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The heart of this project is machine learning model development. I have a large image-based dataset ready and need a specialist who can turn it into production-grade models while also laying the groundwork for three NLP capabilities—text classification, sentiment analysis, and a simple conversational chatbot. Here is what success looks like for me: • Modular scripts or notebooks showing how the same workflow can be adapted for text classification and sentiment analysis; you are free to leverage Hugging Face Transformers, spaCy, or similar libraries. • A lightweight chatbot prototype (could be RAG-based or fine-tuned) that demonstrates integration of the above text models. • Handshake, Outlier experience is big plus
Project ID: 40491413
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92 freelancers are bidding on average $162 USD for this job

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
$140 USD in 7 days
7.1
7.1

Greetings, Thank you for considering my application for this project. As an AI Engineer and Python Developer with over 8+ years of experience, I bring a wealth of knowledge and expertise in the field of Python, Deep Learning. I have carefully reviewed the project description and am eager to discuss your specific needs and requirements in more detail. My commitment is to provide dedicated support and consistent follow-up throughout the project's lifecycle. Please feel free to reach out to me to further discuss how I can contribute to the success of your project. Looking forward to the opportunity of working together. Best regards, KuroKien
$100 USD in 1 day
6.4
6.4

I'm an ML engineer with hands-on experience across computer vision, NLP, and production-grade model development. I'll build a modular, scalable architecture for your image dataset — extracting clean, deployable models — and create reusable NLP workflows covering text classification, sentiment analysis, and a lightweight RAG-based or fine-tuned chatbot prototype integrating all components. Deliverables include clean, documented scripts/notebooks, a working chatbot demo, and a full reproducibility guide. Experience with Hugging Face Transformers, spaCy, and production deployment best practices. Ready to start immediately.
$140 USD in 7 days
6.1
6.1

HELLO, I have carefully reviewed your requirements and understand that you are looking for an AI Engineer who can build production-ready machine learning models from an image dataset and also extend the system into NLP tasks including text classification, sentiment analysis, and a lightweight conversational chatbot. With 10+ years of experience in machine learning, deep learning, and NLP systems, I can design a modular and scalable ML pipeline that supports both computer vision and text-based workflows using frameworks such as PyTorch, TensorFlow, and Hugging Face Transformers. My approach will include training and optimizing image-based models for your dataset, followed by building reusable NLP pipelines for classification and sentiment analysis using transformer-based architectures. I will also develop a lightweight chatbot prototype, potentially using a RAG-based approach or fine-tuned language model, integrated with the NLP components for contextual responses. The solution will be structured in modular scripts/notebooks so the same pipeline can be extended or adapted easily for future use cases. I also focus on reproducibility, clean experiment tracking, and clear documentation for model training and inference workflows. I WILL PROVIDE COMPLETE SOURCE CODE, TRAINING PIPELINES, DOCUMENTATION, AND ASSISTANCE FOR DEPLOYMENT OR EXTENSION INTO PRODUCTION ENVIRONMENTS. I eagerly await your positive response Thanks
$140 USD in 7 days
5.9
5.9

Hi there, I am a Data Scientist.I propose developing an advanced AI Chatbot tailored to your business needs using cutting-edge technologies such as OpenAI GPT models, Dialogflow, and Python-based NLP frameworks. The chatbot will provide 24/7 automated responses, improve customer engagement, and streamline communication across multiple platforms (web, mobile, and social media). MY solution will include intent recognition, multilingual support, and seamless integration with your existing CRM or website. I’ll also ensure continuous training and optimization to enhance accuracy and user experience. With this AI Chatbot, your business will achieve faster response times, improved customer satisfaction, and increased operational efficiency. https://www.freelancer.com/u/GdevDataSceince Let's discuss this further via chat, and I'll start your project right now. Thanks Gdev
$140 USD in 7 days
5.4
5.4

Hello, I am a Senior AI Engineer with extensive experience building computer vision, NLP, and LLM-powered systems. Your project combines three areas I work with regularly: • Image-based model development • Text classification & sentiment analysis • Conversational AI/chatbot systems For the image dataset, I can develop production-grade training pipelines with proper preprocessing, augmentation, validation, hyperparameter tuning, and performance reporting. For NLP, I will create modular workflows that support: Text Classification Sentiment Analysis Future model extensions using Hugging Face, PyTorch, spaCy, and Transformer-based architectures. I can also build a lightweight chatbot prototype that leverages these NLP models through either: RAG architecture Fine-tuned conversational model Hybrid retrieval + classification workflow Additionally, I have experience with AI evaluation environments and model quality assessment workflows similar to Handshake and Outlier projects. I focus on clean architecture, reproducible experiments, and deployment-ready solutions rather than notebook-only prototypes. I would love to review the dataset and discuss the expected deliverables. Thank you.
$140 USD in 3 days
5.2
5.2

⭐⭐⭐⭐⭐ Create Production-Ready Machine Learning Models and Chatbots ❇️ Hi My Friend, I hope you're doing well. I've reviewed your project requirements and see you're looking for a specialist in machine learning model development. You don't have to look any further; Zohaib is here to assist you! My team has already completed over 50 similar projects in machine learning. I will create production-grade models from your image dataset and build NLP capabilities like text classification, sentiment analysis, and a simple chatbot. ➡️ Why Me? I can easily handle your machine learning project as I have 5 years of experience in model development, specializing in image processing and NLP. My expertise includes using libraries like Hugging Face Transformers and spaCy for efficient solutions. Additionally, I have a strong grip on data manipulation and automation, ensuring a seamless workflow for your project. ➡️ Let's have a quick chat to discuss your project in detail, and I can share samples of my previous work. I look forward to discussing this with you in our chat. ➡️ Skills & Experience: ✅ Machine Learning ✅ Natural Language Processing ✅ Image Processing ✅ Model Development ✅ Text Classification ✅ Sentiment Analysis ✅ Chatbot Development ✅ Data Manipulation ✅ Python Programming ✅ Hugging Face Transformers ✅ spaCy ✅ Modular Scripts Waiting for your response! Best Regards, Zohaib
$150 USD in 2 days
5.4
5.4

Hi, This aligns well with my experience in machine learning and AI workflows. I can help develop production-ready models from your image dataset while building a modular NLP pipeline for text classification, sentiment analysis, and a chatbot prototype. The deliverables can include well-structured notebooks/scripts, model training and evaluation workflows, reusable NLP components using frameworks such as Hugging Face Transformers or spaCy, and a lightweight chatbot that demonstrates integration with the text-processing pipeline. Experience with data annotation, model evaluation, and AI training platforms is a plus, and I'm comfortable collaborating on scalable workflows that can evolve beyond the initial prototype. Muhammad Usman
$220 USD in 2 days
3.8
3.8

I have hands-on experience building end-to-end ML solutions using Python, TensorFlow, PyTorch, Hugging Face, and NLP pipelines, from image model training and optimization to text classification, sentiment analysis, and chatbot development. I can deliver production-ready, modular workflows with clean documentation, reusable notebooks, and a scalable architecture that supports future model expansion and deployment
$140 USD in 3 days
3.1
3.1

Hi There!!! ★★★★ ( Multi modal computer vision model tuning and scalable NLP transformer workflows ) ★★★★ You need an AI engineer with Handshake or Outlier experience to build production grade machine learning models from an image based dataset. The scope also includes setting up modular scripts for text classification and sentiment analysis using Hugging Face or spaCy pipelines, capped by a simple conversational RAG chatbot prototype that integrates the textual layers smoothly. Services based on your details: ⚜ Fine tuning production grade deep learning models on large image datasets ⚜ Engineering modular computer vision workflows supporting rapid training sweeps ⚜ Writing reusable NLP text classification templates via Hugging Face Transformers ⚜ Constructing high accuracy sentiment analysis pipelines using spaCy toolsets ⚜ Designing a lightweight conversational chatbot prototype with integrated retrieval logic ⚜ Organizing data preprocessing modules to scrub image and text source logs My plan is to audit your image dataset parameters immediately to select the optimal convolutional or transformer baseline architecture for training. I will build out clean Python scripts to handle the classification tasks, engineer the text classification and sentiment models using pre trained transformer weights, and wrap everything into a lightweight RAG based chatbot layer using clear modular code so your workflows remain highly maintainable. Warm Regards, Farhin B.
$110 USD in 10 days
3.8
3.8

Hi, I’ve built and deployed several machine learning pipelines, including image processing and NLP tasks. My experience with Hugging Face Transformers and spaCy aligns well with your project needs. Let’s start with a small test task to ensure alignment before moving forward. Best Regards, Ivica
$140 USD in 7 days
2.7
2.7

Hi, I have hands-on experience building ML pipelines from large datasets and can help take this from training to a usable prototype. I can develop the image models, create modular NLP workflows for classification and sentiment analysis, and build a simple chatbot using modern frameworks like Hugging Face and LangChain. I focus on clean, maintainable code and would be glad to discuss the dataset, expected accuracy, and deployment goals
$100 USD in 2 days
2.2
2.2

With my comprehensive background in computational science and hands-on experience in machine learning, I am confident that I can exceed your expectations for this project. From Hugging Face Transformers to spaCy, I have familiarized myself with many libraries and software solutions that will prove invaluable in transforming your image-based dataset into production-grade models for text classification and sentiment analysis. Moreover, my proficiency with Python, C#, and TensorFlow combined with my experience in building end-to-end ML training pipelines will ensure the efficient creation of a lightweight chatbot prototype that integrates seamlessly with the aforementioned text models. My previous work on protein simulation frameworks and neural network-based structure prediction has equipped me with the skills necessary to handle even the most intricate tasks of the project.
$140 USD in 7 days
2.0
2.0

✋ Hi There!!! ✋ The Goal of the project:- BUILD PRODUCTION GRADE MACHINE LEARNING MODELS FOR IMAGE DATASET WITH NLP CAPABILITIES INCLUDING TEXT CLASSIFICATION SENTIMENT ANALYSIS AND CHATBOT INTEGRATION I have carefully read your requirement to develop ML models from image dataset and build NLP pipelines with a working chatbot prototype. I am best fit for this project due to strong experience in machine learning, NLP systems, and end to end AI deployment. • Develop production ready ML models from large image dataset • Build modular NLP scripts for text classification and sentiment analysis using Hugging Face or spaCy • Create lightweight chatbot using RAG or fine tuned model with integration of NLP modules I will provide UI design, database management, testing, API integration, and full source code delivery at project completion. I have 9+ years experience as a full stack and AI developer and have delivered similar ML and chatbot projects successfully. Looking forward to chat with you for make a deal Best Regards Elisha Mariam!
$111 USD in 7 days
1.4
1.4

Hello, I can help develop the image-based ML models and set up the NLP workflows for text classification, sentiment analysis, and a lightweight chatbot prototype. I’ve worked with AI development, machine learning pipelines, NLP, model training, Hugging Face, Python, embeddings, vector databases, and chatbot/RAG workflows. For the image dataset, I can prepare the data pipeline, train/evaluate models, tune performance, and package the workflow so it can move toward production. For the NLP side, I’ll create modular scripts or notebooks for text classification and sentiment analysis using Hugging Face or spaCy, then connect them into a simple chatbot prototype that demonstrates how the models can be used in a real workflow. I also have experience with AI training and evaluation workflows, and I’m comfortable working with structured QA, labeling, and model improvement cycles. I’m ready to start once I review the dataset and target outputs. Best, Smit
$140 USD in 3 days
0.6
0.6

Hello, I can help you build a clean AI/ML prototype for this project, including image-based model development and the NLP components you described. I have strong experience in machine learning, deep learning, image classification, NLP, sentiment analysis, BERT/RoBERTa-based models, and AI chatbot prototyping. My previous work includes ML/DL pipelines for biomedical image/spectrogram classification, ensemble learning, text classification, and lightweight AI decision-support systems. For this project, I can deliver: A modular image model training pipeline with preprocessing, training, validation, and evaluation. Adaptable notebooks/scripts for text classification and sentiment analysis using Hugging Face, spaCy, or scikit-learn. A lightweight chatbot prototype, either RAG-based or integrated with the text models. Clear documentation so the workflow can be extended later. For the current budget and 7-day timeline, I will focus on a working MVP/prototype with clean reusable code, rather than overpromising a full enterprise deployment. Before starting, I would like to confirm the image dataset type, number of classes, whether labeled text data is available, and whether the chatbot should answer general questions or explain model outputs. I can start immediately and deliver a structured first version within 7 days. Best regards, Dr. Khan
$140 USD in 7 days
0.6
0.6

Hi, This is AB from United Kingdom. P1- With a focus on machine learning model development, I grasp the importance of turning your image-based dataset into production-grade models. Additionally, I understand the necessity of incorporating text classification, sentiment analysis, and a conversational chatbot into the project. P2- To tackle this, I propose creating modular scripts or notebooks that showcase the adaptability of the workflow for different tasks like text classification and sentiment analysis. Leveraging libraries such as Hugging Face Transformers or spaCy can enhance the efficiency of the process. For the chatbot prototype, utilizing RAG-based or fine-tuned models will exhibit seamless integration of the text models. P3- Quick technical checks to make sure we're aligned: Q1- Have you considered the potential scalability challenges when deploying these models in a production environment?
$100 USD in 3 days
0.0
0.0

Hi , You need an expert in AI Translation, AI Development, Natural Language Processing, Machine Learning (ML), AI Chatbot Development, Sentiment Analysis and Training, and I have a tailor-made solution ready for you. Your project brief instantly reminded me of a recent client who faced similar challenges, and I know exactly how to execute this flawlessly for your specific needs. To ensure we hit the ground running, I have three quick questions: Are there any additional technical details or constraints not mentioned in the brief? What is the primary hurdle currently blocking your progress on this? What is your strict timeline for completion? Why trust me with your project? The Record: 250+ Projects. 6+ Years. 100+ consecutive 5-star reviews. The Standard: Zero misses. I don’t just finish the job; I guarantee flawless execution. The Availability: Full-time freelancer, online 9 AM - 9 PM EST. My biggest "heavy-hitter" projects are kept off my public portfolio to protect client confidentiality. Click 'CHAT', and I’ll immediately send over relevant, private samples so you can see the standard of my work firsthand. Best regards, Salikeen Studio
$30 USD in 6 days
0.0
0.0

Hi, I can help turn your image dataset into production-ready ML models while building a clean modular pipeline for text classification, sentiment analysis, and a lightweight chatbot prototype. My approach is to structure the workflow using PyTorch/TensorFlow with Hugging Face or spaCy so the training, evaluation, and deployment pipelines remain reusable, scalable, and easy to extend. I’ve worked on ML and NLP workflows involving model training, dataset preprocessing, transformer-based text analysis, and API-ready inference systems with clean modular code structure. For the chatbot prototype, would you prefer a lightweight RAG-based setup or a fine-tuned conversational model depending on the dataset and deployment requirements? I’m available to start immediately and can deliver organised notebooks/scripts with documented workflows suitable for future production scaling and experimentation. Best Regards, Muhammad Saad K
$100 USD in 3 days
0.0
0.0

Hi, I am excited about the opportunity to contribute to your project focused on machine learning model development. With extensive experience in AI and Natural Language Processing, I understand the significance of transforming your large image-based dataset into production-grade models while also integrating NLP capabilities. To achieve this, I will develop modular scripts that showcase adaptable workflows for text classification and sentiment analysis, leveraging libraries like Hugging Face Transformers and spaCy. Additionally, I will create a lightweight chatbot prototype, potentially based on a RAG-style approach or fine-tuned, to demonstrate seamless integration with your NLP models. I am available for real-time communication according to your time zone, and I can provide a simple demo or a portion of the project within 12 hours of commencement. What specific use cases do you envision for the chatbot and text models? Sincerely, Cindy Viorina
$155 USD in 19 days
0.0
0.0

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