce Specialist Profile As an experienced eCommerce professional, I bring a strong background in managing and optimizing online stores across various platforms, ensuring growth and profitability. I specialize in driving traffic, enhancing customer experience, and increasing sales through strategic online marketing and data-driven decision-making. Key Skills and Expertise: E-commerce Strategy: Expertise in developing comprehensive eCommerce strategies that align with business goals, optimizing product listings, and improving conversion rates. Product Management: Proficient in managing product catalogs, ensuring accurate descriptions, pricing, and inventory control to deliver an excellent user experience. Online Marketing: Experience with SEO, SEM, email marketing, and social...

I am in need of a skilled Network Engineer who is proficient in both setting up and maintaining a network. Key Responsibilities: - Network Setup & Installation: The engineer will be responsible for installing and configuring network devices, ensuring optimal network performance from the outset. - Network Troubleshooting & Maintenance: Post-installation, the engineer will need to monitor the network, troubleshoot any issues that arise, and perform regular maintenance to ensure ongoing network reliability. The ideal candidate for this project should have experience working with a variety of network devices, including: - Routers and Switches: Understanding of how to configure these devices for optimal network performance is crucial. - Servers: Experience with s...

I need a skilled SolidWorks engineer to create a comprehensive engineering drawing from a 2D submission. The purpose of these drawings will be for manufacturing. Key Requirements: - Detailed annotations on all mechanical parts. - Proficiency in SolidWorks and experience in creating manufacturing drawings. Ideal Skills: - SolidWorks expertise - Mechanical engineering background - Attention to detail - Manufacturing knowledge Please only bid if you can deliver high-quality, detailed, and accurate drawings.

I'm working on a college project involving a VR teleoperating robot and I need comprehensive support from hardware selection to system integration. Key Tasks: - Hardware Selection and Setup: While I have some specific hardware in mind, I will need expert advice on other components. - Software Development: I need a skilled software engineer to develop the necessary software for the robot. - System Integration: This will involve integrating various components including sensors and actuators, control systems, and communication modules. The ideal freelancer for this project should have: - Extensive experience with hardware setup and selection for robotics - Proficiency in software development, particularly for VR and teleoperating systems - Strong skills in system integration ...

I'm looking for a talented musician or sound engineer to convert my WAV songs into a DAW Project file with midi that uses VSTs and sounds similar. I have several songs to convert and have enough weekly work for quality work. Key Requirements: - Transcription of the song to incorporate various full band elements. - You would have to send samples of the result as you work, using your own VSTs or similar. - Experience with the style of music and understanding of its distinct beats and instrumentation. - Listen to the provided audio file of my song and accurately transcribe it into MIDI. - Ensure that all musical elements, including melody, harmony, rhythm, and dynamics, are captured in the Project file. - Provide the final Project file. - Optional: If possible, include a brief w...

I'm looking for an experienced audio engineer who is well-versed in Studio One 5 and can provide comprehensive tutoring on all aspects of music mastering. This will specifically pertain to mixing and mastering solo piano pieces. I'd prefer to work with someone in North or South America and who has a good understanding of English. Key Requirements: - Provide detailed, step-by-step verbal instructions. - Use screen sharing for hands-on guidance. - Record the session for later review. Current Experience: I consider myself at an intermediate level with Studio One 5.