
Completed
Posted
Paid on delivery
I'm seeking an experienced Python developer to set up a Large Language Model (LLM) and a revised transformer model for predictive analysis on structured and unstructured data from files. Key Requirements: - Expertise in Python and Hugging Face - Experience with structured and unstructured data - Ability to work with files - Skills in predictive analytics and model training Ideal Skills and Experience: - Strong background in machine learning and NLP - Familiarity with transformer models - Proficiency in data manipulation and analysis - Experience with database querying and integration Please provide examples of similar past work. An NDA will be required before discussion.
Project ID: 39686538
44 proposals
Remote project
Active 11 mos ago
Set your budget and timeframe
Get paid for your work
Outline your proposal
It's free to sign up and bid on jobs

I would be glad to assist you in setting up a Large Language Model (LLM) and a revised transformer model for predictive analysis on both structured and unstructured data. With 12+ years of experience in Data Science, MLOps, and AI model deployment, and deep hands-on expertise in Python, Hugging Face Transformers, and predictive analytics, I can deliver a solution that is accurate, scalable, and production-ready. Why I’m a strong fit: LLM & Transformer Expertise – Experience in fine-tuning and adapting transformer-based architectures (BERT, RoBERTa, GPT, Falcon) for domain-specific predictive analysis. Structured + Unstructured Data Handling – Skilled at designing pipelines to process CSV/Excel files, JSON, PDFs, and text documents, ensuring both tabular and free-text data are seamlessly integrated. Predictive Analytics – Built models that combine NLP with classical ML techniques for forecasting, classification, and anomaly detection. Let’s connect to discuss your exact data formats, target KPIs, and model deployment needs so I can propose the optimal architecture and roadmap.
$50 SGD in 4 days
1.2
1.2
44 freelancers are bidding on average $142 SGD for this job

Hello Agan G., I have read the project details and understood the overall requirement. I am Abdul, a Python developer with expertise in Software Architecture, Statistics, Machine Learning, Predictive Analytics, Natural Language Processing, Hugging Face, and Transformer Model. I have successfully delivered multiple projects in this domain. For this project, I plan to set up a Large Language Model and a revised transformer model for predictive analysis on structured and unstructured data from files. My portfolio can be viewed at https://www.freelancer.com/u/mannanmaan1425 Please ping me back so we can discuss the project further in the chat. Best regards, Abdul
$30 SGD in 7 days
7.3
7.3

With a deep expertise in Python and Hugging Face, I'm confident in my ability to exceed your expectations for this project. I have in-depth experience working with structured and unstructured data from files, which includes the exact task you need for predictive analysis. Over my 5-year freelance career, I've consistently delivered tailor-made, end-to-end AI solutions that solve business challenges and produce data-driven successes. One area where I truly shine is in my ability to develop, fine-tune and integrate Large Language Models (LLMs). This includes not only GPTs but also other models like LLaMA, which I believe would be a valuable attribute for your needs. In addition to this, I bring extensive capabilities in data manipulation and analysis along with database querying and integration; exactly what you're looking for. To summarize, my strong machine learning, NLP background coupled with my familiarity with transformer models make me an ideal candidate to configure your LLM Setup. My comprehensive approach to AI development—grasping every crucial element of the process—is another reason why I am your best choice for this job. Just take a look at my impressive tech stack: TensorFlow, PyTorch, LangChain just to name a few. It's sophisticated and well-suited to tackle any problems thrown my way. Let's get started on enhancing your business.
$140 SGD in 7 days
6.7
6.7

Hello, I am excited about the opportunity to assist you in setting up a Large Language Model (LLM) along with a revised transformer model for predictive analysis on both structured and unstructured data. My extensive experience with Python and the Hugging Face library ensures that I can efficiently handle the complexities of your project requirements. With a strong background in machine learning and natural language processing, I have successfully developed predictive models that analyze diverse data types. My proficiency in data manipulation and analysis, combined with my experience in querying and integrating databases, will allow me to deliver robust solutions tailored to your needs. I have previously worked on similar projects where I implemented transformer models to derive insights from various data sources, and I can provide examples upon request. I understand the importance of confidentiality and am ready to sign an NDA before our discussions. Thanks, Monicah
$100 SGD in 3 days
6.5
6.5

Hello, I am Python developer with 7 years of experience in Hugging face, LLM, Integration, Automation, Development. Let's connect
$140 SGD in 3 days
6.4
6.4

I've successfully deployed several LLMs using Python, including a recent project integrating a BERT model with a custom NLP pipeline for sentiment analysis, achieving 95% accuracy. My expertise spans data preprocessing (using techniques like tokenization and stemming), model selection, fine-tuning, and deployment using frameworks like TensorFlow and PyTorch. My approach involves a structured process: 1) Requirements gathering and LLM selection based on your specific needs (e.g., GPT-3, LLaMA); 2) Data preparation, cleaning, and preprocessing for optimal model performance; 3) Model fine-tuning using appropriate techniques like transfer learning; 4) Deployment via a robust and scalable architecture (e.g., Docker containers, cloud-based solutions). I will prioritize efficient resource utilization and maintain clear documentation throughout the process. Let's discuss your project further! Could you provide more information on the specific LLM you're considering and the intended use case, so I can tailor a precise solution and provide a detailed timeline?
$209.83 SGD in 21 days
6.5
6.5

Hi, As a seasoned AI specialist, I've developed a solid arsenal of skills that intersect perfectly with your project's requirements. Proficient in Python and Hugging Face, I've routinely worked with structured and unstructured data, proficiently analyzing files for exploratory purposes. My expertise extends to predictive analysis and model training as well, which aligns seamlessly with your needs. Moreover, my extensive experience with machine learning and NLP, especially transformer models puts me in an advantageous position to tackle the complexities of Large Language Model set up for deep predictive analysis - precisely what your project entails. I'm familiar with database querying and integration as well, which will ensure that your model is integrated effectively with your existing data infrastructure. Furthermore, I respect the importance of confidential data you're entrusting to me. With my commitment towards excellence and constant exploration of emerging technologies, choosing me means leveraging AI solutions built on years of domain experience that adhere to the highest professional standards. Allow my skills and expertise to empower your project and deliver standout results.
$140 SGD in 7 days
5.9
5.9

Hello. I read your requirement i will do that. Please come on chat we will discuss more about this. I will waiting your reply
$200 SGD in 2 days
5.8
5.8

Having worked extensively in the field of machine learning and predictive analytics for over six years, I possess not only the requisite skills to take on your project but also a proven track record of delivering high quality work consistently. My mastery of Python, as indicated both by my academic training and my professional experience, would make me an ideal fit for setting up advanced Large Language Models and transformer models alike. In addition to my expertise in Python and Hugging Face, I am also well-versed in structured and unstructured data analysis - as I have specialized in analyzing various types of datasets throughout my career including tabular, biological, topological, healthcare and more. My skillset extends to using tools like SQL and NoSQL for efficient dataset querying and integration. My previous experience in NLP and deep learning will be particularly valuable for this project. I've had substantial hands-on experience with tasks such as data manipulation, analysis, model training and predicting using transformer models - which will all come into play in establishing effective predictive analysis on your diverse data files. As we continue our discussion under the NDA umbrella, anticipate a skilled professional committed to delivering reliable results that meet your unique needs.
$140 SGD in 7 days
5.5
5.5

As a highly experienced Python developer with a strong background in machine learning and NLP, I believe I am the perfect fit for your project. I have extensive knowledge of Hugging Face, transformer models, predictive analytics as well as structured and unstructured data handling - all vital for setting up your Large Language Model (LLM) and revised transformer model. In summary, my expertise aligns exceptionally well with the unique requirements of your project. Let's commence by signing an NDA to assure you about confidentiality. I'm excited to bring a wealth of experience and technical skills that will upscale your analytics process. Let's make this project a great success!
$30 SGD in 7 days
6.4
6.4

With my comprehensive background in machine learning (ML), substantial experience with Python and extensive knowledge of NLP, I am exceptionally well-suited for your Large Language Model (LLM) setup and transformer model task. Over the years, I've honed my skills in not only predictive analytics but also in training and handling structured/unstructured data, which will be vital for your project. Moreover, I am acquainted with Hugging Face and have proven expertise in TensorFlow, Pytorch, Keras and other relevant technologies to ensure optimal performance of your models. To demonstrate my capability, let me share an impressive achievement during a similar past project - I successfully established a predictive analysis system using NLP on extensive files for a major e-commerce company. Lastly, as you require someone who can work comfortably with databases, I want to highlight that I am proficient at database querying and integration. This is a crucial aspect to consider when dealing with large amounts of structured/unstructured data like yours. Aligning with your needs and ensuring confidentiality, I'm ready to sign the NDA before further discussion. Thank you!
$250 SGD in 1 day
5.0
5.0

With numerous accolades to my credit as a Python and Statistics expert, combined with my team's know-how in Machine Learning, NLP, and Cloud Architecture, we are confident that we're the ideal fit for your LLM setup. I have hands-on experience with Hugging Face and deep familiarity with transformer models essential for your predictive analysis on both structured and unstructured data. Having worked extensively with Python to manipulate and analyze data from different file types, we can assure you a smooth implementation tailored precisely to your specific requirements. In terms of trasanparency and NDA requirements, rest assured that we understand the paramount importance of data privacy and intellectual property rights. We've worked on similar projects before where maintaining client confidentiality was integral to the project's success. I can provide you with references to speak to our dedicated approach in this regard. Overall, our proven track record of on-time project delivery coupled with a high level of precision, performance, and strong analytical skills make us ideally suited not just for this job but future collaboration as well. So why continue searching when you already have the best-in-class solution right here before you? Let’s discuss how we can get started on exceeding your expectations!
$140 SGD in 7 days
4.9
4.9

Dear Client, Greetings!! I have gone through your project, and have hands-on experience on python, AI/ML, Data Science, software building, etc. This is my individual profile, but now I have a team of 10 individuals and each domains fall under someone expertise. I have been coding on Machine Learning and Data Science with python from past 8 years. I have the experience of working with 4 giant tech companies, including freelancing on upwork, fiverr and freelancer. Hope to hear from you soon!!. Regards, Only IT Solutions
$120 SGD in 7 days
4.5
4.5

Hello Agan G., I hope this message finds you well. My name is Mikhail, and I'm reaching out to express my interest in your project titled "Python Developer for LLM Setup" With extensive experience and a strong skill set in Machine Learning (ML), Transformer Model, Natural Language Processing, Python, Software Architecture, Hugging Face, Statistics and Predictive Analytics, I am confident in my ability to deliver outstanding results that meet your expectations. I have a proven track record of successfully completing similar projects, and I am eager to bring my expertise to your initiative. Understanding the importance of timely delivery and budget constraints, I am committed to providing efficient solutions without compromising on quality. I prioritize clear communication and collaboration, ensuring that we are aligned throughout the project's duration. I would be thrilled to discuss how I can contribute to your project's success in more detail over chat. Looking forward to the opportunity to work together. Best regards, Mikhail
$180 SGD in 1 day
4.2
4.2

This is exactly the kind of work I love doing. Experience with Hugging Face and transformer models? Check. I've leveraged Python and Hugging Face in developing NLP solutions, including predictive analytics on structured and unstructured data. With my deep ML and NLP background, I ensure robust model training and data integration. I've handled similar projects successfully and can't wait to offer my expertise. Regards, Anne S.
$200 SGD in 5 days
4.2
4.2

Greetings! I understand you need a Python developer to set up a Large Language Model and a custom transformer for predictive analysis on both structured and unstructured data from files. I’ll begin by preparing a robust data pipeline to ingest, clean, and normalize data from diverse formats, ensuring compatibility for model training. Using Hugging Face’s transformer ecosystem, I’ll fine-tune an appropriate pre-trained model adapting it for your predictive goals while incorporating domain-specific tokens if needed. For structured data, I’ll integrate feature engineering techniques; for unstructured text, I’ll leverage embeddings and attention mechanisms to capture context. The pipeline will support ongoing retraining, efficient querying, and integration with your existing databases or analytics stack. I’ll also implement validation, performance metrics, and clear documentation so the solution is maintainable and production-ready. PS: I’m new on Freelancer but bring years of hands-on Python, NLP, and transformer model experience. I win trust through results, not promises and I’m ready to prove it to you. If you found my proposal satisfactory it would be delighted for me to talk more about your project in detail. Best Regards, Shawana Y
$140 SGD in 7 days
4.0
4.0

Hi, I can set up an LLM and a fine-tuned transformer pipeline for predictive analysis on both structured and unstructured files using Python and Hugging Face. I’ll prepare data ingestion from files, build preprocessing and embedding pipelines, fine-tune or adapt a transformer for your prediction tasks, and integrate model inference with database querying for production use. I’m experienced with model evaluation, performance tuning, and delivering clear reproducible code and deployment-ready artifacts. I can share past examples under NDA and I’m ready to sign one before we discuss sensitive details. Let’s discuss in chat as I have some queries to ask regarding your data format, prediction targets, and preferred deployment environment to proceed further.
$140 SGD in 7 days
4.2
4.2

With 9+ years in Python, NLP, and machine learning—including extensive work with Hugging Face transformers—I can set up and fine-tune an LLM + revised transformer to deliver predictive insights from both structured and unstructured file-based data. Approach / Method • Data Ingestion – Build pipelines to process structured (CSV, Excel, SQL exports) and unstructured (text, PDFs, DOCX) files, applying cleaning, parsing, and tokenization. • Exploratory Analysis – Profile datasets to guide feature engineering and identify predictive signals. • Model Setup – Select and load appropriate Hugging Face transformer architecture, fine-tune on domain-specific datasets, and integrate embeddings for mixed data types. • Predictive Engine – Train models for classification/regression tasks with evaluation metrics (F1, RMSE, accuracy) to ensure performance. • Integration Layer – Package the solution into a callable API or standalone Python module for internal use. • Testing & Optimization – Validate across multiple datasets, optimize for inference speed, and reduce resource usage. • Security & Compliance – Apply NDA requirements, secure data handling, and maintain reproducibility for all experiments. Questions • Do you prefer a fine-tuned open-source LLM or a proprietary API-based model? • What is the volume and format mix of your data files? • Is the predictive output classification, scoring, or forecasting?
$140 SGD in 7 days
3.5
3.5

Hello Agan, I am excited about the opportunity to assist you with setting up a Large Language Model (LLM) along with a revised transformer model for your predictive analysis needs. My expertise in Python and Hugging Face, coupled with a strong background in machine learning and natural language processing (NLP), positions me uniquely to address your requirements effectively. I have extensive experience working with both structured and unstructured data, ensuring that I am well-equipped to handle file manipulations and predictive analytics. In my previous projects, I successfully implemented transformer models that enhanced data processing and model training workflows, demonstrating my proficiency in data manipulation, analysis, and database integration. I am prepared to provide examples of my past work that align closely with your project needs, and I am fully compliant with your requirement for an NDA before we delve into further discussions. Thanks, Hardik
$155 SGD in 21 days
3.3
3.3

As a specialist in Python programming, I have spent the better part of my 6-year career dedicated to machine learning and NLP. My extensive knowledge of Hugging Face, transformers and LLM will undeniably come in handy in setting up the Large Language Model and a revised transformer model for predictive analysis on various forms of data from files. In addition to skills in predictive analytics and model training on structured and unstructured data types, I'm adept at file handling for smooth data access. I also bring to the table, advanced analytical skills with Python that ensure concise, coherent, and actionable methods for harnessing insights from complex data. Over the years, my proficiency extends further to skills like data manipulation, analysis database querying and integration. This familiarity with different modules ensures I understand how to use databases efficiently, delivering results fast and effectively. Plus, my track record is very robust as proven through past successful projects - just ask me for details once an NDA is signed! Finally, my value extends beyond tech expertise; building clean, efficient and user-friendly apps that solve real problems has always been my primary principle. It would be a great pleasure to work with you in creating the best possible LLM set-up solution for your project.
$140 SGD in 7 days
3.1
3.1

Hi dear, I have experience setting up LLMs and transformer models with Python and Hugging Face for predictive analysis on structured and unstructured data. I can handle file-based data processing, model training, and database integration. You can check my published works in my profile for similar projects. I am confident I can deliver an accurate model tailored to your needs. Let’s connect in the chatbox to discuss details, and I can share more examples there.
$100 SGD in 5 days
2.9
2.9

Singapore, Singapore
Payment method verified
Member since Dec 9, 2024
$30-250 SGD
$12-30 SGD
$12-30 SGD
$30-250 SGD
$30-250 SGD
₹600-1500 INR
$250-750 USD
$250-750 USD
$30-250 USD
₹400-750 INR / hour
$2-8 USD / hour
$30-250 USD
₹10000-100000 INR
£250-750 GBP
₹37500-75000 INR
₹12500-37500 INR
₹100-400 INR / hour
$250-750 USD
$2-8 USD / hour
₹750-1250 INR / hour
$800-900 USD
₹750-1250 INR / hour
$10-30 USD
$5000-10000 USD
₹600-601 INR