Setup for Machine Learning with GPU Support

$250-750 USD

Kapalı

İlan edilme:

yaklaşık 2 ay önce

$250-750 USD

Teslimde ödenir

Requirements for Advanced GPU-Based Model Training To build a complex and advanced GPU-based training model, especially for deep learning, machine learning, data processing, and performance monitoring, the following libraries are recommended. 1. Deep Learning and Machine Learning Frameworks · • TensorFlow (with GPU support): tensorflow-gpu · • PyTorch (with GPU support): torch, torchvision, torchaudio · • Keras: keras · • XGBoost (with GPU support): xgboost · • LightGBM (with GPU support): lightgbm · • CatBoost (GPU-supported Gradient Boosting): catboost 2. NVIDIA Libraries for GPU Acceleration · • CUDA Toolkit: Essential for GPU support. Ensure compatibility with GPU and TensorFlow/PyTorch version. · • cuDNN: NVIDIA's deep neural network library. · • NCCL: For multi-GPU support (for distributed training). · • TensorRT (for inference optimization): tensorrt 3. RAPIDS Suite for Data Processing on GPU · • cuDF: GPU DataFrame manipulation similar to pandas. · • cuML: GPU-accelerated machine learning library. · • cuGraph: GPU graph analytics library. · • cuSpatial: Spatial analytics on the GPU. 4. Data Manipulation and Preprocessing · • pandas: pandas · • NumPy: numpy · • Dask (for parallel processing): dask · • scikit-learn: scikit-learn 5. Data Augmentation and Image Processing · • OpenCV: opencv-python · • Albumentations: albumentations · • Pillow (image processing): pillow 6. Visualization and Monitoring · • Matplotlib: matplotlib · • Seaborn: seaborn · • TensorBoard (for model monitoring and performance tracking): tensorboard · • Plotly (for interactive dashboards): plotly · • Dash: dash (for custom monitoring dashboards) 7. Natural Language Processing (NLP) · • transformers (Hugging Face’s Transformers library): transformers · • SpaCy: spacy · • NLTK: nltk 8. Distributed Training and Hyperparameter Optimization · • Horovod (for distributed training): horovod · • Optuna (for hyperparameter optimization): optuna · • Ray (for distributed computing and hyperparameter tuning): ray 9. Performance and Profiling · • NVProf (for profiling GPU usage; part of NVIDIA’s CUDA Toolkit) · • nvidia-ml-py3 (for GPU monitoring): nvidia-ml-py3 · • psutil (for monitoring system resources): psutil 10. Others · • joblib (for parallel processing): joblib · • tqdm (for progress bars): tqdm · • h5py (for saving large model files): h5py

CUDA

Python

Machine Learning (ML)

C++ Programming

Algorithm

Proje No: 38767089

Proje hakkında

79 teklif

Uzaktan proje

Son aktiviteden bu yana geçen zaman 16 gün önce

Biraz para mı kazanmak istiyorsunuz?

E-posta adresi

Freelancer'da teklif vermenin faydaları

Bütçenizi ve zaman çerçevenizi belirleyin

Çalışmanız için ödeme alın

Teklifinizin ana hatlarını belirleyin

Kaydolmak ve işlere teklif vermek ücretsizdir

79 freelancer bu proje için ortalama $541 USD teklif veriyor

@AwaisChaudhry

Hello, I'm excited to help you set up a robust machine learning environment with advanced GPU support. I understand the need for a comprehensive suite of tools, including TensorFlow, PyTorch, and various NVIDIA libraries like CUDA and cuDNN, to ensure efficient model training. I'll ensure all necessary libraries are correctly integrated for optimal performance, distributed training, and data processing. My experience with Python, CUDA, and algorithm development will be valuable in creating a seamless training setup tailored to your needs. Could you share more about the specific models or applications you plan to run? This will help in fine-tuning the setup for your requirements. Looking forward to your response. Regards, Muhammad Awais

$750 USD 10 gün içinde

4,9

(33 değerlendirme)

7,8

@MashoodurRehman1

I am Machine Learning expert with GPU support and have excellent experience in building complex and advanced GPU-based training models and I am pretty sure that I can complete every bit of your requirements. Further details and cost can be discussed

$510 USD 5 gün içinde

4,9

(193 değerlendirme)

8,0

@Softeria

As a seasoned Data Scientist and Machine Learning expert with a PhD in Computer Engineering, I have extensive experience with the exact libraries, frameworks, and tools that you require. My proficiency encompasses the full stack of Machine Learning and Deep Learning encompassing torch, scikit-learn, TensorFlow (with GPU support), Keras and much more. Being certified by both IBM and Google demonstrates the breadth and depth of my knowledge. In addition to working with these tools, I also have a keen understanding of algorithms and their implementation, as well as performance monitoring using NVProf and nvidia-ml-py3. With 20+ publications to my name across a range of topics such as AI, Machine Learning, and Cyber Security to name just a few,I'm highly attuned to the methodologies needed to optimize Model Training on GPU frameworks. Moreover, I'm known for my ability to balance efficiency and reliability by leveraging tools like Dask for parallel processing and Horovod for distributed training.

$1.500 USD 7 gün içinde

5,0

(302 değerlendirme)

8,0

@LiveExperts

Hi there Ahmed A., I have skimmed thorough the attachment on your project I'm bidding on your project "Setup for Machine Learning with GPU Support". Let's dive in and have a meeting I am expert in this area. please leave a message on my chat so we can discuss the budget and deadline of the project. I have read your project description and i'm confident i can do this project for you perfectly. Regards, Live Experts® ..

$750 USD 2 gün içinde

5,0

(72 değerlendirme)

7,8

@dahani9091

Greetings! I'm Adel, an experienced machine learning engineer with a deep understanding of GPU-accelerated model training. With my expertise in frameworks like TensorFlow, PyTorch, and RAPIDS, I can efficiently build and optimize complex deep learning models tailored to your requirements. My approach involves leveraging cutting-edge NVIDIA libraries like cuDNN and NCCL for multi-GPU support, ensuring optimal performance and scalability. I'm well-versed in data preprocessing with pandas and NumPy, as well as data augmentation techniques using OpenCV and Albumentations. What sets me apart is my ability to implement robust monitoring and visualization solutions using TensorBoard and Plotly, enabling you to track model performance and gain valuable insights. Additionally, I have experience with distributed training frameworks like Horovod and hyperparameter optimization tools like Optuna, ensuring efficient resource utilization and model fine-tuning. To demonstrate my expertise, I'd like to ask: What specific challenges are you facing in terms of model complexity, data volume, or performance requirements? This will help me tailor my approach and provide a more personalized solution.

$750 USD 7 gün içinde

4,8

(71 değerlendirme)

7,6

@Fazeennazar

As someone who thrives on cutting-edge technological advancements, it's thrilling to come across your project seeking an expert in GPU-based machine learning. I'm Mohamed, an experienced senior engineer and data scientist for over 7 years and I strongly believe that my diverse toolset makes me the ideal candidate for your project. In regards to your request for a professional proficient in languages like Python and libraries including TensorFlow and CUDA Toolkit, my skills in Python/Django/DRF will be immensely valuable. Furthermore, my expertise extends into ML with tools such as PyTorch, Tensorflow, Keras, Sklearn and I have a good understanding of DNN, GANs and CNNs. I am certain that proficiency in these technologies will allow me to effectively utilize GPU-based frameworks within the specific context of data processing and model training. Lastly, within a field like machine learning where optimization is vital, my analytical mindset comes into play. I'm comfortable working with specialized NVIDIA libraries like cuDNN, NCCL and TensorRT to streamline inference while maintaining high performance standards. This aptitude is bolstered by my familiarity with CuDF/ML/Graph/Spatial. I can assure you of an efficient build prowess coupled with insightful monitoring via tools like TensorBoard, Matplotlib, Seaborn & more. Thank you again for considering me; I'm eagerly awaiting the opportunity to contribute!

$500 USD 7 gün içinde

5,0

(242 değerlendirme)

7,5

@kazemmojtama

Hello, good time Hope you are doing well I'm expert in MATLAB/Simulink, Python, HTML5, CSS3, Java, JavaScript and C/C#/C++ programming and by strong mathematical and statistical background, have good flexibility for solve your project. I have many experience practical and theoretical in implementation different algorithms (such as: state estimation and Kalman filter, design controller, analysis closed loop stability, signal and systems, signal processing, heuristic optimization, fuzzy logic, neural network and machine/deep learning fields). Evidence of this claim exist in the portfolio. I have read your project description and I can help you (without any plagiarism). Please send me the details of your project. Thanks for attention 100% Jobs Completed, 100% On Budget, 100% On Time ⭐⭐⭐⭐⭐ 5-star reviews

$500 USD 7 gün içinde

5,0

(27 değerlendirme)

7,1

@sajjadtaghvaeifr

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr

$500 USD 7 gün içinde

4,8

(107 değerlendirme)

7,4

@ThanassisKalv

Hello, I am using GPU/CUDA for development since 2013 and to be honest in my past projects I already have used in my system 80% of the tools you have mentioned above and I understand what kind of issues you may encounter with it. Bonus fact that I have even helped the creator of SpaCy writing CUDA accelaration for his code base back in 2017. I understand that your project is restricted only to the setup/confirmation of this list of tools and not related to the model itself, am I correct? Best regards, Thanassis

$500 USD 7 gün içinde

5,0

(179 değerlendirme)

7,1

@umg536

$750 USD 1 gün içinde

4,9

(23 değerlendirme)

6,9

@tadinhkien

Greetings, Thank you for considering my application for this project. As an AI Engineer and Developer with over 8+ years of experience, I bring a wealth of knowledge and expertise in the field of Deep Learning. I have carefully reviewed the project description and am eager to discuss your specific needs and requirements in more detail. My commitment is to provide dedicated support and consistent follow-up throughout the project's lifecycle. Please feel free to reach out to me to further discuss how I can contribute to the success of your project. Looking forward to the opportunity of working together. Best regards, KuroKien

$450 USD 1 gün içinde

4,9

(234 değerlendirme)

6,6

@AITSoft

Dear Client, Based on your detailed requirements for setting up Machine Learning with GPU support, I understand that you need a comprehensive solution including various libraries for deep learning, data processing, and performance monitoring. My approach would involve configuring the recommended frameworks like TensorFlow, PyTorch, and XGBoost with GPU support along with NVIDIA libraries such as CUDA Toolkit and cuDNN for acceleration. Additionally, integrating RAPIDS Suite for data processing on GPU, data manipulation tools like pandas and NumPy, image processing libraries, visualization tools, NLP frameworks, distributed training options, and performance monitoring utilities would be crucial for a robust setup. I will ensure compatibility and optimization of these components to enhance model training efficiency. Based on your requirements, a relevant technical question to consider would be: Are there any specific hardware specifications or GPU models that need to be taken into account for the setup to ensure optimal performance and compatibility with the selected libraries and frameworks? Regards,

$750 USD 10 gün içinde

5,0

(35 değerlendirme)

6,7

@mannanmaan1425

Dear Client, I am a seasoned freelancer with extensive experience in Python, CUDA, Machine Learning, and C++ programming. Your project on setting up a robust Machine Learning environment with GPU support aligns perfectly with my expertise. I have successfully delivered similar projects in Saudi Arabia and have a proven track record of excellence. I am well-versed in utilizing advanced GPU-based training models for deep learning and machine learning frameworks such as TensorFlow, PyTorch, Keras, XGBoost, and more. Additionally, I am proficient in NVIDIA libraries for GPU acceleration, RAPIDS suite for data processing on GPU, data manipulation, preprocessing, data augmentation, image processing, visualization, NLP, distributed training, hyperparameter optimization, and performance profiling. I am confident that I can deliver exceptional results for your project and would love to discuss further details with you. Let's connect and explore how we can collaborate to achieve your project goals effectively. Thank you for considering my proposal. Best regards, Abdul

$250 USD 1 gün içinde

4,8

(61 değerlendirme)

6,0

@mobimubasir

Hello there I can help you to complete the project asap It’s easy job for me I’m waiting for your response to discuss further Thank you.

$300 USD 2 gün içinde

5,0

(52 değerlendirme)

5,7

@Muhammadzeesha59

Hello Sir/MAM I am a skilled full stack developer. Having rich experience in Java , C++ , C , C# , Python , Eclipse , Sql , Mysql , .Net ,Oracle , Object Oriented Programming , Data Structure , Algorithms . I have a perfect grip on “Artificial Intelligence” “Automation” , and work in “Machine Learning” Deep Learning ”. My track record as demonstrated in my 100% job completion and 5-star review rating showcases My ability to deliver exceptional results on time and with utmost quality I believe that my skill set makes me the ideal candidate for this project Please come on chat we will discuss more about this I will be waiting for your reply . Thanks and Best Regards

$251 USD 4 gün içinde

4,9

(49 değerlendirme)

6,0

@mohamedabdelall4

<<<< السلام عليكم >>>> I'm sure that I can do this job. I'm artificial intelligence engineer experienced in Data Science, Machine/Deep Learning, Feature Engineering, Model Tuning. In my portfolio you will find many samples of projects similar to yours. Also I will arrange with you to have a session to provide full illustration for you. Feel free to contact me for further details because I am looking forward working with you. Thanks

$500 USD 3 gün içinde

4,9

(47 değerlendirme)

5,9

@kashifnadeem86

As an accomplished cloud and IT professional with extensive skills in computational tools such as C++ Programming and Python, I am a great fit for your project. My broad understanding of networks, cloud computing, and data processing, combined with my proficiency in GPU-supported machine learning libraries like TensorFlow, PyTorch, and Pandas, equip me with the knowledge to design and develop advanced GPU-based models effectively. Moreover, my certifications in Microsoft Azure and my experience working with platforms including AWS EC2 and EKS demonstrate not only my ability to work across different environments but also showcase my grasp on cloud architecture and automation - qualities essential for a successful setup requiring compatibility with various systems as yours. My experience employing tools like Terraform for infrastructure-as-code (IaaC) aligns perfectly with your need for a structured and efficient GPU setup. Lastly, my expertise extends to encompassing advanced monitoring and analyzing strategies using TensorBoard, Matplotlib, Seaborn, and NVProf for insightful performance evaluation of your model. This well-rounded skill set is what makes me the best-suited candidate for your project. I am eager to contribute my proficiency to provide you with a streamlined GPU-supported setup tailored to optimize your machine learning efforts.

$750 USD 7 gün içinde

4,7

(21 değerlendirme)

5,8

@koolvishruth

Hi, I can definitely setup this for you.I have 6 years of experience in machine learning engineering. Let's connect to discuss on this project.

$500 USD 4 gün içinde

5,0

(61 değerlendirme)

5,3

@kaliansh

You seem like having so many stuff to be done on single project AND I HAVE DONE ALL OF THIS LOL, This all can be done , but I want to know the GPU you have with your end so that I can give you an efficient solution to install all these thing on 1 machine. Remember to have 1TB of SSD + Ubuntu 22 on the SSD for doing the setup. Python installation I'll do myself.

$350 USD 5 gün içinde

5,0

(18 değerlendirme)

5,3

@hien223234

✅Hi, Client. I am a senior Python developer✅ I am a Python developer with 10+ years of rich experience in Python Programming and Data analysis. I can start working on your project right away. Please send a message to discuss this. I look forward to hearing from you. Best regards!

$1.500 USD 7 gün içinde