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Full Page Handwriting Recognition Model using Tensorflow

₹1500-12500 INR

Closed
Posted 10 months ago

₹1500-12500 INR

Paid on delivery
I am looking for a freelancer who can create and train a deep learning model that can accurately recognize handwritten text from paragraphs and documents.. The ideal candidate should have experience in the following: - Deep Learning Model Creation and Training - Image Recognition and Natural Language Processing - Working with both image and text data - Using TensorFlow as the preferred deep learning framework - Transfer Learning - The model will be trained on dataset with Hindi and Bengali Handwriting. The project will involve the following tasks: - Creating a deep learning model using TensorFlow for Full Page Handwriting Recognition - The model will be based on the architecture used here: [login to view URL] - Resnet 152 (Initial weights can be taken from as the ImageNet. - I will provide you with images and corresponding annotated text files (after the model creation is done). - The images are of different sizes thus need to make a preprocessing file to bring all the images to same size before you input it to the model. - Training the model using the prepared data - Testing and evaluating the model's accuracy and performance -The code should be modular and easy to understand. (Well Commented). The candidate should have expertise in developing deep learning models and be able to deliver high-quality results within the given timeframe. The deliverables include: - Full Model code (working) - The fine tunned resnet-152 weights and other weights of the fine tuned model. I need the task to be done with priority ( Model creation should not take more than 3-4 days and training 1 day). Budget: INR 3500-4000
Project ID: 36714868

About the project

10 proposals
Remote project
Active 9 mos ago

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10 freelancers are bidding on average ₹4,770 INR for this job
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I am an experienced IT professional and a Data Science practitioner. Your job caught my eye and looks to be quite interesting to me as I did similar work in recent past. I have developed various simple to complex algorithms pertaining to ML/DL/NLP/Computer Vision from exploratory data analysis (EDA) to model building till deployment. I have good experience in data engineering using python and have extensively used Tensorflow GPU for model training. I am confident that I will be able to help you by developing deep learning model for handwritten text recognition as per your requirement. Notable Projects successfully completed: - PII redaction - Recommendation engine - Unsupervised preventive maintenance model - Telecom network Anomaly detection - Topic modeling - Ground water quality prediction - Named entity recognition - Image search - OCR image recognition and text extraction - Chatbot (Rasa/WhatsApp) Relevant Skills: - Python - AWS - GAN - Amazon Comprehend & Ground Truth - TensorFlow - Google Colab - OpenCV - Tableau Let's have a chat to understand the project objective in details. I assure you the best quality results and ensure the customer satisfaction. Looking forward to hearing from you soon. Thanks for the opportunity.
₹6,500 INR in 6 days
5.0 (15 reviews)
6.1
6.1
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I am Aditya Girish Pawate, the founder of a DeepTech Startup called Chi SquareX Technologies. Most of our members are from one of the Indian Institute of Technology, so you should expect quality work. We provide services in the domain of Machine Learning, AI, Deep Learning, Computer Vision, Natural Language Processing, Algo Trading. Expertise: Training Machine learning, Deep Learning, Reinforcement Learning Models Frameworks are compatible with Pytorch, Tensorflow, Keras. Training ML models like Bayesian Networks, XGBoost, Random Forest, Decision Tree, KNN Classifier, GBM, GLM, SVM. Training DL models BERT and all its variants, DNN, CNN, LSTM, GRU, Variational Autoencoders using Bayesian Neural Networks. eXplainable AI (XAI) using LIME, SHAP, GRAD-CAM, DeepLIFT, DeepRED, CausalNex. Here are some of our previous works: Hair transplant startups require some image generation for their customers. Masters Thesis in Art Generation using GANs Head Gesture recognition using temporal signal data Hairstyle Classification Heartbeat recognition using Multilingual BERT for Document Ranking Algorithmic Trading on Indian Stock Market Yolov5 for Object Detection Kinetics 700 classification Aircraft Optimization Bio-BERT for Medical Dataset SciBERT for Explanation regeneration I have read your project details and I am confident that I can contribute towards it. Please message me so that we can talk further about your project.
₹7,000 INR in 7 days
5.0 (22 reviews)
4.8
4.8
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I can help you with this______________________________Connect to me in chats______________________________________
₹2,700 INR in 7 days
4.9 (29 reviews)
4.2
4.2
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Hello, my name is Hashir and I am a professional Full Stack developer with extensive experience in Data Science, Python and Deep Learning. I understand that you are looking for a freelancer to create and train a deep learning model that can accurately recognize handwritten text from paragraphs and documents. I believe I am the perfect fit for this project because of my deep learning model creation and training experience as well as image recognition and natural language processing skills. I have the necessary skillset to take on this project - specifically deep learning model creation and training, image recognition and natural language processing, working with both image and text data using TensorFlow as the preferred deep learning framework, and transfer learning. Additionally, I have experience in using Tensorflow as the preferred framework for deep learning models as it is highly efficient in terms of speed and scalability. I would be delighted to discuss this project further with you so please don't hesitate to reach out if you have any further questions or requirements regarding the project.
₹5,000 INR in 7 days
5.0 (5 reviews)
2.2
2.2
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Dear Client, I have lots of experience with python programming, in which includes the following tools i am familiar with, flask, tensorflow, scikit learn, manim, numpy, pandas, matplotlib, also i have two ML models already completed uploaded on my github with the id " Neeraj-XTR", I am currently working on developing a ML model which can help in automating the segmentation of microvasculature structures will improve researchers' understanding of how the blood vessels are arranged in human tissues.
₹4,000 INR in 4 days
0.0 (0 reviews)
0.0
0.0
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I have recently worked on a project similar to the above. I am well versed with deep learning and Python scripts at the moment as I am working on various deep learning techniques and projects at the moment. Can help you with the hand writing recognition project in the least time possible with effective results. Can use different language models along with resnet for better optimization of the code. Will properly comment the code lines in order for better understanding.
₹3,500 INR in 7 days
0.0 (0 reviews)
0.0
0.0
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Greetings, I am an experienced AI Practitioner with a strong background in hackathons, internships, and academic achievements. I am excited about your job posting for a freelancer for creating and training a deep learning model for accurately recognizing handwritten text from paragraphs and documents. With three years of industry experience and publications in renowned journals, I am well-equipped to contribute to cutting-edge AI, ML, and NLP solutions. This project aligns perfectly with my qualifications, and I am eager to apply my expertise to its success. The initial weights for the ResNet-152 can be derived from the ImageNet dataset. Rest assured, I will meticulously create the deep learning model for Full Page Handwriting Recognition using TensorFlow. The code will be modular, well-commented, and easy to understand. Once the model creation is complete, I will train it on the provided images and annotated text files. To handle variations in image sizes, I will develop a preprocessing file to standardize them. After training, I will thoroughly test and evaluate the model's accuracy and performance to ensure reliable handwritten text recognition. You can expect the full working model code, along with the fine-tuned ResNet-152 weights and other model weights as deliverables. Please let me know if you have any specific suggestions or requirements. I am eager to contribute my expertise to your project. Thank you for your time and consideration. Regards, Gunjan
₹3,500 INR in 4 days
0.0 (0 reviews)
0.0
0.0

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Narnaul, India
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Member since May 28, 2023

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