Debug Machine Learning Code

My name is Deepanshu Singh , a Software Developer Engineer , with a [login to view URL] in Computer Science(DATA SCIENCE specialized ) from NSUT, Delhi. I have 7+years experience in PYTHON JUPYTER NOTEBOOK and C++ ,I am a highly skilled and motivated professional in the field of Artificial Intelligence (AI) and Machine Learning (ML) with a robust background in Jupyter Python. I can surely help in resolving issues in enhancement of a Fastai code for football match predictions. Extensive knowledge in ( RNN, CNN ,ML , XG BOOST ALGO, NUMPY, CSV DATA ,DATE & TIME DATA , PREDICTIVE MODELS) Experience : DRDO (Defense Research & Development Organization) - Software Developer Engineer (2022- 2023) Worked extensively on Artificial Intelligence and Machine Learning with Jupyter notebook. Developed Python Research Software programs and conducted data analyses for thermal and nuclear sensing data. Project : AI & ML Rape Cases Prediction Software & Research Paper, with Jupyter notebook Explored the impact of education, sex ratio, and poverty on women rape cases using AI & ML. Achieved a model accuracy of up to 98.70%, providing valuable insights for policymakers. Selected as one of the Top 300 candidates globally in Major League Hacking (MLH). Currently serving as the Executive Head at IOSD (Open Source Developers) in 2023. SKILLS Proficient in , JUPYTER NOTEBOOK ,C++, C, Python, JavaScript, R, PHP, HTML, CSS, SQL, React JS, and NodeJS. Best Regards, Deepanshu Software Developer Engineer

I understand you're looking for someone to help run your AI code on Jupyter notebook and I believe I am the perfect fit for the job. With over 10 years of experience in the field of artificial intelligence, Python and web development, I am confident that I can provide the best solution for your needs. My services include website development, mobile application development and publishing on Google Playstore & Apple AppStore. Additionally, I have extensive knowledge in graphics design, cloud computing and SEO which will come in handy when it comes to making sure your project is delivered on time and within budget. I'm excited to hear more about this project and would love to hear more about how my skillset would be best suited to meet your needs. Please feel free to reach out if you have any questions or would like further information about my services.

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I hope this message finds you in good health. I carefully reviewed your project "football-prediction-using-fastai-master" and understand that you are having difficulties running a Fastai code for machine learning predictions of football matches on Jupyter Notebook. I will begin by reviewing the existing Fastai code for syntax errors, logical issues, and potential bugs. I will make certain that all required dependencies are properly installed and configured. In addition to addressing the issues, I will examine the code for possible optimizations. I will make recommendations to improve the machine learning model's performance in predicting football matches. I am thrilled at the prospect of contributing to the success of your football prediction project. Please let me know if you have any special requests or requirements. I am confident that my skills and experience will enable me to effectively address your needs. Best regards, [Anuraag Maity]

Hi, I am math and statistics graduate with strong experience with data science and machine learning. I will be able to check your code and correct your mistake in a week after you assign me the task.

**Project Proposal: Fast AI Code Optimization for Football Match Prediction** Dear Client, It appears that the current code implementation is facing performance issues, hindering its efficiency in predicting football match outcomes. I am familiar with the complexities of such projects and understand the importance of optimizing the code for faster and more accurate predictions. **Proposed Solution:** To address the issues you're facing, I propose the following steps: 1. **Code Analysis:** I will thoroughly analyze your existing Fast AI code to identify bottlenecks and areas for improvement. This includes assessing data preprocessing, model architecture, and training procedures. 2. **Optimization Techniques:** Leveraging my experience, I will implement optimization techniques to enhance the code's speed and efficiency. This may involve refining algorithms, utilizing parallel processing, and optimizing resource utilization. **Why Choose Me:** - Proven track record in machine learning and optimization. - Previous experience with similar projects, ensuring a deep understanding of the domain. - Timely delivery without compromising on quality. - Open communication and collaboration throughout the project. Thank you for considering my proposal. Please feel free to reach out if you have any questions or require further clarification. Best regards, Mihir Gupta

Hello there! My name is Zhenis and I am a professional developer with extensive experience in the field of software development. I understand that you are looking for someone to help you implement a fast AI code on Jupyter notebook and I believe I am the perfect fit for this project. With over 5+ years of experience in mobile web game development, as well as expertise in artificial intelligence machine learning (ML) and Python, I am confident that I can deliver quality results within your timeframe and keep any promises made regarding accuracy/timeframe. I have the skills necessary to tackle this project - including full stack development (Flutter React-Native React), online chatting/messaging app GoogleMap/GPS app photo/camera audio/video app web service API (PHP MySQL JSON XML), OCR OpenCV image processing - so feel free to contact me if you would like further information or need any clarification on my profile or skills. Thank you for taking the time to read my proposal!

Hello, I am sorry you are having trouble with your code. With a solid background in machine learning and extensive experience in code optimization, I am confident in my ability to enhance the efficiency of your existing code. My expertise includes troubleshooting Jupyter Notebook issues, optimizing code execution speed, and improving overall performance. I am eager to contribute my skills to ensure seamless and swift predictions for your football match model. Best regards, Kbarbarius