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I have fallen several days behind on a set of Python-based programming and machine-learning assignments that live in Google Colab (links below). The notebooks already include starter code and task prompts, but a number of cells remain unfinished or are throwing errors. I need someone who can step in quickly, finish the required functions, debug the failing sections, and make sure each notebook runs top-to-bottom without issues. Google Colab notebooks 1. [login to view URL] 2. [login to view URL] 3. [login to view URL] What’s involved • Programming assignments: implementing missing Python functions, cleaning up logic, ensuring correct output formatting. • Machine-learning assignments: completing model training/evaluation sections (likely scikit-learn, pandas, NumPy), fixing runtime or shape errors, and confirming metrics meet the notebook’s stated targets. Deliverables 1. Updated notebooks that execute without errors in Google Colab. 2. Inline comments where significant changes were made, so I can follow your reasoning. 3. A brief summary of fixes and steps needed to replicate results. Acceptance criteria The “Runtime → Run all” command must finish successfully on each notebook, producing the expected results or plots stated in the assignment prompts. If you are comfortable turning around tight deadlines and are fluent with Python, Colab, and common ML libraries, I’d love your help right away.
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Hello, I will quickly join your Colab projects, identify unfinished functions, fix logic and shape issues, and ensure all notebooks run from top to bottom with the “Runtime → Run all” command. I’ll preserve your prompts, complete missing parts, and add clear inline comments explaining each change so you can follow what was done and why. My goal is to deliver clean, reproducible notebooks that meet the specified outputs and plots, with a brief recap of fixes to help you reproduce results. Approach: - Quick audit of all three notebooks to map missing pieces, errors, and required data flows. - Implement missing Python functions, adjust data handling, and fix model training/evaluation steps in ML tasks (scikit-learn, NumPy, pandas), ensuring correct shapes and outputs. - Run full notebook execution in Colab, verify results against prompts, and iterate on any edge-case failures. - Provide inline changes as comments, plus a concise summary and steps to reproduce results locally or in Colab. What is the most critical deadline for the deliverables and are there any specific notebooks that must be prioritized first? If you’re under tight deadlines, I’ll prioritize speed without compromising correctness, delivering ready-to-run notebooks and a clear report of fixes. Best regards,
$750 USD in 11 days
9.4
9.4

I am an experienced Python developer with a strong background in machine learning, particularly with tools such as Google Colab, scikit-learn, pandas, and NumPy. Having worked on numerous projects requiring quick debugging and implementation of Python functions, I am confident in my ability to deliver the updated notebooks you need on a tight deadline. Throughout my career, I've successfully completed various machine learning assignments similar to yours, involving model training, error resolution, and performance optimization. I understand the importance of ensuring each cell executes without errors and of providing inline comments for clarity. My approach includes thorough testing to ensure 'Runtime → Run all' executes as expected, and a comprehensive summary of all modifications outlined clearly. I am interested in discussing this project further to confirm specific requirements and timelines. Please feel free to share any additional details or questions you might have.
$650 USD in 5 days
8.4
8.4

⭐⭐⭐⭐⭐ Finish Python Assignments and Debug Google Colab Notebooks ❇️ Hi My Friend, I hope you're doing well. I've reviewed your project requirements and see you're looking for someone to complete your Python programming and machine learning assignments in Google Colab. Look no further; Zohaib is here to help you! My team has successfully completed 50+ similar projects for Python programming and debugging. I will quickly finish the required functions, debug any errors, and ensure each notebook runs smoothly from start to finish. ➡️ Why Me? I can easily handle your Python assignments as I have 5 years of experience in Python programming and machine learning. My expertise includes debugging, data manipulation, and model evaluation. Additionally, I have a strong grip on Google Colab and popular libraries like scikit-learn, pandas, and NumPy, ensuring a thorough approach to your project. ➡️ Let's have a quick chat to discuss your project in detail. I can provide samples of my previous work and show you how I can help. Looking forward to discussing this with you in chat. ➡️ Skills & Experience: ✅ Python Programming ✅ Google Colab ✅ Debugging ✅ Data Manipulation ✅ Machine Learning ✅ Scikit-Learn ✅ Pandas ✅ NumPy ✅ Model Evaluation ✅ Error Handling ✅ Code Optimization ✅ Inline Documentation Waiting for your response! Best Regards, Zohaib
$350 USD in 2 days
8.1
8.1

Hello, I can swiftly assist you with your urgent Python ML assignments in Google Colab. I have a strong background in Python, ML, and debugging, ensuring I can quickly resolve the issues in the provided notebooks. I have completed similar tasks successfully in the past. To confirm, you need missing functions implemented, errors fixed, and the notebooks running smoothly end-to-end, right? The budget can be adjusted after discussing the full scope. My focus is on delivering within your budget and timeline. Please review my extensive 15-year-old profile for assurance. Let's discuss the details and get started. Looking forward to your response.
$263 USD in 4 days
7.4
7.4

⭐⭐⭐⭐⭐ • We at CnELIndia are ready to immediately assist with your urgent Python ML assignments in the three Google Colab notebooks. • Our experienced team excels in Python programming, Machine Learning with scikit-learn, pandas, NumPy, debugging, and data visualization. • To ensure successful completion, we propose the following steps: • Access the notebooks and analyze all pending tasks and errors. • Complete missing functions and clean up logic for correct outputs. • Fix ML model sections, resolve shape/runtime issues, and validate metrics. • Add inline comments for transparency on changes made. • Perform full tests with Runtime → Run all to confirm error-free execution and expected results. • Provide updated notebooks along with a summary of fixes and replication guidance. • This approach will meet all deliverables and acceptance criteria quickly. • Please confirm to get started right away.
$500 USD in 7 days
7.6
7.6

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
$600 USD in 7 days
7.2
7.2

Hi there, ★★★ Python Expert ★★★ 6+ Years of Experience ★★★ I can complete your Python-based programming and machine-learning assignments with including debugging and ensuring each notebook runs without issues. This will include: - Implementing missing Python functions and cleaning up logic. - Completing model training/evaluation sections and fixing runtime errors. I will review each notebook, address the errors, and ensure they execute successfully in Google Colab. Ready to start once you provide access to the notebooks. Thanks!
$350 USD in 2 days
7.2
7.2

I CAN QUICKLY COMPLETE, DEBUG, AND FINALIZE YOUR PYTHON & MACHINE LEARNING COLAB ASSIGNMENTS SO THEY RUN ERROR-FREE FROM START TO FINISH. With 12+ years of development experience and strong expertise in Python, Google Colab, NumPy, pandas, scikit-learn, and ML workflows, I can efficiently fix unfinished cells, resolve runtime/shape errors, and complete missing implementations under tight deadlines. WHAT I’LL HANDLE: • Complete missing Python functions and assignment logic • Debug failing notebook cells and dependency/runtime issues • Fix ML model training, preprocessing, and evaluation workflows • Validate outputs, metrics, and plots against assignment requirements • Add clean inline comments for important fixes and explanations DELIVERABLES: • Fully working Google Colab notebooks • “Run All” execution without errors • Clean, readable, and properly formatted code • Summary document of fixes and replication steps I’ve worked extensively with ML assignments, data pipelines, classification/regression models, and notebook debugging, and I can start immediately for a fast turnaround.
$340 USD in 7 days
7.1
7.1

Hi there, I understand you’re behind on a set of Python and machine learning assignments in Google Colab and need someone to quickly debug, complete missing functions, and ensure each notebook runs successfully from start to finish without errors. My approach is to go notebook by notebook, first reviewing the existing structure, identifying broken cells, missing implementations, and runtime issues. Next, I would complete the required Python functions, fix logical errors, and resolve any scikit-learn, pandas, or NumPy-related issues affecting model training, evaluation, or data processing. After that, I would ensure each notebook runs fully through “Runtime → Run all” without interruption, validating outputs, plots, and evaluation metrics against the assignment requirements. Where needed, I would also add inline comments explaining key fixes so you can clearly understand what was corrected. Finally, I would provide a brief summary of all changes made and any steps needed to reproduce results reliably in Colab. Are there any specific error messages or failing sections you already know are critical, or should I audit all three notebooks from scratch? I’m ready to begin immediately. Warm Regards, Aneesa.
$250 USD in 1 day
6.7
6.7

Dear Client, I have nurtured a talented team that boasts extensive experience in the field of software development. With a specialized skill set ranging from AI Development to Data Visualization, Java to Software Architecture, and not forgetting Python, Num Py among others, we have successfully delivered numerous projects similar to yours over the years. Moreover, what sets us apart is our ability to provide clear, detailed explanations within the codebase through inline comments. This ensures that you can easily follow and understand the changes we make while still maintaining the project's integrity. Furthermore, we'll go the extra mile by preparing a concise summary outlining all the necessary steps needed to replicate our fixed results on each notebook. Given our vast exposure to common ML libraries such as scikit-learn, pandas, Num Py and the fact that we're fluent with Google Colab and Python programming in general, there is no doubt that we are uniquely positioned to deliver beyond your expectations. Partnering with Well Spring Infotech guarantees you impeccable execution that produces expected results or plots on all notebooks when the “Runtime → Run all” command is issued. Let's get started on resolving your backlog and charting your way towards a successful project completion!!! Thank you!!!
$750 USD in 7 days
6.8
6.8

Hello, I see you need urgent completion and debugging of Python ML assignments in Google Colab, which aligns with my experience delivering robust Python and ML solutions under tight constraints. The main engineering risk here is ensuring reliable orchestration and debugging of code cells to achieve error-free execution and correct metric outputs. I usually structure my approach by first isolating failing cells, then systematically completing missing functions and validating logic end-to-end. My work on Python Bug Localization Using Transformer Models involved deep debugging and ML pipeline stabilization, which is directly relevant. I typically design clean, well-commented code with inline explanations to ensure maintainability and clarity, separating data preparation, model training, and evaluation steps clearly. While this is not a production system, I approach assignments with the same rigor to ensure reproducibility and correctness, including summary documentation of fixes and replication steps. I can start by reviewing your notebooks, fixing runtime errors, completing model training and evaluation, and delivering fully runnable notebooks with detailed comments and a fix summary. Hercules
$500 USD in 7 days
6.6
6.6

Hello, I’ve carefully reviewed your project and understand you need fast assistance completing and debugging Python/ML assignments in Google Colab so the notebooks run cleanly from start to finish. I hold a Bachelor’s degree in Computer Science and a PhD in Artificial Intelligence, with 6+ years of experience in Python programming, machine learning, and debugging notebook-based assignments. My expertise includes: • Python, NumPy, pandas, scikit-learn • Debugging runtime, logic, and tensor/shape errors • Model training, evaluation, and metrics validation • Google Colab/Jupyter workflows • Writing clean, well-commented academic code What I will deliver: ✔ Fully working Colab notebooks ✔ All missing functions completed ✔ “Run all” execution without errors ✔ Inline comments explaining key fixes ✔ Brief summary of issues resolved and replication steps I’m comfortable with tight deadlines and can begin immediately after reviewing the notebooks. I will carefully preserve your notebook structure while improving clarity, correctness, and reproducibility. I also ensure clean, original work with professional coding standards suitable for academic submission. I guarantee free AI and plagiarism Turnitin report below 5%.
$250 USD in 5 days
6.5
6.5

✅Full Experience in ML Model Training and Evaluation with Python Programming(Google Colab)✅. ✳️I am very confident that complete your project perfectly. ✳️I can guarantee the quality of the job and deliver the result on time. I hope we will discuss in more detail via chat. Best regards!
$250 USD in 2 days
6.4
6.4

As a highly skilled, multitasking Python developer with 6 years of experience under my belt, I am confident in my ability to quickly and effectively solve your machine learning assignments. My repertoire includes expertise in NumPy, scikit-learn, pandas, and other core Python libraries that you will find useful for this project. I have a track record of turning around tight deadlines without compromising on quality which makes me the ideal fit for your project. I understand that missing cells and debugging errors can be overwhelming when you're already behind schedule, but rest assured that I am adept at cleaning up code logic, implementing functions, and ensuring correct output formatting - skills that are critical to completing your assignment successfully. In addition to providing updated and error-free notebooks, I promise to document every fix and change for clarity. Choosing me means choosing proficiency, dedication, and efficiency. I assure you that the "Runtime → Run all" command will end successfully on each notebook as expected. I'm excited to tackle these challenges and help get your assignments back on track. Don't hesitate to get in touch so that we can discuss further!
$251 USD in 3 days
6.5
6.5

Hello, I understand you're facing a tight deadline with your Python and machine learning assignments in Google Colab and need assistance to complete and debug the notebooks. I'm Taiwo, a UK-based Senior Software Developer with 10 years of experience. I have a strong background in Python, machine learning libraries (scikit-learn, pandas, NumPy), and debugging complex code. I've worked with IBM, UK Government, BMW and Sky, so I'm comfortable tackling challenges under pressure and ensuring code quality. I will complete the missing functions, debug the failing sections, and ensure each notebook runs from start to finish without errors. I'll also add inline comments to explain my changes and provide a summary of fixes and steps. Relevant projects: ⏺ GitSecure – a security tool that finds, prioritizes, and fixes vulnerabilities in real-time. ⏺ Freelancer projects- Fixed various Python codes for clients. I can start immediately. Let me know if you'd like to discuss your specific requirements.
$600 USD in 7 days
5.8
5.8

Hello. I’ll complete your three Google Colab notebooks – all errors fixed, missing functions implemented, and Runtime → Run all clean. My approach: - Debug failing cells (shape errors, imports, logic). - Implement missing Python functions and ML training/evaluation (scikit-learn, pandas, NumPy). - Add inline comments explaining changes. - Provide a summary of fixes and reproduction steps. I’m fluent in Colab, Python, and common ML libraries – ready to start immediately with the links you shared. Doan
$250 USD in 2 days
5.8
5.8

Hello, I have gone through your description and I can assist you with completing your project. I would appreciate if you would share more details about the project over a call. I assure you that the project will be completed within 24 hours. Best Regards , Anshu.K
$500 USD in 5 days
6.0
6.0

As a thorough, detail-oriented and deadline-driven machine learning engineer, I am highly equipped to tackle the challenges in your urgent Python ML assignment. My expertise spans across not just Python programming but also in working with Google Colab and popular ML libraries like scikit-learn, pandas and NumPy — the exact tools you need assistance with. Over my years of experience, I have developed the ability to quickly assess, debug and finalize code that runs top-to-bottom without errors. In addition to my extensive Python and ML knowledge, my proficiency in machine learning projects involving time series forecasting will add an edge to deliverables like summary reports and problem replication steps. Building models for fields like finance, IoT, energy and retail mirrors your project's goals of using data to predict outcomes accurately - indicating a strong alignment of our skillsets.
$500 USD in 7 days
6.2
6.2

Hi ryanc374, Last week I did a very similar Colab ML cleanup and I’m confident I can handle this really well and get all notebooks running top‑to‑bottom. i would like to know the below. 1) Should I only complete the specified cells, or may I refactor helper code/cell order if it improves stability? 2) Do you have fixed metric targets and required library versions/seeds I must exactly match for grading? I think we should. 1) Pin package versions in the first cell and set a global random seed for fully repeatable results. 2) Add a few light asserts/unit checks to catch shape/type issues early and avoid silent bugs. Lets follow a plan like this. 1) I run each notebook in a fresh Colab, log all errors, and map failing cells to root causes. 2) I implement missing functions and clean logic, fixing broadcasting, indexing, dtype, and path issues. 3) I train/evaluate with scikit‑learn, add minimal CV/tuning to meet the stated metrics and plots. 4) I add clear inline comments, a short summary with exact reproduce steps, and verify “Run all” passes cleanly. May I know if you are the project owner or part of the direct client team, because I usually work directly with the customer and do not engage through agents, brokers, or middle parties. Thank you for understanding. Dont mind.
$750 USD in 11 days
6.0
6.0

Hello, I understand you are in need of urgent assistance with Python-based programming and machine learning assignments. With my extensive experience in Python, machine learning, and data analysis, I am well-equipped to help you catch up on your assignments effectively. I have a solid background in debugging and utilizing libraries like NumPy for data visualization and analysis. I can ensure that the solutions provided are clear and well-documented, which should make it easier for you to understand the concepts. Could we discuss the specific topics or areas you are struggling with in your assignments? Q1: What specific tasks do you need help with? Q2: Do you have a deadline for each assignment? Q3: Are there any particular tools or libraries you prefer to use? Looking forward to your response. Best regards.
$500 USD in 4 days
6.2
6.2

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