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training and autoscaling deployment SageMaker AWS python ML

$30-250 CAD

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Disiarkan sekitar 2 bulan yang lalu

$30-250 CAD

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python SageMaker training and deployment for simple given ML model : main challenge is autoscaling you have 7 days to do 1. I do not provide you my AWS account . you develop all on your AWS account 2. Teach me ML project end to end development on SageMaker AWS with autoscaling in production 3. Any python package installed by pip can be used for this ML project (not limited to scikit or deep learning) . such as from [login to view URL] import CDClassifier from [login to view URL] import preprocess_documents 4. Build with Automatic scaling a customized model training for python code ML model provided by me or you can use your modle code if I like it 5. Build with Automatic scaling a customized inference 6. Automatic scaling, load balancing to handle 1234 requests/sec, requests done by python from any computer on web 7. many SageMaker AWS instances Distributed training with Hyperparameters search in parallel calculations 8. many SageMaker AWS instances Distributed Preprocessing in parallel calculations 9. many SageMaker AWS instances Distributed Inference with autoscaling in parallel calculations 10. requests implemented by you developed python code for predictions may be done from any computer on web up to 1234 requests per second , everybody with credentials using python to web access can create requests (not ssh or any remote connection to AWS web site) 11. no GUI design, but all done by python SDK - only python code used 12. ML starter code and data will be provided or you can use your ML model code if I like it 13. Provide 2 solutions with Docker and without Docker 14 use 1 to 5 low cost AWS instances. Scaling time 1 second for both scaling up and scaling down for example for scaling up Or requests per second criteria less then 100 requests per second use 1 instance more than 100 but less then 200 requests per second use 2 instance more than 200 but less then 300 requests per second use 3 instance etc Or percentage load criteria when computing utilization more than 60% add one more instance Or suggest your way 15 when new data added to s3 backet , ML model will be automatically retrained 16 make sure no one request got lost: if request got lost then resend it many times again and again to AWS till request is processed . If after 15 times request is not processed any way , record this request to black list log file YOU PROVIDE PYTHON CODE AND VIDEO of yours or our online meeting WITH EXPLANATIONS STEP BY STEP HOW TO DO **** PROJECT ACCEPTANCE : I CAN DO BY MYSELF on my AWS account **** Testing : I use your python code which hosted on my AWS cloud project created by me using your instructions example: I provide to John, Peter, Ana, Paul.. etc, only one the same web link and only python code and credentials (only people with credentials can make request )for : 1) request implementation for test data 2) receiving response and comparing with prediction calculated locally 3) Requests are sent by each person in parallel: 1234 requests per second combined for all of them (not each one 1243), for requests generation you can use data from train and test data set. Make sure there are no dropped requests ( requests without response ) 4) Requests consists of data sample and unique Request ID. Machine learning model code receives data and Request ID. Then returns prediction and the same Request ID concatenated with date time of processing. Response: id and prediction and date time Many requests are sent asynchronously in batches or continuously. When predictions are received: unique ID is used to match prediction and request and date time stamp to estimate delay time ( example :concatenate to id time of predictions for example ID = abc34bnm at time 20240211164320 , then together with data send to aws additional variable abc34bnm_20240211164320 returned receipt at time 20240211164324 is abc34bnm_20240211164320_20240211164324 ) ID to confirm it is the same request what was sent for prediction and time stamps enable to see delay just ideas [login to view URL] [login to view URL] [login to view URL] Elastic Load Balancing | AWS Cloud Certification | iNeuron [login to view URL] [login to view URL] [login to view URL] [login to view URL] [login to view URL] FYI fast inference [login to view URL]
ID Projek: 37797554

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27 pekerja bebas membida secara purata $211 CAD untuk pekerjaan ini
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Hi With over a decade of diverse experience, I am well-equipped to handle your Python SageMaker project efficiently, focusing on autoscaling for training and inference processes. Before proceeding, I would need more details about the ML model you have in mind. It would be helpful to know your preferences regarding Python packages or frameworks. The project timeline of 7 days will be meticulously planned for development and documentation phases. Compensation can be discussed once the project scope is defined. Developing the solution on my AWS account while providing detailed guidance aligns with your requirements. I will ensure automatic scaling, load balancing, and distributed processing capabilities are integrated. Emphasis on incorporating Docker-based and non-Docker solutions is noted. Videos and online meetings will be crucial for imparting a clear understanding. Testing procedures will be prioritized to verify functionality. Let's collaborate to bring your ML project to life on SageMaker with efficient autoscaling and deployment strategies-
$225 CAD dalam 5 hari
5.0 (3 ulasan)
6.2
6.2
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Hello, How are you? I have 6+ years experience in AWS SageMaker , MLOps and Python . I can assist you with this project and deliver it as soon as possible. Please leave a message through chat so that we can discuss the details of the project.
$140 CAD dalam 15 hari
5.0 (22 ulasan)
5.9
5.9
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Hi, I have +7 years of experience dealing with machine learning algorithms and worked on multiple projects in this field, Please contact me to discuss more. Have a nice day
$140 CAD dalam 7 hari
5.0 (13 ulasan)
5.0
5.0
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I will show you my recent projects related to training and autoscaling deployment SageMaker AWS then we will move forward. So it's surety for you to get perfect solutions from my side. Also, if you want demo-type things or initial work for your project, then I will show you, and after that, we will finalize our project deal and payment milestones. I am from India, GMT +5:30, and I am available from 8:00 a.m. to 11:00 p.m. We have 16+ years of experience in software development. We have developed over 600 projects and research papers in the fields of machine learning, artificial intelligence, image processing (GIS), network, and SEO-based web and mobile apps. We have successfully completed the projects ChatGPT, Deep Learning, Computer Vision, Natural Language Processing (NLP), Encryption Decryption, Face Detection, UML Diagram, OCR, Big Data, Data Mining, Data Analysis, Statistics, Trading, Text, Image, Multiclass Classification Using Azure ML, Tensorflow, R Programming, OpenCV, Matlab, Hadoop, Artificial Intelligence Program Using PROLOG, Robotics Software, TCP-UDP Networking Project, Cloud Computing, etc. Note: The project has QA, testing, and comments in the code, so it's easy to understand the flow of the project.
$450 CAD dalam 7 hari
4.9 (11 ulasan)
5.0
5.0
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HELLO, Greetings of the day! Dear Hiring Manager, I am writing to express my interest in the position of training and autoscaling deployment SageMaker AWS python ML. As a highly skilled and experienced freelancer in the field of machine learning, I am confident that I possess the necessary skills and expertise to successfully complete this project within the given timeframe of 7 days. I understand that the main challenge of this project is to implement autoscaling for a simple ML model on SageMaker AWS using python. I am well-versed in both SageMaker and AWS and have extensive experience in training and deploying ML models on these platforms. I am also proficient in python and have worked with various python packages such as lightning and gensim for ML projects. I am excited about the opportunity to teach you the end-to-end development process of an ML project on SageMaker AWS with autoscaling in production. I am confident that my expertise and experience will enable me to provide you with a comprehensive understanding of the process. I am also well-equipped to handle the task of building a customized model training and inference with automatic scaling. I have experience in developing and deploying customized ML models and am familiar with the process of autoscaling for efficient and cost-effective deployment. In addition, I am well-versed in distributSheriff Oladejo
$166.67 CAD dalam 7 hari
5.0 (8 ulasan)
4.0
4.0
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I will help you to create all modules regarding your website which show your business on the website. Let's connect on chat for a more technical discussion. Thanks ========================================================
$140 CAD dalam 7 hari
5.0 (3 ulasan)
4.0
4.0
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Hello I’ve carefully checked your requirements and really interested in training and autoscaling deployment SageMaker AWS python ML. I am confident for your project because I have skills of MLOps, AWS SageMaker, Data Science, Machine Learning (ML) and Python. I’m ready to discuss your project and start immediately. Looking forward to hearing you back and discussing all details. Sincerely, Yehor.
$150 CAD dalam 1 hari
5.0 (1 ulasan)
3.0
3.0
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Hi Sander S. It seems like you're looking for a senior engineer who can complete the project - training and autoscaling deployment SageMaker AWS python ML. I am writing to express my keen interest in your project since I have definitely worked on the similar projects in the past. Proven Track Record: I have a solid track record of successfully completing projects similar to yours, with positive feedback from satisfied clients. Technical Expertise: My extensive experience in IT development equips me with the skills needed to navigate the complexities of Python, Data Science, MLOps, Machine Learning (ML) and AWS SageMaker. Deadline Commitment: I understand the importance of timelines and am committed to delivering your project on schedule. With over 7 years of experience in IT development, I have successfully delivered projects similar to yours. My expertise spans a range of technologies and platforms, and I am confident in my ability to provide you with high-quality work within the specified deadline. I am eager to discuss your project further and explore how my skills align with your vision. A conversation would allow me to better understand your specific requirements and share insights on how we can achieve your goals. Best regards, Paulo
$250 CAD dalam 7 hari
5.0 (1 ulasan)
2.6
2.6
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How are you? I hope this proposal finds you in good spirits and ready for some fun! I have extensive skills at AWS SageMaker, Machine Learning (ML), Data Science, Python and MLOps We are thrilled to submit a bid proposal for the fine-tuning of the GPT-3.5. So, let's dive into the world of GPT and make it even more awesome! I am a professional AI expert with strong experience in this field with OpenAI's GPT models, ChatGPT, Bard and LLaMA. I have already developed many many GPT projects including Slack Bot, Legal Consulting Bot for some Companies suing Open AI' GPT-3.5-turbo-16k and Whisper and fine tuned models of Hugging Face. I mastered HTML, Python, Java, JavaScript, PHP and have also strong expertise in Self-driving, Object Detection/Tracking using yolov series and OpenCV and Image recognition/classification, Image generation and segmentation using deeplearning like deeplab, u2net and so on. I have checked your links very carefully, so I am confident in your work, and can fine tune GPT-3.5 with your own data. I am excited about the opportunity to contribute to your project. My passion for emerging technologies, combined with my strong technical skills, make me a valuable asset to you. Thank you for considering my application. I look forward to the opportunity to discuss how I can contribute to your success. Sincerely
$200 CAD dalam 7 hari
5.0 (1 ulasan)
2.6
2.6
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Hi, I am a Full Stack Developer having an experience of more than 7 years of working over various technologies and stacks. - Work primarily with PHP, procedural and object-oriented design, dynamic content retrieval, Unit testing techniques, debugging techniques, HTTP, MySQL, and Apache. - Frameworks (Cake PHP, CodeIgniter, Laravel, Symphony, etc) - Open Sources ( WordPress, Open-Cart, Shopping cart etc) - Management Skills - work, client, deadlines, etc Thanks
$250 CAD dalam 7 hari
3.8 (1 ulasan)
3.2
3.2
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Dear, I hope this message finds you well.I am reaching out to express my keen interest in contributing to projects in the dynamic and cutting-edge fields of Artificial Intelligence (AI) and Machine Learning (ML), with a particular focus on the latest trending technology, Generative Artificial Intelligence (GENAI). I have a strong background in AI and ML, with hands-on experience in developing and implementing innovative solutions that leverage advanced algorithms and models. Thank you for considering my application. I am looking forward to the possibility of collaborating with your team on exciting and impactful projects. Project: Recommender System using Neo4j graph Face recognition web App. Reception cum Attendance Robot using ML Dynamic chatbot for any website: Paste website link and it will become chatbot for you. Fake News detection in real time using LLM Resume Generator using LLM. Chatbot assistance. MCQ | Questions and Answer generator using Genai app Image recognition using LLM in gradio UI Text summarizer using LLM in gradio UI DOCUMENT reader LLM in Streamlit UI
$140 CAD dalam 7 hari
4.8 (3 ulasan)
2.5
2.5
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Good day! As an experienced Python developer with a strong background in machine learning and AWS SageMaker, I am well-equipped to undertake the tasks outlined in your project. My proficiency in developing and deploying ML models on SageMaker, along with expertise in optimizing for autoscaling and distributed processing, aligns perfectly with your requirements. I am committed to providing a comprehensive solution with both Docker and non-Docker options, ensuring scalability, automatic retraining, and robust error handling. Additionally, my approach emphasizes step-by-step explanations through video meetings to facilitate a seamless knowledge transfer for independent project management on your AWS account. Thank you
$250 CAD dalam 5 hari
5.0 (1 ulasan)
1.8
1.8
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Hi, there. I read the job post and it caught my attention since my primary skill is AWS Your job post is so interesting to me and I am full of confidence in your project. With my skills I can finish your project in the short term. I want to work with you,. Let's discuss more in detail so that I can do my best. I am waiting for your reply. Thank you.
$100 CAD dalam 1 hari
5.0 (1 ulasan)
1.4
1.4
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With an exceptional proficiency in AWS SageMaker, I am well-placed to deliver your Python training and autoscaling deployment project. I assure you of an all-encompassing grasp on the requisites of your project, including utilizing Python packages like 'lightning' and 'gensim'. Having expertise in low cost AWS instances, I can ensure impactful scalability within stipulated timeframes. Moreover, training and deploying ML models on SageMaker AWS with proper autoscaling implementation is renowned as my core strength. My approach has always been inclined towards seamless, hassle-free user experiences; aptly resonating with the goal of making sure no request goes lost in our system. Additionally, my experience in distributed computing will come handy for projects involving parallel calculations such as hyperparameters search, preprocessing, and inference.
$70 CAD dalam 7 hari
0.0 (0 ulasan)
0.0
0.0
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Hello. I feel ready to begin this project immediately. I have a lot of confidence in taking on this job, and depending on the complexity of your design, I'll provide you with the finest work possible with outstanding alternatives at an acceptable cost. I have more than 7 years of experience in HTML, CSS, JavaScript, MySQL, PHP, Website Design, Graphic Design, React, MongoDB, Node.js In this area, I'm a recognised expert. We are excited to propose the development of a new website for your business. Our team has extensive experience in web development, with expertise in PHP, CodeIgniter, WordPress, Python, HTML, and ReactJS. Our proposed website will be built using a combination of these technologies to provide a modern, responsive, and user-friendly experience for your visitors. We will work closely with you to ensure that the website meets your needs and exceeds your expectations. I have perfect confidence for our work. Lets connect in chat so that We discuss further. Thank You
$140 CAD dalam 5 hari
0.0 (0 ulasan)
0.0
0.0
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With an extensive background in cloud architecture and deployment, I bring a unique perspective to your SageMaker AWS project. My skill set encompasses Python and I'm well-versed in the libraries mentioned, such as scikit and gensim. Additionally, I have hands-on experience with low cost AWS instances and I comprehend the importance of autoscaling and load balancing for mass requests, which are crucial components of this project. Your request for training, inference and preprocessing in parallel calculations resonates well with my proficiency in distributed computing. I have successfully deployed numerous SageMaker instances involving hyperparameters search with similar time complexities. As you rightly mentioned, automatic scaling is the key challenge to address here—my proven track record in building customized models for ML projects will assure you that it's an obstacle we can tackle together effectively. NOTE: Please note that initial bid is estimate and the final quote will be provided after discussion of the project requirement.
$140 CAD dalam 7 hari
0.0 (0 ulasan)
0.0
0.0
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As an experienced full-stack developer with a deep understanding of Python, Data Science, and Machine Learning, I am perfectly positioned to tackle your SageMaker AWS project. While my core strengths lie in React, Vue, Node, and PHP/Laravel; Machine Learning has become my strong forte over the years. I've successfully worked on projects implementing scaling solutions using low cost AWS instances just as you would want for your project. Moreover, my skills extend beyond just coding to coaching and mentorship. I can conduct a thorough ML project from end to end development on SageMaker AWS and provide step by step video explanations throughout the process. My approach involves using Python SDK only, never necessitating GUI designs - a perfect fit for your python-centric criterion. Lastly, my passion for efficient problem solving means that I'm already brainstorming for multiple solutions to fulfil your needs when it comes to autoscaling and load balancing. I'm excited at the prospect of using Autocroling for parallel calculations during training process controls in order to handle 1234 requests/second as specified. This is accompanied by an all-important 'no lost-requests' guarantee: if any request is lost in transition, it will be automatically re-sent and finally logged unattended if unprocessed even after the fifteenth trial, as seen in your black list log file description."
$140 CAD dalam 7 hari
0.0 (0 ulasan)
0.0
0.0
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Hello, Sander S. I am very interested in your project "training and autoscaling deployment SageMaker AWS python ML" and I believe that my skills and experience make me a strong candidate for this job. I am proficient in MLOps, Python, Data Science, AWS SageMaker and Machine Learning (ML) and am committed to delivering results that exceed your expectations. I am confident that I can deliver high-quality work within the specified timeframe. I am available to start immediately. Please feel free to contact me to discuss the project in more detail. Best regards, Ihor
$140 CAD dalam 1 hari
0.0 (0 ulasan)
0.0
0.0
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Hello, At IT Solution 24x7, we're equipped to handle this task efficiently. Our experienced team specializes in SageMaker AWS and Python development, ensuring a seamless end-to-end process. We're ready to customize and implement your ML model, focusing on autoscaling in production environments. To get started, we'd like to discuss the specifics of your ML project and understand your scaling requirements. With clear guidance, we'll provide you with detailed documentation and step-by-step instructions for both Docker and non-Docker solutions. We invite you to join us for a chat to further discuss your requirements and ensure a successful project outcome. Best regards, ITSolution24x7
$140 CAD dalam 7 hari
0.0 (0 ulasan)
0.0
0.0
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I am well-equipped to handle your project, leveraging my expertise in Python, ML, Data Science, AWS SageMaker, and MLOps. With a focus on autoscaling, I'll develop a robust solution for training and deploying your ML model on SageMaker. I'll ensure efficient handling of varying demand levels while maintaining reliability and cost-effectiveness. My experience includes distributed training, preprocessing, inference, and automatic retraining upon new data addition. I prioritize robust architecture and adherence to MLOps best practices for seamless integration with your workflows. With open communication and professionalism, I'm committed to exceeding your expectations. Let's collaborate to achieve your project objectives effectively. Warm regards, Muhammad
$100 CAD dalam 3 hari
0.0 (0 ulasan)
0.0
0.0

Tentang klien

Bendera CANADA
Downsview, Canada
4.9
16
Kaedah pembayaran disahkan
Ahli sejak Nov 29, 2017

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