Optimize CNN Model Performance (Pytorch)

$30-250 USD

Fechado

Publicado

há 2 meses

$30-250 USD

Pago na entrega

I'm looking to enhance the efficiency of my CNN model through extensive hyperparameter tuning within specified constraints. The primary tasks would involve: - Testing different optimizers (e.g. SGD) and analyzing its impact on both training and testing performance. - Modifying the learning rate and seeing its effect, and also experimenting with a learning rate scheduler (e.g the Step LR scheduler) and assessing effects on the training process and test outcomes. - Adjusting the number of epochs and batch size, then evaluating their influence on both training and testing. - Applying one strategy of data augmentation and reporting their effects on model performance. The ideal candidate will be proficient in Pytorch with a strong understanding of CNNs and hyperparameter tuning. Prior experience with model optimization, particularly with the SGD optimizer and other optimizers, is highly desirable. The successful freelancer will keep model parameters under 3 million, not exceed 50 training epochs per experiment, and limit to no more than three configurations per hyperparameter. The ability to analyze and report on the impact of these changes is crucial for this project. This role will require a keen attention to detail, strong analytical skills, and the ability to work within specified constraints. The target performance metric is accuracy and loss. The model will be trained and tested using the ImageWoof dataset. Deliverables include a detailed report on the impact of various hyperparameter changes. Include a detailed analysis for each hyperparameter change in the final report. The final report should be provided as a technical report document with all analyses included. The final report should include detailed graphs and charts to represent the impact of various hyperparameter changes. The final report should include basic graphical and charting details with simple visualizations. The final report should include basic graphical and charting details with simple visualizations.

Python

Pytorch

Convolutional Neural Network

Model Testing & Optimization

ID do Projeto: 38723753

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42 propostas

Projeto remoto

Ativo há 1 mês

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42 freelancers estão ofertando em média $169 USD for esse trabalho

@gowrilakshmi2322

Hi, as an experienced and versatile AI engineer, computer vision specialist, and expert in deep learning, I bring a wealth of relevant skills to enhancing your CNN model's performance. My proficiency in both Pytorch and Tensorflow means I'm more than equipped to conduct the crucial hyperparameter tuning your project demands. Having used SGD optimizer extensively and with diverse other optimizers, I understand their effect on training and testing profoundly. I appreciate the meticulous approach you require for this project, adhering to defined constraints while ensuring optimized performance. My substantial experience in deploying advanced analytics systems and integrating machine learning models in real-time data pipelines commands such precision. Alongside my strong analytical skills and attention to detail, visualizing complex data into accessible graphs and charts for detailed analysis is second nature. Best regards.

$100 USD em 3 dias

5,0

(32 avaliações)

6,5

@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. I have accomplished many projects like 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

$200 USD em 4 dias

4,9

(44 avaliações)

5,8

@mannanmaan1425

Hello Fatema, I have thoroughly reviewed the details of your job posting and am confident that my extensive expertise in Python, Pytorch, Model Testing & Optimization, Convolutional Neural Network, combined with my deep experience in Python and software development, makes me an excellent fit for this project. I am passionate about crafting robust, scalable software solutions and am ready to start immediately. Please feel free to reach out if you would like to discuss further. Best regards, Abdul Mannan

$30 USD em 1 dia

4,7

(53 avaliações)

5,8

@sramireddy065

Dear Fatima, I am a proficient Machine learning engineer with extensive experience in Training Predictive and classification model's. I have a strong background in fine-tuning ML models . I'm also very familiar with handling and processing text file data. I am confident in optimize your cnn model performance

$80 USD em 2 dias

4,5

(51 avaliações)

5,9

@faisalnaeem45

I am currently working as Senior AI Research Engineer in the area of Artificial Intelligence, Reinforcement Learning and Generative-AI for resource allocation and cyber-security in wireless networks. I have developed CNN, federated learning, semi-supervised learning frameworks for threat detection and image detection in wireless networks. I have publications in high IF journals such as IEEE Transactions on Industrial Informatics having IF 9.2 and IEEE Transactions on Network Science and Engineering having an IF of 5.2 and recently published a paper in IEEE transactions on intelligent transportation systems having IF of 9.1. Research details can be seen below. I can professionally complete your work by reviewing and optimizing your CNN model. I have also worked on similar tasks and got a 5 star feedback. You can review my expertise from my profile. I have expertise in overleaf and Latex. We can discuss more details on chat. I am a working as a reviewer too in IEEE journals so will provide a professional feedback and help professionally in this project

$140 USD em 7 dias

4,9

(5 avaliações)

5,2

@amazeez1100

Hi, thanks for reading. I’m experienced with CNNs and hyperparameter tuning in PyTorch, making me well-suited to optimize your model within the specified parameters. I’ll test a range of optimizers, learning rates, batch sizes, and data augmentation methods while maintaining parameters under 3 million. Each experiment will be analyzed thoroughly for accuracy and loss metrics, and results will be compiled into a detailed technical report with graphs to clearly illustrate each hyperparameter's impact. Looking forward to collaborating on this optimization project. Best regards, Abdul.

$140 USD em 7 dias

5,0

(4 avaliações)

4,6

@dohuutiepuct

Hi. Thanks for your posting. I have just read your proposal and I am sure I can complete the project on time. I am an expert in ML/DL who has many years of experiences in CNN/RNN/LSTM using tensorflow, pytorch. Please contact me to discuss the project in more details. Waiting for your contact now... Thanks. Best Regards.

$100 USD em 2 dias

4,7

(10 avaliações)

4,9

@GhoulamIlyasse

السلام عليكم I’m a ML engineer and i have a great experience with CNN models specifically in optimazing the models to get the best performance of the model using different optimzers like SGD that you mentioned. Please share with me more details about your model Feel free to contact me for an interactive conversation. Kind regards Ilyasse

$250 USD em 3 dias

4,9

(25 avaliações)

4,5

@abanoubnashaat99

As an experienced ML practitioner, I have accumulated significant expertise in the realm of CNN optimization towards improved model performance. My diverse skill set combined with my penchant for adhering to constraints makes me an ideal candidate for your project. Whether working with Python, PyTorch, and other languages or cloud infrastructure and DevOps, NLP, signal processing, computer vision or data visualization, my broad toolkit ensures that no matter which direction we choose to explore for optimization, it is always an informed one.

$250 USD em 1 dia

5,0

(15 avaliações)

4,2

@islamamer6

Hi there, I’d love to help you enhance the efficiency of your CNN model through systematic hyperparameter tuning within the given constraints. Your key pain points seem to revolve around maximizing model performance through experimentation while staying within tight limits on model size, epochs, and configurations. My approach will focus on: Optimizer Analysis: Testing optimizers like SGD, with a detailed comparison of their impact on training and testing performance. Learning Rate Optimization: Experimenting with different learning rates and schedulers (e.g., Step LR) to balance convergence and generalization. Training Strategies: Modifying batch sizes and epochs to fine-tune training behavior under your constraints. Data Augmentation: Applying targeted augmentation strategies to further boost model accuracy. I will document every experiment meticulously, with detailed graphs and visualizations to illustrate the effects of each hyperparameter change. Let’s collaborate to achieve optimal results with clear, actionable insights. Best regards, Islam Amer

$30 USD em 1 dia

4,7

(20 avaliações)

4,4

@malkesh3m

⭐ Hello, I have checked your requirement for AI/ML Developer to optimize model performance. We are a highly skilled data scientist, AI/ML developer with expertise in predictive modeling, statistics, and machine learning, analytics specifically within Python Our experience with AI/ML, Data Science, and Python includes proficiency in - Python, Django, Flask, FastAPI, Jupyter Notebook, Selenium, Data Visualization, ETL - Web App Development, Data Science, Web/API Scrapping - API Development, Authentication, Authorization - SQLAlchemy, PostegresDB, MySQL, SQLite, SQLServer, Datasets - Web hosting, Docker, Azure, AWS, GPC, Digital Ocean, GoDaddy, Web Hosting - Python Libraries: NumPy, pandas, scikit-learn, tensorflow, etc. - ML Toos: ChatGPT, Llama, Google Bard, OpenAI, Artificial Intelligence, - AWS SageMaker, AWS Bedrock, AWS Machine Learning Services, AWS AI Services - Azure Cognitive Services, Azure Bot Service, Azure QnA Maker, Azure Vision, Azure Document Intelligence, Azure OpenAI - Tableau, PowerBI - AI: Generative AI, Langchain, LLM, RAG - Artificial Intelligence, Machine Learning, Deep Learning, Chatbot We can start as soon as possible and work 20-40 hours weekly. We look forward to hearing from you soon. Thank you for your consideration.

$220 USD em 3 dias

4,3

(14 avaliações)

4,2

@malaikamb2001

As a seasoned Data Scientist with extensive experience in model building and optimization in Python, I am confident in my ability to enhance the efficiency of your CNN model. My profound understanding of PyTorch and CNNs, combined with proven expertise in hyperparameter tuning, positions me well for this project. Over the course of my career, I've demonstrated exceptional skills in analyzing and optimizing models' performance by maneuvering various hyperparameters. For instance, I have a deep familiarity with optimizers like SGD and can conduct a thorough analysis on their impact on your model using the ImageWoof dataset. Similarly, I'm well-versed in adjusting learning rates, incorporating learning rate schedulers (like Step LR scheduler), manipulating epochs and batch sizes, as well as utilizing data augmentation techniques, all while abiding by your specified constraints. My competency extends beyond implementation; I am equally adept at extracting insights and producing structured technical reports. With my strong analytical skills, attention to detail, and ability to interpret complex data through simple yet informative visualizations using libraries such as Matplotlib or Plotly, I can meticulously document each hyperparameter change's impact on both training and testing phases. It would be an honor to leverage these skills for your project and deliver a technical report consolidating all analyses with detailed graphs and charts

$30 USD em 2 dias

4,9

(4 avaliações)

3,3

@AshraKalsoom

Hello Fatema K., I understand that you are looking to optimize the performance of your CNN model in Pytorch through extensive hyperparameter tuning within specified constraints. I am well-versed in Pytorch and have a strong understanding of CNNs and hyperparameter tuning. My expertise in Python allows me to efficiently test different optimizers, modify learning rates, adjust epochs and batch sizes, and apply data augmentation strategies to enhance model performance. I have prior experience in model optimization, particularly with the SGD optimizer and other optimizers, making me an ideal candidate for this project. I am confident in my ability to keep model parameters under 3 million, not exceed 50 training epochs per experiment, and limit configurations per hyperparameter as per your requirements. I am keen on analyzing and reporting the impact of these changes accurately to meet your performance metrics. I would love to discuss your project in detail. Please initiate the chat to further explore how I can optimize your CNN model effectively. Best regards, Ashra Kalsoom

$250 USD em 3 dias

5,0

(1 avaliação)

3,0

@ayesha0124

Hi there, I have read the brief details of the project u posted. I believe i can help u as I have great experience doing projects with Pytorch, Python, Model Testing & Optimization and Convolutional Neural Network. Please send msg to initiate the chat and discuss in detail. Regards, Ayesha

$250 USD em 8 dias

5,0

(1 avaliação)

3,0

@themexlx

As the CEO of Themex Soft, I take pride in our extensive experience in developing cutting-edge software solutions. My team and I are well-equipped to tackle your project head-on and provide the optimized performance you're looking for in your CNN model. With over 10 years in this field, we've constantly fine-tuned our skills, making us proficient not just in Python, but also in other relevant technologies such as Pytorch. Analyzing and reporting the impact of changes made is more than just a task on our checklist. We have a true commitment to detail-oriented work and strong analytical skills. Our final report will go beyond simply stating the effects; we'll include detailed graphical representations to help visualize the outcomes of each hyperparameter change.

$90 USD em 5 dias

3,8

(2 avaliações)

4,0

@engruhulajom

Hello Dear! Good Day! Hope you are doing fine. This is Ruhul Ajom Sagor. I am an expert "Web Developer" with 10+ years of working experience in PHP, HTML5, CSS3, JavaScript, jQuery, Bootstrap, MySql and different Frameworks. I have completed my B.S.C Engineering in Computer Science and Engineering (CSE) from BUET. Hire me and you don't have to worry about your website problems again! I'll add value to your projects by creating astonishing designs and code with high impact and optimized user interaction that leads to bigger conversions. WHAT PROBLEMS CAN I HELP YOU SOLVE? • Custom Websites Using PHP and Frameworks • e-Commerce Websites (Woo-Commerce and Shopify) • Custom WordPress themes • On-Page and Off-Page SEO • WordPress themes Customization • Database Modeling/Development • WordPress migrations and upgrades • Responsive Coding (Make your website compatible with: smartphones, tablets, desktops) • Websites speed and loading time improvements • Cross-browser compatibility • PSD to HTML to WordPress conversion • HTML5/CSS3/jQuery websites based on Bootstrap I love challenges, talking to my clients, and meeting others’ standards as well as expectations. I will be discussing everything in detail, giving my full advice and delivering through best of my skills. You are cordially welcome to discuss your project. Thank You! Best Regards, Ruhul Ajom

$140 USD em 3 dias

5,0

(4 avaliações)

2,6

@quan9824

As a seasoned Full-Stack Developer and AI specialist, I have the skills needed to optimize your CNN model flawlessly. My 100% job completion rate and consistent project delivery on time are testimonies to my dedication and professionalism. In our collaboration, I will not only meet your specified constraints of under 3 million model parameters and 50 training epochs per experiment but also go above and beyond to create the best outcome for your project. I bring in-depth expertise in optimizing Pytorch models that I will leverage to tune multiple hyperparameters within your stated limits. Having worked extensively with various optimizers, including SGD, I am well-equipped to assess their impact meticulously, ensuring optimal precision and efficiency of your model. Moreover, my profound commitment to keeping up with the latest methodologies allows me to take full advantage of Pytorch's learning rate scheduling functionalities such as the Step LR scheduler, which is essential for refining models like yours. Beyond working within constraints and conducting these extensive experiments, my proficiency in both data augmentation techniques and reporting gives me an edge over other candidates. I'll carefully employ a data augmentation strategy and offer rich analysis of its impact on your model using detailed graphical representations in my final report. Let's join forces today for an optimized CNN model that exceeds expectations!

$100 USD em 3 dias

5,0

(2 avaliações)

2,8

@Antoniomsolorza

I am excited to assist you in enhancing the efficiency of your CNN model through comprehensive hyperparameter tuning. My approach will focus on systematically testing different optimizers, particularly SGD, and analyzing their impact on training and testing performance. I will also adjust the learning rate and implement a learning rate scheduler, specifically the Step LR scheduler, to evaluate its effects on the training process and model outcomes. Additionally, I will modify the number of epochs and batch size to assess their influence on performance while ensuring that all parameters remain within the specified constraints, such as keeping model parameters under 3 million and limiting experiments to no more than 50 training epochs. My proficiency in PyTorch and solid understanding of CNN architectures will enable me to apply one effective data augmentation strategy and analyze its impact on model performance. I will provide a detailed report documenting the effects of each hyperparameter change, supported by graphs and charts to visually represent the results. This analysis will include a focus on accuracy and loss as key performance metrics, using the ImageWoof dataset for training and testing. I am committed to delivering a thorough technical report that encapsulates all findings and analyses, ensuring you receive actionable insights to optimize your model effectively.

$120 USD em 3 dias

4,9

(2 avaliações)

1,5

@winindicator07

Greetings! How are you today? Thanks for posting this job. I have checked your project description. ✅I'm AI engineer also Developer with 6+ years experiment.✅ I am very familiar to Deep learning such as Tensorflow and Keras, Yolo,... I have a good hands on working with Python, AI, Big Data. I have quite a good knowledge of DL/ML Algorithm My area of expertise is building Image Processing, Classification/Prediction/Clustering, NLP, Mask-RCNN, Object recognize, Object detection. I usual using many technique and library, frameworks such as tensorflow, tesseract, machine learning such as CNN, DNN, FCRN, SVN etc. Contact me with all the details and requirements for your project for further discussion. I will provide you dedicated support and follow-up. Best wishes,

$250 USD em 7 dias

5,0

(1 avaliação)

0,6

@ozodjon1999

Building on my extensive experience in AI development and deep understanding of data modeling, I can expertly optimize your CNN model's performance using Pytorch. Having successfully completed and delivered multiple projects involving the optimization of models, I understand the core weight of hyperparameter tuning and thoroughly comprehend it also needs to be within a pre-set scope as you outlined. This includes testing various optimizers (including SGD), modifying learning rates with scheduling, adjusting epochs and batch size, and applying data augmentation strategies. Importantly, my past work has enabled me to precisely record and report the changes made during model optimization ensuring accurate assessment and analysis of their subsequent effects. To this effect, I will provide a meticulously detailed report outlining impact analysis for each hyperparameter change with the appropriate graphs and charts to represent it- exactly what you asked for. I'm familiar with the target metric being accuracy through my familiarity training models on ImageNet or its variants such as ImageWoof. Trust me to deliver not only an optimally performing CNN model but also to provide you dengan the final report secara jelas dan informatif yang memasukkan semua analisis intricately dan visualisasi sederhana yang dapat dimengerti se-mudah-mudahnya cetakan sebagai referensi masa depan dalam Optimalisai model modeling Anda. Happy assisting you!

$220 USD em 7 dias