Keras gpu example jobs
I am in need of a GPU booking platform designed specifically for machine learning tasks. The platform will be utilized for a variety of research tasks, including data analysis, simulations, and scientific computing. Key Features: - Automatic scheduling: The platform should be able to automatically schedule GPU usage based on availability and user needs. - Usage monitoring: There needs to be a system in place to track and monitor GPU usage in real-time. - User account management: The platform should support multiple users, each with their own account and usage permissions. Ideal skills for this project include experience with cloud computing, machine learning, and building scheduling systems. A background in data analysis and scientific computing would also be benefi...
...Requirements: - Proficient in Python programming with extensive experience in machine learning tools. - Familiarity with the Jupyter Notebook programming environment. - Previous experience in setting up and configuring Windows PC for machine learning tasks is an advantage. My PC: Windows 11 Pro, x64-based PC, 13th Gen Intel Core i9-13900K, 3000Mhz, 24 Cores, 32 Logical Processors, 192 GB RAM, RTX 4090 gpu Regarding the subject matter, the imagery comes from uniformly lit, planar geometry, namely bird eye views to concrete bridge decks. The 7952x5304 rasters resolve down to .03mm features, the defect of interest being hairline cracks. We have as a starting point annotations using a poly line tool, the short term need being simply to highlight any cracks, independent of width or ...
I'm looking for a skilled video editor to create a project similar to the example video provided here: Here’s what I’ll provide: - The lyrics for the video. - Video clips to be used. - Background music. Your role would be to: - Edit the video by combining the clips, music, and lyrics so they sync seamlessly. - Ensure the final product has a style and feel similar to the example video. If you can replicate this style and bring the project to life, I’d love to work with you! Please share examples of similar work if available. We would start with this project. From there, I would want you to create between 1 - 5 videos monthly.
I'm looking for a seasoned professional to design, develop, and optimize GPU-based algorithms specifically for enhancing the accuracy of AI computations. The role will heavily involve working with matrix factorization within numerical linear algebra, identifying and solving performance bottlenecks predominantly related to kernel execution time. Key Responsibilities: - Create and implement high-performance GPU algorithms aimed at improving AI calculation precision. - Collaborate with mathematicians and AI researchers to innovate linear algebra solutions. - Diagnose and rectify performance issues, with a focus on kernel execution time constraints. - Contribute to the architectural development of our main acceleration platform. Ideal Skills and Experience: - Extensive bac...
...systems** and **smart contracts**. - Optimize AI algorithms for performance and scalability. - Collaborate with the development team to implement no-code AI tools. - Document the development process and technical details. --- ### **Requirements:** **✅ Must-Have:** - 3+ years of experience in **AI/ML development**. - Proficiency in frameworks such as **TensorFlow**, **PyTorch**, and **Keras**. - Strong programming skills in **Python** (preferred) or **JavaScript**. - Experience in developing and deploying machine learning models. - Familiarity with handling large datasets and data pipelines. **✨ Nice-to-Have:** - Basic understanding of **blockchain technology** and smart contracts. - Experience with **no-code/low-code platforms**. - Knowledge of clou...
I'm seeking a data scientist with robust machine learning expertise specifically in the area of classification. The project will primarily involve dealing with text data. Key Responsibili...a data scientist with robust machine learning expertise specifically in the area of classification. The project will primarily involve dealing with text data. Key Responsibilities: - Apply machine learning techniques to classify text data. - Interpret the results and provide insights. Ideal Skills: - Proficient in Python or R. - Experienced with libraries such as scikit-learn, TensorFlow or Keras. - Strong background in natural language processing (NLP) would be a plus. Experience: - Prior experience with text data classification. - Evidence of successful machine learning projects in ...
...focuses on optimizing boot time, enabling hardware acceleration, and configuring a static, read-only environment to run your SDL2 demonstration efficiently. Milestones: Boot Time Optimization Task: Reduce boot time to under 3 seconds, ensuring fast startup. Deliverable: Image with SDL2 loading quickly in a static, read-only environment. Estimated Time: 1-2 days Hardware Acceleration Task: Enable GPU acceleration for graphics and HDMI output for audio/video. Deliverable: System configured with hardware-accelerated graphics and HDMI output. Estimated Time: 2-3 days Static Environment & Disabled Peripherals Task: Disable networking, Bluetooth, GPIOs, and other unneeded features. Deliverable: Optimized system with only required peripherals active. Estimated Time: 1-2 days Vid...
...experienced developer for an AI deep learning stock program. The ideal candidate will have relevant experience in stock program development and deep learning. Key Requirements: - Proven track record in AI and deep learning applications, particularly in stock market - Excellent programming skills - Ability to integrate various data sources Ideal Skills: - Proficiency in Python with TensorFlow, R with Keras, or C++ with PyTorch - Strong understanding of stock market dynamics - Experience with real-time market data, historical stock data, and news and social media feeds Please note, only developers with relevant experience in AI deep learning stock program development are allowed to participate. Explaining how to create an **AI-based stock prediction program** to a developer who...
...Weights (compatible with Whisper/OpenAI framework). • Training Pipeline Code (scripts or notebooks) to reproduce your results. • Evaluation Report detailing metrics and any key observations about performance. What We Provide • All necessary Italian audio datasets (fully prepared and licensed). • Any domain-specific details or guidelines on usage, if needed. • Budget and guidance on cloud GPU usage (if applicable). What You Bring • Proven experience fine-tuning or training ASR (Automatic Speech Recognition) models. • Familiarity with Whisper or similar transformer-based speech models. • Ability to communicate training progress, challenges, and solutions clearly. • (Optional) Knowledge of Italian or prior projects...
...Validation: Testing and validating the model to generate results, including metrics like accuracy, sensitivity, and specificity. Deliverables: Fully functional code (Python/TensorFlow/Keras, Google Colab preferred). Final results and visualizations (accuracy metrics, confusion matrix, etc.). Proper documentation of the steps and methodology. I have an example Google Colab notebook that can be shared as a starting point. The preferred deadline is Monday, January 13, but I can extend the timeline slightly if additional time is needed to ensure quality results. Skills Required: Expertise in Python, TensorFlow/Keras, and deep learning. Experience with GANs and CNNs, particularly in medical imaging or related fields. Familiarity with Google Colab and handling large dat...
...(on-premise or in the cloud), for training a specific model for analyzing responses to a sociological survey, fine tuning the model must be carried out and an evaluation pipeline must be designed. The objective is to collaborate with a research team to train a unique and specialized survey data analysis model. Main responsibilities: Configure and maintain training infrastructure (PyTorch, Python, GPU, etc.). Collaborate in the selection and cleaning of data. Adjust the Llama 3 model to respond to specific sociology prompts. Monitor and evaluate the quality of responses (metrics and validation). Document and version the entire experimentation process. Technical requirements: Proven experience training or adjusting LLMs (Hugging Face, DeepSpeed). Use of Python, PyTorch an...
Expert FFmpeg. - Dashboard > show total streams online/offline > total input/output mbps/gbps network metrics > total connections online > total transcode profiles Show metrics gpu utilization, ram vram, degree/encoder/decoder stats it should support multi gpu. Show cpu utilization, show ram usage Usermanagement, create edit/delete/block/kick(dissconnect active connecctions) user/ allow from X host or XX and XX hosts / max allowed connections / bouqet asignment - Fingerpint send line text or able to use to use username to show on the streams of userline. - Transcoding profiles hevc/h264 - stream management, overview see stream status,bitrate/acodec/vcodec/format/total connections to channel, uptime channel, channel shour url Creating stream, selecting profile f...
...to enhance training performance and improve model test metric. I do not need a new code from scratch, but rather an expert who can make targeted changes to my existing code and run it on a gpu. I need a fully trained model within 2-3 days. My model has about half a million parameters and any changes to Network architecture must ensure the parameter count stays within one million. My test metric is miou and I want to achieve 80% while my current model gives me roughly 40%. Besides that, the final model should run on a CPU. Gpu is only required to make training faster. Key Requirements: - Access to a GPU and expertise in utilizing it for deep learning tasks - Proven experience with training deep learning networks - Proficient in TensorFlow Please read full project d...
...skilled freelancer to set up LLAMA 3.1 (8B) locally with a vector database (FAISS), focusing on both high-quality AI tuning and efficient vector database management. The goal is to build a robust system that integrates seamlessly with a Flask-based interface (developed by our team) to manage fine-tuning and document workflows. Key Deliverables: - Deploy LLAMA 3.1 with FAISS in Docker, ensuring GPU optimization. - Integrate the setup with a Flask-based GUI for document uploads and fine-tuning management. - Provide clear guidance and best practices for fine-tuning the model using PyTorch. - Offer strategies for organizing and optimizing the FAISS vector database. - Deliver comprehensive documentation for replicating the setup internally. We require someone with experience in depl...
I'm seeking an experienced DevOps professional to set up a GPU server on Google Cloud. The server will primarily be used for running machine learning models, specifically in the field of Computer Vision. The preferred framework for these models is TensorFlow. Key Responsibilities: - Set up and configure the GPU server on Google Cloud. - Ensure the server is optimally tuned for TensorFlow and Computer Vision tasks. - Provide documentation and support for server usage. Ideal Skills: - Extensive experience with Google Cloud and vast.ai. - Strong background in DevOps, particularly in setting up GPU servers. - Proficiency in TensorFlow and Computer Vision. Please include examples of similar projects you've completed in your proposal.
I'm in need of a service that can provide an image, a definition, and an example sentence for a significant number of words (more than 100). This is for the American Language Course, which is a book used to teach English to international military students. These words will be provided by me in sections. I have attached an PowerPoint example for section 7.1. Key Requirements: - Ability to source or create suitable images for each word. Any type of image is acceptable (stock images, custom illustrations, etc.) just as long as it appropriately represents the word. Preferably realistic. ChatGPT works. - Strong understanding of language to craft clear, concise definitions and example sentences. - Creativity and resourcefulness in finding or creating engaging and rel...
...parts of the process. Core Goals of the Project: Implement efficient ECC point multiplication (secp256k1) on FPGA hardware. Ensure high throughput for cryptographic operations (we are targeting 1B keys/sec performance). Offload ECC computation from the main processing units to Linux Server (with CUDA GPUs), using Ethernet communication to transfer results for further processing. Integrate with GPU for subsequent tasks such as hashing (SHA256, RIPEMD160) and address generation. Skills and Experience Needed: FPGA Development (preferably with Xilinx or Microsemi platforms, like SmartFusion2, Artix-7, or Lattice ECP5). Experience in implementing ECC algorithms in hardware (specifically secp256k1). Familiarity with Ethernet communication in FPGA designs (e.g., 1GbE MAC integ...
...training. • Clean and preprocess data using tools like langchain and datasets. 3. Fine-Tuning: • Fine-tune the model using LoRA, QLoRA, or PEFT techniques for efficiency. • Use Hugging Face Transformers or Deepspeed for training. 4. Exporting the Model: • Save the model weights and tokenizers. • Convert to ONNX or TorchScript for optimized inference. 5. Self-Hosting: • Deploy the model on a GPU server using: • Hugging Face Inference Endpoint. • NVIDIA Triton Inference Server. • Kubernetes for scaling. 6. Security: • Use Kyber for post-quantum encryption during model communication. (((PLAN #Get the Model: Download the pre-trained LLaVA weights. #Fine-Tune on our Data: Use tools like Hugging Face’s transforme...
I'm seeking a professional with a solid background in display driver development, Android OS, and frame buffer handling. The task involves modifying an existing display driver to enhance performance. Ideal Skills: - Proficiency in display driver development - Extensive experience with Android OS - Knowledge of frame buffer optimization - Experience in Linux kernel programming - Understanding of GPU integration and optimization - Experience in performance tuning for embedded systems - Familiarity with real-time operating systems (RTOS) The modification should focus on achieving faster rendering speed. The modification should target the hardware configuration "MTK PROCESSOR."
I'm seeking a Python expert with a GPU-based system to help me debug and run my PyTorch machine learning model. I have a minor error that's preventing the code from executing. What I need: - Someone who can quickly identify and fix the issue - Experience with PyTorch and machine learning models - Access to a GPU-based system to run the code I appreciate your understanding and look forward to your bid.
I'm in need of a Keras model that can effectively detect faults in industrial machinery by analyzing noise generated by these machines. The model should classify time series data into three categories: Fault A, Fault B, or Normal. Key Requirements: - The model will work with time series data of length 150. - The goal is to identify faults as early as possible. - The model should be able to maximize the total score based on detection accuracy: each correctly identified fault earns 1 point, while each misidentified fault deducts 1 point. Data Overview: - The training dataset contains approximately 400 time series recordings, while the testing dataset has around 1000. Please note that the testing dataset includes all the data from the training set. - All data is in the form of n...
... **Camera Integration**: - Use high-tech cameras (purchased separately) to analyze both the **front and back sides of coins simultaneously**. 2. **Conveyor Belt Control**: - Work with a conveyor belt system where coins pass under the cameras. - The software will trigger a **mechanical actuator** to push identified coins into a holding bin. 3. **High-Performance GPU Utilization**: - Software must utilize **multiple RTX 3090 GPUs** for real-time image analysis and processing. #### **Software Features** 1. **Coin Database**: - Preload a comprehensive database of US coins, including: - Known **key dates**. - Detailed descriptions of **mint errors**. - Approximate market values (sourced from online data)...
...secure database for colleges and user data. 6. Optimize search functionality for speed and relevance. 7. Ensure seamless backend and frontend integration with APIs. 8. Students should have a login dashboard to check their application status Required Skills: Frontend: HTML, CSS, JavaScript, React.js/Angular/Vue.js. Backend: Node.js/Django, API development (REST/GraphQL). AI: Python, TensorFlow/Keras, recommendation systems. Database: MySQL, MongoDB, cloud-based storage. Tools: Git, AWS/GCP, Docker/Kubernetes. Preferred: Experience in EdTech platforms, SEO, and payment gateways....
...connectors you can use the same texture for all balloons. The body must be colored by randomly choosing from a set of textures. It is mandatory that it be textured differently from the rest of the components and that the choice of texture be made from a set of at least 5. An example is attached. Balloon behavior The balloons in the scene must rotate on concentric paths. The paths are in the form of circles parallel to the planeXOZ and with the common center. For this you need to choose a point in the planeXOZ , C (for example(0,0) ), to designate the center of the circles. For each balloon, a height must be chosen (preferably randomly)H to rotate to (so the center of the trajectory will be(C.x,H,C. and) ), a radiusR of the circle describing the trajectory and a rotationa...
I’m seeking a freelancer to enhance my TensorFlow-based semantic segmentation model on the Cityscapes dataset. The current mIoU is ~40%; the goal is at least 80% mIoU using a novel and lightweight architecture (≤ 1M parameters). Requirements: - Experience in hyperparameter tuning, data augmentation, and fine-tuning. - Access to a GPU or high-performance computing resources. Responsibilities: - Design a novel, lightweight model architecture for semantic segmentation. - Optimize training processes and implement advanced techniques for performance improvement. - Train the model using high-performance resources. - Provide detailed documentation and actionable insights for further refinement. Deliverables: - A trained model achieving the target mIoU with a...
...upscaling (e.g., super-resolution) to restore visual quality after aggressive compression. >>>Step 5: Build the Core Phase 1: Develop a Prototype Use Python + FFmpeg/OpenCV for a fast prototype. Focus on implementing one or two innovations (e.g., custom transforms or ML-based motion estimation). Phase 2: Transition to High-Performance Code Rewrite critical components in C++ or Rust. Integrate GPU acceleration using CUDA (NVIDIA) or Metal (Apple). Phase 3: Create a Compression Pipeline A typical pipeline looks like this: Preprocessing: Frame filtering, resizing, noise reduction. Compression: Transform encoding (DCT/wavelets/learned transform). Motion estimation and prediction. Entropy coding. Output: Save the compressed file in a container format (e.g., MP4, MKV). ...
I'm looking for a graphic designer who can create a series of inspirational quotes, tailored for social media. The project is titled 'hidup keras', which translates to 'hard life' in English. This title serves as a theme, suggesting that the quotes should resonate with people facing challenges and looking for motivation. Key Responsibilities: - Design visually appealing graphics featuring inspirational quotes. - Ensure the quotes are suitable for various social media platforms. - Maintain a consistent aesthetic throughout the project. Ideal Skills: - Proficient in graphic design software. - Strong understanding of social media trends and aesthetics. - Ability to convey deep emotions through design. Please provide samples of your previous work with inspi...
I'm seeking an experienced data scientist with LSTM (Long Short-Term Memory) model expertise to help me develop an anomaly detection system. The model will be analyzing the movement data of dogs, specifically looking for an...develop an anomaly detection system. The model will be analyzing the movement data of dogs, specifically looking for any unusual patterns or behaviours. Key details: - The data is stored in CSV files. - The primary purpose of the model is to identify anomalies in the movement of dogs. Ideal skills and experience: - Proficient in Python and its data science libraries (Pandas, NumPy, TensorFlow, Keras). - Extensive experience with LSTM models and anomaly detection. - Strong understanding of working with time series data. - Experience in handling and proces...
...increased load and during multitasking. What Needs to Be Done: - Conduct an in-depth analysis of the existing codebase to identify and document performance bottlenecks. - Optimize video playback and animations. - Reduce system load and eliminate performance degradation caused by multiple iframes. - Implement hardware acceleration (GPU) on Raspberry Pi to enable smooth 4K video playback. Add hardware monitoring features: - Retrieve CPU and GPU temperatures. - Retrieve GPU load levels. - Implement HDMI CEC functionality to control the connected TV (turn on/off). - Prepare detailed technical documentation of all implemented changes to facilitate future maintenance. - Mandatory Requirements for the Freelancer: - Proven experience with Electron and Node.js. - Successf...
...● Consider optimisations for both CPU and GPU (NVIDIA CUDA) execution. Use Case: The above model will be used to calculate the head pose and also the emotions of the face Title: Custom YOLO object detector for edge devices Target Model: ONNX format for maximum portability. Input for the Model: Frame Output: The model should detect Person, Smart Phone, Cigarette, Bicycle, Car, Motorcycle, Bus, Truck, Indian auto rickshaw, Traffic lights, Traffic Sign Boards, Cat, Dog, Sheep, Cow, Bottle. Project Output: Training Code, Inference Code in Python, list of datasets used Hardware Optimization: ● Primarily target NVIDIA Jetson Nano for edge deployment. ● Minimise CPU and RAM usage for efficient resource utilisation. ● Consider optimisations for both CPU and GPU (NVIDIA CUDA) execution...
I need assistance in configuring my Hyper-V to share a GPU. This setup is primarily to enable graphical applications on my virtual machines. The VMs in question are Windows-based, specifically running Windows Server 2019. Ideal Skills and Experience: - Extensive knowledge and experience with Hyper-V - Proficient in GPU sharing configuration - Familiarity with Windows Server 2019 - Experience with setting up virtual machines for graphical applications
...experience in Machine Learning to design and deliver a practical 12-week course aimed at participants who want to acquire market-ready skills. Proven expertise in Machine Learning, especially in areas such as predictive modeling, data processing, and supervised/unsupervised learning. Previous experience as a trainer or course designer (online or in-person). Proficiency in tools like Python, TensorFlow, Keras, Scikit-learn, or similar. Ability to clearly explain complex concepts in a practical and approachable manner. Strong teaching skills and a focus on active learning. Must be fluent in Spanish (spoken and written). Design a 12-week structured course with theoretical and hands-on modules. Provide real-world examples and practical projects to ensure skill application. Optiona...
... - Peripheral devices - Hostname - IP Address - MAC Address - RAM - CPU Name - CPU Speed - installed printers - Store all collected data in a MySQL database on the local network =========================================================== Collect windows information hardware and software and save it to MySQL database on network Hostname Logged in user name Ip address Mac address Ram GPU CPU Ram Operating system Version Build Printer installed Software installed List of process running Application will start collect data generate hash for all data and save it to a table to be used next collection if same data don’t send it/save to MYSQL if different send it/save Application will run every 12 hours =========================================================== ...
I'm working on a project involving training radiotherapy contour images for automatic contouring. I have a ready-made AI code that needs running on a local PC equipped with an RTX 3090 graphics card. I require assistance with: - Verifying necessary software and drivers are installed on the PC - Partially setting up the environment to run the AI code Ideal skills and experience include: - Familiarity with AI code execution - Experience with setting up complex software environments - Knowledgeable about RTX 3090 and associated software requirements - Relevant experience in image processing and radiotherapy would be a plus I need a professional who can ensure everything is in place for the code to run smoothly. Cloud-based execution isn't necessary for this task.
...details). - Payment and revenue management. - Logs for troubleshooting user issues. --- ### **3. Payment System** #### **3.1 Payment Gateway Integration** - Support for subscription payments. - One-time and recurring payment options. - Regional currency support for different markets. #### **3.2 Subscription Plans** - Tiered plans (e.g., Basic, Premium) with different API usage limits. - Example: - Basic Plan: 30 hours/month. - Premium Plan: 100 hours/month. - Usage notifications when approaching limits (push/email notifications). #### **3.3 Usage Limits** - Real-time API usage tracking. - Automatic restriction of access when limits are exceeded unless upgraded. --- ### **4. Backend and Database Requirements** #### **4.1 Backend Framework** - Python-based bac...
I'm in need of a seasoned AI developer to build an advanced software so...incorporate a user-friendly interface into the solution. Specifics of the Project: - The AI solution needs to be compatible with Whole Slide Images (WSI). - The training of the AI model will be conducted using raw images without annotations. Ideal Skills and Experience: - Deep Learning Frameworks: The ideal candidate will have a strong background in using frameworks such as TensorFlow, PyTorch, or Keras. - Model Development: Hands-on experience with Convolutional Neural Networks (CNNs) and Transfer Learning is a must. - UI/UX Design: Prior experience in user interface design is an advantage. This project is a unique opportunity to contribute to a critical health solution, and I look forward to seeing ...
This is for a food catering service. Looking at the logo should evoke a craving and create an irresistible urge to order the food. I want the logo to look very similar to the example provided. The main difference is that instead of "YummyPella," it needs to say "YummyPaella" with an "a" between P and e. Maintain the current look and feel. Additionally, create a version of the logo that includes only the letter "Y" and the shrimp on top. The deliverables include both logos in HD, in photoshop with layers and a version in black and another in white.
...Report: A detailed report including: Problem definition and project scope. Dataset description and preprocessing steps. Model architecture and training methodology. Results and evaluation metrics. Challenges faced and solutions implemented. Requirements: Strong experience in machine learning and deep learning, specifically in CNNs. Proficiency in Python and relevant libraries (e.g., TensorFlow, Keras, OpenCV). Knowledge of real-time inference techniques. Experience in working with gesture recognition or sign language projects is a plus. Additional Information: The project should be completed with clean and modular code. Detailed comments and documentation within the code are essential. The freelancer should be available for discussions and feedback sessions....
I'm facing an issue with my Docker setup. I need a professional who can help me configure Docker to utilize my NVIDIA GPU for rendering tasks. Key Requirements: - Expertise in Docker with Linux OS. - Extensive experience with NVIDIA GPUs. - Ability to troubleshoot and resolve configuration issues effectively. Ideal Freelancer: - Previous experience with video rendering in Docker. - Proven track record of successful Docker GPU configurations. - Strong problem-solving skills and attention to detail.
I am looking for a data scientist and a writer with experience in machine learning, particularly with Bi-directional LSTM deep learning algorithms. Your task will be to write an article suitable for journal publication on air pollution prediction using PM2.5 ...should be as beginner friendly as possible to avoid suspision. the journal/article should be published in websites where more b tech final year students upload their article not on some international websites except google scholar,springer,etc should be completed within a time span of 20 days Ideal candidates will have: - Proficiency in Python and familiarity with libraries such as TensorFlow or Keras. - Experience with data visualization tools. - Strong academic writing skills. - Previous publication in a scientific journal ...
I'm looking for an expert in MATLAB and GPU to assist with processing numerical data from generated datasets. Key Requirements: - Extensive experience with MATLAB and GPU - Proficient in handling and processing numerical data - Ability to work with generated datasets - Prior experience in data processing projects is preferred. Your primary task will be to leverage the capabilities of MATLAB and GPU for efficient data processing. Please provide a portfolio of similar projects you've undertaken.
...Report: A detailed report including: Problem definition and project scope. Dataset description and preprocessing steps. Model architecture and training methodology. Results and evaluation metrics. Challenges faced and solutions implemented. Requirements: Strong experience in machine learning and deep learning, specifically in CNNs. Proficiency in Python and relevant libraries (e.g., TensorFlow, Keras, OpenCV). Knowledge of real-time inference techniques. Experience in working with gesture recognition or sign language projects is a plus. Additional Information: The project should be completed with clean and modular code. Detailed comments and documentation within the code are essential. The freelancer should be available for discussions and feedback sessions....
...weights. Experimentation with various activation functions (e.g., GELU, Sigmoid) is encouraged. You are free to use NAS (Neural Architecture Search) algorithms, hyperparameter optimization tools (Optuna, AutoKeras, NNI), or manual design approaches. The ultimate goal is to push state-of-the-art performance for lightweight classification models on CIFAR100. Resources & Environment: A cloud-based GPU instance (e.g., RTX 4090) will be provided for training. Desired Skills & Experience: Proven experience in deep learning, especially model architecture design and optimization. Familiarity with lightweight architectures and pruning techniques is a plus. Ability to carefully balance performance and computational constraints. Strong knowledge of PyTorch or TensorFlow,. *READ...
...performance using metrics like accuracy, precision, and recall, comparing results with expert dental evaluations. Dataset: The dataset consists of high-resolution IOPA X-ray images collected from dental clinics, formatted as JPEG/PNG files. Preferred Skills: Experience with Python, TensorFlow, or PyTorch Knowledge of computer vision and medical imaging Familiarity with tools like OpenCV, Keras, or similar frameworks Experience in preprocessing and working with radiographic images is a plus Budget: Open to proposals, looking for a cost-effective solution. Timeline: We expect the project to be completed within 3-5 weeks. Deliverables: A fully functional model for root canal detection Documentation on implementation, usage, and model evaluation Sou...
I'm launching a new VPS, Web & GPU Hosting, and Domain Selling business. I need a professional web developer to create an SEO-friendly and mobile-responsive website for me. The site will primarily sell VPS hosting services, with a design and functionality akin to alexhost.com. Key requirements include: - A dedicated VPS hosting services page featuring: - A detailed comparison chart of our offerings - A section for user reviews - Integration of Live Chat Support Ideal candidates should have: - Extensive experience in web development, particularly in creating e-commerce websites - A strong understanding of SEO principles and mobile-first design - Familiarity with web hosting industry standards and features Please provide examples of similar projects you've compl...
Project to Create Simple Ai voice phone assistant. Requirements: • Use Number from provided Telnyx account • Use Custom Voice Profile from provided account • Install on provided Virtual Machine (Ubuntu Server) you specify requirements Future we will host on dedictated GPU system • Use ALL Open Source applications (if possible) • Demonstrate that our model has been custom trained Testing: • I will call the assigned Telnyx number provided, the Ai Assistant will Answer: “Hello, This is Steves’ Ai Assistant, how can I help you?” • Ai Assistant will perform standard model conversations • Ai Assistant will demonstrate the following trained responses: ◦ Input: “I am looking for...
...grapihc using widgets, show total connections, show total streams online/offline/ show per row each gpu statics with utilzation graphics , show total in and outgoing network metrics/ usage of traffic (from uptime second til now realtime) if reboot server then start from 0 traffic data - page live streams , show stream details (kbps/audio/codec/videocodec/total connections/uptime stream/restart stop buttons, mini popup jwplayer or hls player to show live stream - add stream, support multi source setup, select gpu , select profile for transcode, select output http stream/rtmp stream output - profiles for transcoding (attach to gpus) (all settings for best quality streaming (h264 / h265) - multi gpu support - create/userpass for watch http stream/rtmp streams /lock to...
...Description: I am seeking expert advice on the best hardware setup for running a chat-based Retrieval-Augmented Generation (RAG) application efficiently. The application will be hosted locally to ensure data privacy and will handle moderate to high user traffic. Key requirements: 1. CPU: Suggestions for processors that balance cost and performance for multitasking and handling AI workloads. 2. GPU: Recommendations for GPUs capable of efficiently handling model inference and fine-tuning tasks (e.g., NVIDIA series or alternatives). 3. RAM and Storage: Ideal memory and storage capacities for smooth operation. 4. Scalability: Hardware options that support scaling as user traffic increases. 5. Cost-Effectiveness: A budget-friendly solution leveraging open-source tools. Pl...
