Gpu cuda ffmpegJobs

This project focuses on configuring an existing high-performance computer to process and query large datasets using the Llama3 (70b) language model. The objective is to enable efficient data handling and querying capabilities on the local system. Configure the existing computer with the following specifications for optimal performance: CPU: Intel Core i7-12700F GPU: Nvidia RTX 3070 Memory: 32GB DDR5 RAM Storage: 1TB SSD Operating System: Windows 11 or Linux Set up and optimize the Llama3 (70b) language model on the local system. Process 2,300MB of data to be optimized for use with the Llama3 model. Develop a user interface or command line utility to facilitate local data queries using the Llama3 model. Deliverables: Con...

...each server. Each server requires: - 16 GB of RAM per GPU - PCIE 4.0 x8 / 3.0 x16 bandwidth per GPU - At least 8 CPU threads per GPU - ***A graphics device that will not be passed through for customers, e.g. an old GPU, the integrated graphics of a CPU, or of a motherboard that supports it (e.g. the Asrock Rack ROMED8-2T comes with an onboard graphics controller)*** Ultimately, this will be a marketplace for compute. People will pay less for a virtual machine with a GPU with inadequate bandwidth (e.g. PCIE 3.0 x4) than a GPU with adequate bandwidth (e.g. PCIE 3.0 x16), as they'd be able to run more intensive workloads. The quality of your hardware will determine your earnings. need hosts to have integrated graphics, another older GPU...

...not solvable with traditional iterative methods. on the other hand it may be possible to solve with GPU or genetic algorithm generally the tasks i have to work on we have already tried the textbook / chatgpt solution and it requires a more creative solution... the catch with this one is obtaining a result when the traditional iterative approach involves trillions of calculations in the case we determine it is not viable for a particular task to run the full compute time required we will evaluate on: a) sampling compute performance and notes b) python (trading/finance) research (large number optimization) competencies: i) logic, coding & problem solving skills ii) computing (parallel/vector/cpu/gpu etc) iii) mathematics (sampling/genetic/particle swarm algorithm etc) FE...

This role is responsible for the development, deployment, and management of a decentralized AI and GPU-sharing platform. The ideal candidate will combine expertise in AI, blockchain technology, and systems infrastructure to drive the implementation and scalability of the platform. Responsibilities: Design and develop a Layer 1 blockchain infrastructure specifically optimized for task distribution in decentralized environments. Design, implement, and maintain AI services using popular frameworks such as TensorFlow, PyTorch, Caffe2, and MXNet. Develop blockchain components, focusing on smart contracts and decentralized applications (DApps) integration. Manage cloud-based and on-premise GPU nodes, including deployment, scaling, and monitoring. Ensure system reliability and sca...

Seeking a ~Mobile App Developer to create a cross platform (iOS & Android) app with embedded python, allowing communication with a downloaded Large Language Model (LLM). The app should operate offline and include GPU utilization control. Requirements: 1. Cross-platform app (iOS & Android) with embedded Python. 2. Ability to communicate with a downloaded LLM offline. 3. Clean, intuitive chat interface. 4. Previous Q&A history section with retrieval and deletion options. 5. settings selection including Dark Mode, with the following options: Text-to-Speech Option Voice Input Meeting Summaries Document Summarization Bidding Details: Please provide bid cost and timeframe completion Additional Information: User-friendly interface and efficient functionality are ...

...on a Tesla T4 GPU. I would like the latest version of OpenCV to be installed on the GPU, using Python as the primary programming language. The solution you provide must be generic enough to ensure that OpenCV can be installed on any other GPU in the future. Key Requirements: - Installation and setup of the latest version of OpenCV on a Tesla T4 GPU, leveraging CUDA and cuDNN. - Ensure functionality is maintained for Image Processing and Video Analysis. - Implement the solution in Python. - Provide thorough documentation for future reference. Ideal Freelancer: - Should have significant experience in working with OpenCV and GPU setups. - Proficiency in Python and a good understanding of CUDA and cuDNN. - Previous experience in configuri...

I am looking for a professional who can assist me with my daily Bitcoin mining operations. Key Requirements: - Experience in Bitcoin mining, particularly with GPU and CPU miners - Knowledge of best practices for optimizing mining efficiency - Ability to guide on hardware maintenance and replacement - Monitoring and understanding mining software intricacies If you have experience with these tasks and think you can help me achieve my daily mining targets effectively, please reach out.

I am looking for a skilled Android developer to create a ffmpeg demo app that is prove the concept of few advance command that is worked on windows console - ffmpeg Android - ffmpeg -rtsp_transport tcp The ideal candidate should have experience in ffmpeg Android library and expert only

...experienced individual to lead the development and deployment of a decentralized AI and GPU-sharing platform. This long-term project requires a candidate with extensive expertise in AI, blockchain technology, and systems infrastructure to drive the implementation and scalability of the platform. More than 5 years of experience. Responsibilities: Design and develop a Layer 1 blockchain infrastructure optimized for task distribution in decentralized environments. Implement and maintain AI services using frameworks such as TensorFlow, PyTorch, Caffe2, and MXNet. Develop blockchain components, focusing on smart contracts and decentralized applications (DApps) integration. Manage cloud-based and on-premise GPU nodes, including deployment, scaling, and monitoring. Ensure syste...

I'm looking for a skilled developer to lead the creation and deployment of a decentralized AI and GPU-sharing platform. Your primary goal will be to combine AI, blockchain, and systems infrastructure knowledge to create a high-performance and secure platform that's fully scalable. Responsibilities: Design and develop a Layer 1 blockchain infrastructure specifically optimized for task distribution in decentralized environments. Design, implement, and maintain AI services using popular frameworks such as TensorFlow, PyTorch, Caffe2, and MXNet. Develop blockchain components, focusing on smart contracts and decentralized applications (DApps) integration. Manage cloud-based and on-premise GPU nodes, including deployment, scaling, and monitoring. Ensure system reliabili...

I urgently need an expert, ideally possessing extensive knowledge in CUDA, cuDNN, and Anaconda, to help configure my Windows system. the GPU cuda was working , and wen I tired to use ViT (Vision Transformer) and I installed I got some error and does not work any more Key requirements include: - Setting up CUDA and cuDNN on my Windows system using Anaconda. The specific Anaconda version being used is yet to be determined. - Comprehending the exact statuses of the graphics card installed in my system. - Demonstrating how to utilize the GPU in Jupyter Notebook with Vision Transformer (ViT). The essence of this project is to gain a grasp on how to leverage GPU resources efficiently and then apply those skills into the Vision Transformer. The ta...

...comfortable working with adult content. The ideal candidate must have experience with Stable Diffusion and Large Language Models (LLMs). They also must have skills to impart the AI component with chatbot and animated avatar features. The main goal for this project revolves around a content management system. You can see our progress @ (NSFW). We also host a discord bot from our cloud GPU running stable diffusion and sadtalker for animating the characters. Key requirements: - Extensive React and Laravel/PHP experience - Demonstrated expertise in AI - Proven proficiency in Stable Diffusion - Experience in creating Chatbots and Animated Avatars - Knowledge in Large Language Model (LLM) This project is an excellent opportunity for those who have a passion for AI and are loo...

I'm seeking assistance for an exciting project, which involves harnessing GPU capabilities to act as a node in a blockchain network. This promises to be an adventure into the world of blockchain technology, distributed consensuses, and GPU programming. Precisely, I need somebody with experience in the following: - Understanding blockchain basics. No prior experience with blockchain is necessary, but it would be advantageous. - Implementing Proof of Work as the preferred consensus algorithm in our project. - Being adept at CUDA GPU programming techniques, we will mainly focus on memory optimizations, asynchronous operations, and multi-threading tasks. For this project, proficiency in GPU programming and a deep understanding of distributed system pr...

I'm looking for a freelancer proficient in C++, OpenCV, and Qt. The challenge is to seamlessly compile OpenCV 4.5 with GPU support in Qt Creator on a Windows operating system. I have a C++ program that utilizes the real-time object detection feature of YOLO for object recognition. Currently, it's straining the CPU (95-98%). Your task is to lower the CPU load and optimize the program's performance. Ideal skills and experience would include: - Strong C++ Programming - Experience with OpenCV, ideally OpenCV 4.5 - Proficiency. with Qt Creator - Familiarity with YOLO object detection - Experience in performance optimization of object recognition programs

I'm in need of someone to convert my existing Pytorch DDP code to Huggingface Accelerate framework. Key Project Details: - The primary goal of this migration is to move from existing Pytorch DDP, to Huggingface Accelerate architecture. - The code should be able to run on CPU-only mode, on a single GPU machine, and also on multiple-GPU machines. The GPU's are all Nvidia. - The code will need to be tested on my machines (CPU-only machine; machine with single-GPU; and machine with multiple GPUs) and execute smoothly without error using my datasets. If the code does not execute out of the box, you will need to log in to my computer to set it up to ensure smooth running. Pytorch environment under PyCharm/Ubuntu is already set up. These two links should g...

I'm reopening it since many have reached out, feeling like they're very skilled programmers, and unfortunately, I trusted and wasted a lot of money. PLEASE ONLY REACH OUT IF YOU HAVE VERY GOOD EXPERIENCE WITH XUIONE. I want the current FFMPEG and FFPROBE to be updated to the latest version specifically for XUIONE; the latest is 7.0, and FFMPEG and FFPROBE should also be able to read MPD streams.

...expert in machine learning, with a focus on supervised regression and extensive experience handling numerical data. Your primary task will be to develop a reliable algorithm that can predict continuous values - in this particular case, related to the project's data. I looking for machine learning algoirthm implementation to be trained and automatically draw schematic interconnection for 2 IC's or GPU. This project is basic college project. Key Requirements: - Proficiency in supervised learning techniques, particularly regression. - Strong experience in working with numerical data. - Ability to build a well-structured, efficient machine learning algorithm. This is a great opportunity to showcase your machine learning skills and contribute to a cutting-edge project. L...

As an AMD GPU owner, I'm facing severe problems with my PC not booting correctly. Troublingly, my computer is persistently crashing and there is no display on the monitor. I've tried both reinstalling drivers and checking GPU seating as initial troubleshooting steps, but these have unfortunately failed to rectify the issue. The job will involve pinpointing the root cause of these issues and implementing a solution that will let my PC boot properly. Freelancers interested in this job should ideally have: - Proficiency in troubleshooting AMD GPUs. - Knowledge on different PC hardware components. - Experience in diagnosing and resolving hardware boot issues. - A good understanding of driver installation and configuration. The objective here is not just to fix th...

I am looking for an experienced developer who can use Cython to wrap my existing CUDA code. This is a relatively simple code that is currently used for data analysis. Task: This is done in Linux (ubuntu). I had a old cython code that used to be able to connect with the CUDA code, i think the newer version of CMake changes had made it impossible. I have attached a small reduction of the code, it is pretty much just calling a CUDA kernel from the Python using Cython. The CMake builds, but when the Cython is imported the symbol cannot be found. (to build you need to define an environment variable CUDAHOME points to your nvcc) Steps: 0 (optional) you can Make the cuda code inside to check if it works (1) run (with CUDAHOME env var) (2) run (fail at this point a...

I urgently need an expert to install CUDA on my Ubuntu Linux system for Tensorflow and Pytorch

I urgently need an expert to install CUDA on my Ubuntu Linux system for Tensorflow and Pytorch

I am in need of a DevOps Engineer who is proficient in hosting and Python Flask applications on a dedicated domain. Currently, the project is deployed on an AWS GPU server, however, it's not accessible through the domain. Key Requirements: - Proficient in DevOps to facilitate hosting. - Experienced in deploying and hosting and Python Flask applications. - Ability to configure the HTTPS domain for the project. - Familiarity with AWS GPU server configuration. Your primary task will be to ensure the proper configuration and deployment of the project on the HTTPS domain. This includes setting up the necessary security measures and ensuring the website is accessible to users through our company's domain. Please share your relevant experience and skills in your bid.

the new version from FFMPEG it must be the latest version

I'm seeking a skilled developer to convert the existing FFMpeg code I have to be used in Python Currently my FFMpeg is in Java for Android, but I need it for to FFMpeg with Python. The primary reason for this conversion is to enable additional functionality. The Python version of FFMpeg will be primarily used on Linux. The major task would be integrating an overlay drawtext functionality, which is capable of displaying both dynamic timestamps and user input text. In summary, the key components of the project include: Here is the Java code we're using and it works. But we need to use this code in python - Converting FFMpeg from Java to Python for use on Linux - Implementing overlay drawtext with dynamic

skilled ffmpeg expert to work on a live transcoding project. - CMS should be built in laravel. it should use nginx for hls streaming with user pass and ip restriction protection. it should have all encode decode options for h264 and h265 with cuda / nvenc encode /decode i have system wit 4x rtx quadro 4000 so the system should have also option to select from wich gpu wich channels are going to transcode. it should have realtime datalogics like incoming outgoing network metrics realtime each gpu utilization of encoder/decoder graphic based utilization of ram and cpu. page with show all live streams/offline streams with options restart stop delete edit buttons streams should show with realtime datas like uptime speed codec bitrate connected users on stream...

Hi I will generate the CUDA code for you Regards

- Experience with multiple multimedia libraries and frameworks: FFmpeg, GStreamer, libvpx, x264, x265, etc. - Knowledge of multiple streaming protocols (RTMP, RTSP, RTP, HLS, WebRTC, DASH, etc.) and codecs (AAC, Opus, H264, H265, VP8, VP9, AV1, etc.). - Experience with at least one commonly used media server software: RED5, Wowza, Kurento, etc. - Highly proficient in database design, with both relational and NoSQL (Scylla, Redis) databases. - Comfortable working with AWS, Linux, Docker, Kubernetes, continuous deployment workflow, multiple programming languages tech stack.

I'm looking for a skilled professional to configure my AI server for anomaly detection. The server is equipped with an RTX AT6000 GPU, and access will be provided through SSH. Key Requirements: - Configuration of the AI server to perform anomaly detection tasks efficiently. - Ensure the server is utilizing the RTX AT6000 GPU effectively for the AI tasks. Ideal Skills and Experience: - Proficiency in AI server configuration and optimization. - Experience in anomaly detection using AI. - Familiarity with RTX AT6000 GPU. Please note that the installation and configuration of specific software or libraries for anomaly detection will be required as well.

I'm seeking a skilled freelancer well-versed in Bittensor mining on GPU, with the ability to provide high-level performance on a cloud platform. Key Requirements: - Proficient in Bittensor mining: You should have a deep understanding of the Bittensor mining process, including the configuration of mining software and the optimization of mining performance. - Experience with cloud GPU mining: I need a freelancer who knows how to utilize cloud GPU resources effectively and can ensure high performance for optimized earnings. - Detailed project proposals: When applying, please provide a detailed project proposal outlining your approach to achieving high-performance Bittensor mining on a cloud GPU. -Installation and configuration of the Bittensor mining nodes -T...

I am seeking a skilled professional to deploy a opensource embedding model on cloud to achieve the lowest cost at the specified performance level. We seek developers familiar with the following skils: -infinity embedding engine/huggingface TEI deployment(gpu) -transformers and sentencetransformers deployment(cpu) -cold start optimization This is just the beginning of our semantic search project, so collaborations on more future projects is possible, apply if interested!

In this task, I'm seeking a capable developer who excels in Python and AI to deploy my image classification project to a Tromero GPU Instance server. The main goal of the project is to classify different types of intruders. Key details: - Objective: Prioritize image classification specifically for intruders. - Intruder Categories: The AI needs to be capable of differentiating between two distinct intruder profiles. - Server Deployment: Deploy the Python-based AI project on a Tromero server. - Pulse Audio Libraries: Proper configuration of pulse audio libraries is required. The ideal candidate should have the following skills and experience: - Proficient in Python and AI, specifically in the field of image classification. - Familiarity with configuring and managing Tromero s...

Seeking an expert in CUDA development with proficiency in C++, specializing in GPU programming. This project involves the following: • GPU programming in C++ • Strategies to introduce parallel algorithms in a GPU-friendly manner The ideal candidate will showcase the ability to optimize code to run various algorithms efficiently and in parallel using CUDA. Strong background in GPU-specific matrix operations and image processing will be a bonus but isn't mandatory. This project revolves around perfecting performance and reliability, and is an excellent opportunity for those adept in the mentioned domains.

I'm looking for a skilled professional who can set up CUDA and cuDNN on my Windows system with Anaconda, along with a demonstration of how to use the GPU in Jupyter Notebook. Key Requirements: - Installation of the latest versions of CUDA and cuDNN - Configuration within the Anaconda environment - Successful demonstration of GPU utilization in Jupyter Notebook Ideal Skills: - Proficiency in working with Windows operating system - Strong experience with Anaconda and Jupyter Notebook - Prior knowledge of CUDA and cuDNN installations - Ability to demonstrate GPU utilization in Python Note: Your bid should reflect both the installation setup and the demonstration process. Please provide an estimated timeline for the completion of this project.

I am seeking an experienced professional who can assist me in installing Nvidia Maxine AI software on my PC. The objective is to leverage the capabilities of Nvidia Maxine...understood what I am asking you to, please in the proposal talk about your related experience concerning my project. I do not care what you did in the past. Skills and Experience: - Knowledge of Nvidia Maxine AI Software and its requirements - Familiarity with Windows operating system and driver installations - Understanding of Nvidia GPU technology and its compatibility with Maxine AI Software - You must be able to see if my PC has the required dedicated GPU and is capable of handling the job and be able to ensure that the software is optimized for my system configuration.

I urgently need a C++ developer to assist in expanding my project. Your task will be to implement a unique feature which requires capturing low-level screenshots directly from the GPU. The key responsibilities include: - Developing a new, specialized feature that captures and handles GPU screenshots. - Ensuring the smooth and efficient performance of this new feature. It's beneficial if you have prior experience with similar GPU-related tasks and a solid understanding of C++ programming, API integrations, and screenshot capture techniques. Please bid now if you believe you have the skills and can deliver swiftly.

...performance. The specific programming languages used for the current implementation are unknown as the previous question was skipped. In terms of hardware, my setup currently includes Windows and GPU. Thus, the successful freelancer should have experience working with these specifications and will consider this in the implementation process. The ideal freelancer should have an extensive background in Stratum v2 protocol, have efficient problem-solving skills, as well as have a competent understanding of mining software integration and optimization. Experience in working with Windows and GPU hardware is also a major plus. IN YOUR RESPONSE LEASE include - (1) how have you configured and set-up "tproxy in windows? (2) Have you used Awesome Miner? Have you used Mins...

I'm looking for a skilled Python developer with experience in GPU programming using CUDA to assist in a project that involves image processing and data analysis. - I have a python code and I need to modify it to work with GPU the code takes an image changes its pixels one by one and each pixel change calculates new image hashes if images hash satisfies some specs it save image and code ends. this is whole python code is doing now. it is a 40 lines code. very simple for someone who knows how to code on cuda.

Hi, the opensource does not support audio playback and export. You need to implement it. Ideal skills and experience for this job include: - Strong proficiency in C# and WPF - Prior experience with FFmpeg integration - Proven track record with audio editing - Good understanding of MP3, WAV, and AAC formats NOTE: We have already extended the project so you will need to guide me to implement the changes you do in this project into our project.

I'm in need of a developer who can compile a Windows Exe file for the Real-ESRGAN GitHub project. The Exe file should operate on CPU, and accept command-line. Currently, the GitHub project offers only a GPU exe file, hence the need for a CPU version. GitHub link for Real-ESRGAN:

...for remote work where we can collaborate comfortably. This setup is ideal as I am keen to learn from the process. • Location: The job will require on-site work. The exact address will be provided upon selection. Laptop Specifications: • Model: Origin EVO15-S • Exterior Color: Gunmetal • Motherboard: EVO15-S • Display Type: 15.6” QHD 240Hz sRGB 100% • CPU: Intel Core i9 12900H • GPU: RTX 3080 • Memory: Corsair Vengeance 64GB Kit (2x32GB) DDR5 4800MT/s SODIMM • Operating System: MS Windows 11 Home • Operating System Drive: Corsair 4TB MP600 PRO XT GEN 4 • Audio: Integrated High-Definition Audio • Networking: Intel Dual Band Wireless-Wi-Fi 6 AX201 + BT M.2 Required Skills: • Wi...

...specialized on a specific industrial sector, it is necessary that it is trained on a set of additional documentation, for example using a RAG (Retrieval-Augmented Generation) mechanism. Consider that I have approximately 10,000 documents in pdf and word format for a total of approximately 1 TB. As part of the work, the freelance shall provide the specifications for a server (e.g.: RAM, Memory, GPU...) on which deploy the LLM and to carry out the LLM training. Once trained, the LLM shall be re-trained periodically (e.g. every 6 months) on updated set of data. In general, training could be repeated several times. The application shall implement a token consumption mechanism in order to implement a pay-per-use business model. When a user makes a request, he consumes a certain numbe...

...deep learning, particularly in neural networks and NLP, sets the foundation for success. Technical Proficiency : With Python fluency and familiarity with AI/ML libraries and tools, including LangChain, OpenAIs GPT, TensorFlow, and PyTorch, you re equipped to innovate. Distributed Computing : Experience with distributed computing for AI is essential, as is the ability to navigate the complexities of GPU or TPU utilization. Software Engineering Know-How : A strong grasp of software engineering practices, from version control to CI/CD pipelines, ensures quality and efficiency. Problem-Solving and Collaboration : Exceptional problem-solving skills, innovative thinking, and the ability to collaborate effectively across teams are crucial. Ethical Framework : A solid understanding of et...

I am looking for Automatic Number Plate Reader on indian Plates i am looking for who can provide immediate solution no data available for training, so anyone who have done this before with good accuracy on standard and non standard plates can bi...Plate Reader on indian Plates i am looking for who can provide immediate solution no data available for training, so anyone who have done this before with good accuracy on standard and non standard plates can bid. > vehicle Detection classification ( car, bus, truck, bike, auto) > number plate ocr of single and 2 line plate > green and yellow plate also consider. > need to run this solution without GPU, so we need solution which can run on ubuntu with lower config, openvino prefer only. who have already made this solution with...

I am seeking someone who can compile and create a simple Windows executable file for the Real-ESRGAN GitHub project. This executable should be capable of running on CPU, accepting commands via command line. It should be a standalone program, functioning without the need for an API, internet connection, or dependencies on other software. The GitHub project currently provides only a GPU executable file, which is why I require a CPU version. Real-ESRGAN GitHub link: " This version maintains the essential information while enhancing readability and clarity. It also includes a hyperlink to the GitHub project for easy reference.

...which has been causing major headaches. To set the scene, the videos I'm dealing with are low resolution and have short durations. I've customized the ffmpeg settings for the conversion process but it seems like my attempts are doing more harm than good. Here's where you come in. I need an expert to handle the optimization of the ffmpeg settings for the GPU. I am not looking for a quick fix and not necessarily to address the CUDA error right away, but primarily to set up a robust and efficient conversion system that will prevent such issues in the future. Ideal candidates should have: - Extensive experience with ffmpeg - Knowledge of GPU settings - Experience in dealing with memory issues - Patience to optimize until the bes...

I am looking for a skilled web3 developer who is able to build a dapp for our existing project. The primary functionality of the dapp will be a marketplace for GPU renting and lending. This project requires the following skills and experience: - Proficiency in web3 development - Experience in building dapps - Knowledge of token swapping - Previous work in creating marketplaces The key requirement for this project is connecting our existing website with web3 wallets like MetaMask and Trust Wallet. While the initial version of the dapp doesn't require extensive features beyond this connection, the potential for new feature additions in the future is substantial.

Video 4gb in size playing smoothly in chrome when we use our website. But same video of our website playback or buffering when run in safari browser. Video is compressed verson of original using ffmpeg

...virtualization. Our objective is to develop a permanent HWID (Hardware Identification) virtualizer capable of virtualizing various hardware IDs on a Windows-based system. Project Description: We require the development of a C++ program capable of permanently virtualizing the following hardware IDs: - Disks - Volumes - SMBIOS - UUID - BIOS Serial Number - Chassis Serial Number - MAC Address - CPU/GPU - TPM Module - MD5 - SHA1 - SHA256 - Memory - Windows Product ID The virtualizer should be designed to retain the virtualized HWIDs even after a system restart. A robust persistence mechanism should be implemented to ensure the virtualization is enduring. Furthermore, it is imperative that the program be cross-platform and compatible with various versions of Windows (...

Video 4gb in size playing smoothly in chrome when we use our website. But same video of our website playback or buffering when run in safari browser. Video is compressed verson of original using ffmpeg

I need an expert in ffmpeg & CUDA for fast video encoding. Optimized encoding commands need to generate MP4 files that are similar in size to downloaded videos, but the encoding process must be expedited via GPU usage. Key Requirements: * The result should be in MP4 format. * Video quality and encoding speed are crucial. * The target video resolution is 480p. Ideal Skills: * Extensive knowledge of ffmpeg and CUDA. * Experience in video encoding, particularly fast encoding. * Detailed understanding of optimizing for video quality and speed under specific resolution constraints(i.e, 480p in this case).