Machine / Deep learning help, train model to pick up points correctly

@GdevDataSceince

Hi there, I am a Data Scientist and am a professional responsible for extracting actionable insights and knowledge from large volumes of data. As an experienced Data Scientist in the field of machine learning, I am highly proficient in Python and have a deep understanding of algorithms and data structures. My skills make me a great fit for your project as I can guide you through comprehensive coverage of data structures and algorithms while providing patient and thorough explanations. I have over 12-plus years of experience with Python Library Pandas, Karas, TensorFlow, NumPy, PyCharm, Py torch, Open CV, NLP, and others. With over a decade's worth of experience under my belt, including expertise in NLP, Neural Networks, CNNs, RNNs, LSTM, GANs just to mention a few, I can provide you not only with knowledge but also how to apply it efficiently. Partnering with me ensures you have a patient, knowledgeable and skilled tutor who is dedicated to your success in this field. My top priority is to provide a high quality of work, https://www.freelancer.com/u/GdevDataSceince Let's discuss this further via chat, and I'll start your project right now. Thanks Gdev

@AmazingEngr76386

Attached are ML prototype and model-tuning projects I’ve delivered where the goal was accurate keypoint/point detection and measurable improvement, not guesswork. You need a model that reliably detects points the same way every time, plus a clean training pipeline you can run and improve within a month. → Review your current data/labels and define the exact “points” target (keypoints, corners, landmarks) with success metrics → Build or fix the training loop (augmentation, loss, evaluation) and run experiments to improve precision/recall on held-out samples → Deliver a reproducible repo/notebook: training, inference demo, and guidance on how to add more data and re-train Most point-detection failures come from label inconsistency, scale issues, and weak augmentations, so tightening those usually boosts accuracy faster than changing architectures. I have 5+ years of hands-on experience training and debugging ML models for detection/vision tasks, including annotation workflows, dataset splits, and evaluation-driven iteration. My approach is practical: baseline first, measure errors, then improve one variable at a time so results are explainable and repeatable. I’ve done similar “model picks wrong points” fixes where accuracy jumped after cleaning labels and tuning the loss and input scaling. What kind of points are these (2D keypoints on images/video, or points in 3D/LiDAR), and do you already have labeled training data?

@AhmadXpert2410

Hi there, I’d be happy to help you train a machine/deep learning model to correctly identify or pick up points. I have hands-on experience building ML and deep learning models for pattern detection and segmentation-style problems, and I can guide you from problem definition and data preparation all the way to a trained, validated model. I’m comfortable sharing relevant past work and explaining the approach clearly as we go. I’ll start by understanding how “points” are defined in your data, then design the right pipeline—data preprocessing, labeling strategy, model selection (ML vs deep learning), training, and evaluation. The focus will be on accuracy and robustness, not just getting a model to run. I’ll also make sure the process is reproducible and easy for you to extend later. I can complete this within your one-month timeline and adapt the depth of work based on whether you want a working prototype or a more polished solution. If needed, I can also explain the concepts step by step so you fully understand what’s being built. Regards, Ahmad

@WycOj

With a solid background in Data Science and over 7 years of experience, I have honed my skills in deep learning and machine learning using Python and R - making me the ideal candidate for your ML project. My expertise spans an incredibly extensive array of techniques, including neural networks which are essential for training models like the one you're seeking assistance with. These skills, combined with a deep understanding of data cleaning, manipulation, regression modeling, classification, and predictive analytics ensure I can tackle every step of your project. In addition to just creating a model that 'works', I focus on ensuring good performance by conducting thorough evaluations and optimization. Lastly, my flexibility and round-the-clock availability means that we can discuss and resolve any issues that might arise throughout the course of this project. My previous clients describe me as dependable and highly committed to guaranteeing their satisfaction. Let's make it happen together! You will get not just a model but a functioning model . Looking forward to contributing positively to your project goals!

@zahidhasta

Hello, I can help you train a machine learning model for point detection by analyzing your specific use case and data. I will design and implement a tailored solution, potentially leveraging transfer learning and efficient data strategies to meet your budget. Ready to discuss your project details and data type. Best regards, Zahid Hassan

@Zawiya3

Drawing on my proficiency in Python and extensive experience in machine learning, deep learning, and data science, I am more than equipped to fulfill your project requirements. I've previously tackled similar tasks involving image processing and facial recognition and have a thorough understanding of the intricate techniques involved in training models for precise point detection. Whether it's through leveraging languages such as C, C++, Python, or frameworks like TensorFlow and PyTorch - I can tailor my approach to match your specific needs. Beyond just technical skill, my broad array of expertise including deploying scalable solutions on AWS and proficiency in full-stack development ensures I can handle any technical complexity your project may bring. My professional solutions in industries ranging from fintech to healthcare demonstrate not just an ability to produce results, but a skill at understanding client contexts and adapting accordingly. This could be valuable as we work together to transform your personal use project. To close, early completion is always a priority for me: exhibiting efficiency that doesn't compromise quality. With a timeline of one month, you can rely on me to promptly deliver an accurately trained model that picks up points correctly; one that meets and exceeds your expectations. So let's leverage my skills and experience to put Machine/Deep Learning at your service!

@Feriver

Hello, I understand you’re looking for assistance in training a machine or deep learning model to accurately pick up points for your personal project. I have experience designing and training convolutional neural networks and deep learning models for precise detection tasks. My approach focuses on data preprocessing, augmentation, and selecting or customizing network architectures that improve accuracy while minimizing false positives and errors in point detection. I will guide the full process from analyzing your dataset to implementing a robust model using frameworks like TensorFlow or PyTorch. This includes training, validation, hyperparameter tuning, and performance evaluation. The model will be designed to generalize well to new data, ensuring reliable predictions, and I will provide clear scripts for training, inference, and testing so you can continue development independently if needed. Deliverables include a fully trained model, performance reports, reproducible training scripts, and documentation outlining workflow and methodology. The solution will be optimized for efficiency, accuracy, and ease of use, delivered within your one-month timeline so you can achieve your personal project goals effectively. Thanks Asif

@Web1devloper

As an experienced developer with a deep understanding of Machine Learning (ML), I believe I'm the perfect fit for your project. Over my eight-year tenure in the field, I've had the opportunity to fine-tune and apply my ML skills across various projects successfully. My past work has primarily focused on creating smart solutions with a special emphasis on model training, which aligns perfectly with your requirements. In addition to my ML expertise, my tech-stack fatally overlaps with what you're looking for. From front-end development using React.js and React Native to back-end expertise with Node.js and Flask, I've honed the skills that will be essential in this project. Moreover, proficiency in databases like MongoDB and hosting platforms such as AWS EC2, Amplify, among others, ensures a seamless end-to-end development process. But more than just the skillset, I bring a passion for problem-solving. Your requirement of 'picking up points correctly' is a challenge I'm eager to tackle head-on. My performance is not merely about delivering on time; it's about exceeding expectations and providing value that goes beyond your project's completion. Choose me, and together we'll build a powerful model that'll take your personal use case to new heights in no time!

@SameerK22

Hi! I am a Full Stack Machine Learning Engineer with hands-on experience training and fine-tuning machine/deep learning models for specific, real-world use cases. I have helped clients build and improve custom models where accuracy and correct signal detection really matter. In a recent project, I trained and refined a custom ML model to correctly detect and classify specific patterns from noisy input data, where incorrect point detection was a major issue initially. I handled data preprocessing, feature engineering, model training, and iterative re-training until the model achieved stable and reliable predictions in real-world usage. I would be happy to learn more about what kind of points you’re trying to detect and help you design the right training approach for it. Best regards, Sameer

@TopWritingGuru

My name is Rabia Faisal, I am working in the writing industry since 2011. During this time, I have served countless clients with a full amount of satisfaction by providing them with TOP Quality Solutions. I have command of all references APA, Harvard, IEEE, MLA & Chicago, etc. I will provide plagiarism-free work with 100 percent accurate grammar within your given deadline. Please message me to get Top Class Services. I am waiting; https://www.freelancer.com/u/TopWritingGuru

@maximg10

⭐Hi, I’m ready to assist you right away!⭐ I believe I’d be a great fit for your project since I have a strong background in Machine Learning (ML) and Deep Learning. My previous projects involved training models to accurately pick up specific points with Convolutional Neural Networks. This project aims to enhance your personal experience by developing a model that reliably identifies and picks up points correctly, optimizing your workflow and efficiency. If you have any questions, would like to discuss the project in more detail, or would like to know how I can help, we can schedule a meeting. Thank you. Maxim

@InnovationExpert

Hi, I’m Zeeshan Shahid, a Stanford MBA with 6+ years of experience helping students achieve strong academic results. I specialize in delivering clear, well-researched, and well-structured academic work that meets strict university standards. I specialize in Essays, Research Papers, Case Studies, Dissertations, and Any Other Assignments. Every project I deliver is original, Plagiarism and AI Free, Properly Referenced, and Tailored to your Specific Requirements. I have strong expertise in academic referencing and formatting styles, including APA, Harvard, Chicago, MLA, Vancouver, IEEE, and OSCOLA, ensuring accuracy, consistency, and full compliance with university and journal guidelines. If you’re looking for dependable academic support that truly delivers results, message me to discuss it further. Thank You!

@IdealExpert

Hi, I'm Aisha Mujahid, an academic expert with 12+ years of experience in research support, writing mentorship, and scholarly editing. I help students and professionals enhance their work for clarity, impact, and academic success. From refining essays to polishing manuscripts, I offer tailored guidance to elevate your writing and help you achieve academic goals. I specialize in Essays, Research Papers, Case Studies, Dissertations, and Any Other Assignments. Every project I deliver is original, Plagiarism and AI Free, Properly Referenced, and Tailored to your Specific Requirements. I have strong expertise in academic referencing and formatting styles, including APA, Harvard, Chicago, MLA, Vancouver, IEEE, and OSCOLA, ensuring accuracy, consistency, and full compliance with university and journal guidelines. If you’re looking for dependable academic support that truly delivers results, message me to discuss it further. Thank You!

@KirtikaKataria

Hi, I’ve gone through the details and I’m confident in delivering exactly what you need for training a machine/deep learning model to accurately pick up points. I plan to implement a comprehensive approach by first understanding the specific requirements and data provided. Then, I will preprocess the data, select appropriate algorithms, and train the model using suitable techniques to ensure accurate point detection. You will receive a well-trained model that accurately picks up points based on the provided data. Additionally, you can expect detailed documentation on the training process and model evaluation. Do you have any specific preferences or additional information that could help enhance the model's performance? Let’s connect to finalize the brief and begin. Best regards, Kirtika

@rositai9805

Hi, there, I have 7+ years of experience in ML and deep learning, focusing on CNNs for segmentation and point localization. I have mastered CNN architectures, data pipelines, and evaluation workflows to deliver precise point detection. I have hands-on experience turning segmentation maps into coordinate points for real-world applications. ✅ Analyze your data, define target metrics (IoU, mean distance error), and select an architecture suited to precise point localization (e.g., U-Net, Hourglass). ✅ Build data prep and augmentation pipelines, implement segmentation losses, and establish a robust training loop with checkpoints. ✅ Train and validate on your dataset, perform ablations, and optimize for cross-condition robustness (lighting, noise). ✅ Convert segmentation outputs into coordinates with post-processing, calibrate thresholds, and quantify point accuracy against ground truth. ✅ Deliver lightweight inference scripts, model export (ONNX/TensorRT if requested), and concise docs for reproducibility. I look forward to working with you. Best Regards, Rosita Iniesta.

@isaiahs31

Hi Brumo, I've read the project requirements carefully, I'm sure there won't be any problems. Contact me please. I will try more to deliver results that exceed your expectations. Best,

@BlocKeyFi

Hi Brumo, I understand your need for assistance with machine/deep learning to train a model to pick up points correctly. With my expertise in this field, I can help you achieve accurate results. My technical strategy involves analyzing the data, selecting appropriate algorithms, training the model, and fine-tuning it for optimal performance. I will focus on key milestones such as data preprocessing, model training, and evaluation to ensure high-quality results. You can expect to receive a well-trained model capable of accurately picking up points. Additionally, I will provide documentation on the model's architecture and optimization techniques used. I'll send over my portfolio via direct message. Feel free to reach out there. My background in machine learning ensures reliable results, professional standards, and seamless execution. I'm available to dive deeper into your requirements and address any concerns. Best regards, Taneem

@DngPhgNam

✅Hi there, hope you are doing well! I have extensive experience in developing deep learning models, particularly in training segmentation and convolutional neural networks for precise point detection. Recently, I successfully helped a personal project optimize a model for similar tasks, which resulted in improved accuracy and efficiency. The most critical part of successfully completing your project will be ensuring the model is trained with relevant, high-quality data tailored to the specifics of point detection. To address your needs, I will create a custom training pipeline that incorporates your data, optimizing the model iteratively until it picks points with high precision. I’d like to work on this project sincerely from my confidence. Let's connect and discuss more.

@bwalyam4

Hello Brumo, I understand your needs. I have 8 years of experience in Deep Learning. I have completed similar projects. Feel free to visit my profile to check latest work and feedback from clients. Let us make this great together, please connect in chat. Best regards, Bwalya