Machine Learning (ML) Jobs

My primary goal is to create a sophisticated machine translation project that focuses on Arabic to English language conversions. This is a challenging project that requires specific skill-set and in-depth knowledge in Natural Language Processing. Features I need: - Develop a multimodal machine translation model (MMT) using visuals and text to achieve accurate translation from English to Arabic and vice versa. Ideal Freelancer should have: - Proven experience in Natural Language Processing - Strong background in Machine Translation models - Ability to select and implement the most suitable Machine Translation model or API for this project, as I am open to the best possible options. If you have the necessary skills to accomplish this task, feel free to bid.

I'm seeking a talented data scientist specializing in ship engine assembly to analyze key parameters and offer process insights. Key Parameters and Metrics: - **Efficiency:** Analyze the efficiency of our ship engine assembly processes. - **Performance:** Look into the performance metrics of the assembly line. - **Reliability**: Assess the reliability of our ship engine assembly. Process Insights: - **Workflow Optimization:** Provide insights and recommendations on how we can optimize our workflow for better efficiency and productivity. - Collect datasets for llmRAG and embedding vector database - You should choose the models for llms and RAG and frameworks Ideal Skills: - Proven experience in data science, particularly in the manufacturing industry with a focus on ship engine as...

I'm working on a school project that involves the development of a Coal Mining Security Alert System. I need someone who can code in Quarky to create this block code system. Unfortunately, I haven't gotten to the point of defining the complete scope of the project, but I'd like to start with the code development. I'm looking for someone who can: - Use Quarky to build a block code system - Understand and implement basic security alert functionalities - Be ready for subsequent feature additions and changes Key Features: = Face Detection: Implement face detection functionality to identify individuals within the mining area. = PPE Kit Verification: Utilize image processing techniques to ensure that miners are wearing proper PPE kits. The system should stop if the PPE kit ...

I am in need of an experienced Algo / Python developer with a strong background & deep understanding of algorithm construction. As part of this project, you’ll be responsible for: Algo for Range breakout :-- - Developing algo in python for Range Breakout strategy - Test it & implement for the demat account in brokers- Upstock, Alice Blue, Dhan & 5paisa Ideal skills for this role include: - Extensive experience with Python specifically in the areas of automation and algorithm development - Familiarity with stock market - Strong ability to run effective algorithms Your role in this task is more tilted towards the developmental side, with the creation of an algorithm being the primary focus. You are expected to apply your Python skills to create a seamless, efficient au...

I am working on a classification problem with logistic regression and L1 and L2 regularization. I have a code that kind of works but it needs to be cleaned up and checked that it employs the right methods.. more details will be shared over a chat

I'm in need of a Machine Learning professional who is well-versed in applying SHAP (SHapley Additive exPlanations). Primary Responsibilities: - As the heart of this project involves building Machine Learning models, your role would be crucial in shaping the final product. - I am particularly interested in leveraging the Random Forest Algorithm that would be applied to structured data, encompassing numbers and categories. Essential Skills: - Proficiency in the ML Algorithm - Sound understanding of structured data - Proven experience with SHAP Your expertise will indeed be paramount to this project. As we plunge deeper into the data, your insights and guidance will undeniably lead us towards success.

I am in need of an AI developer who can help me with BUILDING AN APP FOR AMERICAN PROMUNCOATION TRAINING a natural language processing project specifically centered around speaker identification. Key Responsibilities: - create an app with data ( speech exercises and text) - integrate AI to correct speakers in real time! I'm looking for a professional with: - Proven experience in natural language processing, particularly in speaker identification. - Strong skills in machine learning, particularly in implementing speech recognition systems. - Excellent communication skills to understand and translate my needs into a functional and user-friendly system.

I'm seeking an expert in Python to help me with an Artificial Neural Network (ANN) implementation. Key Responsibilities: - Developing a comprehensive ANN tailored to our specifications. - Ensuring that the ANN is thoroughly trained. Ideal Skills and Experience: - Extensive experience with Python, particularly in the context of AI, neural networks, or machine learning. - Proven track record of successful ANN implementations. - Proficiency in the field of data science is highly advantageous. Please note that a strong grasp of neural networks and machine learning concepts is crucial for this project. Your ability to troubleshoot and debug effectively will be highly valued. Should you choose to bid, please provide examples of your previous work in this area.

I'm in need of skilled machine learning developers with experience in SpringBoot and Scala. Your primary responsibility will be: - Training and tuning a clustering model. We are planning to apply this model for customer segmentation purposes. As such, the ideal candidate should: - Have previous experience in creating clustering models. - Understand the dynamics of customer segmentation. - Be proficient in data cleaning and preprocessing. - Have experience integrating and deploying machine learning models. You should be able to translate technical requirements into effective machine learning solutions and measure the effectiveness of the model's performance.

I have a project that requires extensive knowledge in Scala Java, focused on analyzing post metrics from social media. Responsibilities include: - Coding in Scala Java to retrieve and analyze social media post metrics - Performing data analysis in order to draw actionable insights The suitable freelancer for this job is someone with previous experience in Scala Java and data analysis, preferably involving social media data. The task requires in-depth knowledge in data sorting and categorization methods and a good understanding of social media platforms.

I am looking for a developer who can build me a SaaS app that will transform AI-generated text into undetectable AI text. The app should include three modules: AI Humanizer, AI Detector, and AI Generator. AI Humanizer: This module will convert AI-generated text to undetectable AI text that can bypass AI detectors like Originality AI, Undetectable AI, GPTZero, ZeroGPT, and Turnitin. It would also ensure that the transformed text maintains the original meaning and context while appearing human-written. AI Detector: This module will detect if the text given by the user is AI generated or not. AI Generator: This module will be used by user to produce high-quality, undetectable AI-generated content, such as essays and articles. Please bid only if you have extensive knowledge of Large Langu...

I’m seeking a data science expert, who specializes in machine learning, specifically with predictive analytics. The main goal of this project is to build a robust predictive model that can handle a yet-to-be-determined type of data. However, rest assured we have labeled data ready for model training. The perfect candidate would, therefore, have a strong background in: - Data science and predictive modeling - Machine learning application - Handling different sets of data, structured or unstructured. If you possess these skills and are able to rise to the challenge, kindly submit your proposal. I look forward to crafting a smarter future with your help!

I'm looking for a skilled machine learning professional who can help me create a simple web-based dashboard for data analysis using Python. Key Requirements: - Utilize Python for data visualization - Data to be visualized is categorical - Proficient in machine learning for data analysis Ideal Skills: - Proficiency in Python for data visualization - Experience in creating dashboards for data analysis - Knowledge in machine learning for understanding the data The dashboard should be user-friendly and easy to understand, and should be hosted on a web server for easy access. Experience in similar projects would be a definite advantage.

We are seeking a talented Machine Learning Engineer to develop a classification model that works with Google Mediapipe Pose Detection and has run trained ML models on web application (using JavaScript) The main task will be training the model to recognising the pose and creating a script for data generation from youtube videos. The trained model should work with the web mediapipe library and classify the given pose on a WebApp (JavaScript). (Eg: Push up and Push Down) You can refer this blog for reference: This project requires expertise in machine learning algorithms and techniques, as well as experience with Google Mediapipe and data preprocessing. The successful candidate should have a strong understanding of supervised learning and be able to optimize the model for accurate pose c...

I'm looking for a skilled AI, Flutter, and Django, python, developer to work on a project with the following key aspects: - AI Integration: The primary focus will be on implementing machine learning technology in the application. You should have a solid understanding of AI principles and how they can be leveraged in a mobile application, in this case using Flutter. - Cross Platform Development: The Flutter application will be targeted for both Android and iOS platforms. You should have experience in developing cross-platform applications and understand the nuances of each platform. - Django for CMS: The Django framework will be used to create a robust Content Management System (CMS) for the project. You should be proficient in Django and have experience in developing complex ...

I am seeking a computer science graduate who is proficient in Python, specially trained in Chatgpt, to build a web-based AI application for my business. I need the application to be specialized in natural language processing and sentiment analysis, and subsequently serve as a recommender system to provide information and answer queries. Key Features: - Natural Language Processing: The system should be capable of comprehending textual data, extract relevant details and produce appropriate outcomes. - Sentiment Analysis: Enable the detection and understanding of sentiments within the processed text. - Recommender System: The goal is to provide customized information based on the user's interests or preferences. - Information Provider: The AI should function as chatbot, furnishing neces...

I need an expert in Python to do predictive analysis on an operational database. Key responsibilities include: - Conducting detailed predictive analysis on our operational database, to help us in future planning and decision-making. - Ensuring that all calculations and reasoning are effectively communicated in a clear manner. Ideal candidate will have extensive experience in: - Python and its statistical libraries. - Previous experience with predictive analysis on operational databases. - The ability to present complex data and analysis in a clear, understandable way. This project is ideal for someone who can interpret business needs and provide appropriate solutions through their statistical analysis.

I need an experienced Python developer for data analysis. Your primary role will involve: - Sorting and arranging small datasets (less than 1GB) - Applying your skills primarily to mixed data, including both numerical and textual elements The ideal candidate would possess a strong background in Python along with a solid understanding of data analysis. You must be highly efficient in reading, sorting and managing mixed datasets. Experience working on a similar project or scope would be a significant plus. Providing data analysis insights is also a bonus.

I'm seeking an experienced coder to assist with refining a GitHub repository, focusing on color and layout changes as well as bug fixes. Key Responsibilities: - Implement changes and improvements specified by me - Fix any bugs present in the repository Communication: - Regular, clear updates via whichever communication channel works best for you Your background should include: - Proficiency in GitHub and customizing repositories - Strong coding skills, with a keen eye for design - Experience fixing bugs in code - Excellent communication skills, able to provide regular updates on your progress This is the github link:

In this project, I am looking for a skilled data scientist to assist me with implementing supervised learning to detect human actions. Tasks: • Develop a supervised learning model using Yolov8 and LSTM Objective: • The primary purpose of this project is human action detection Skills & Experience: • Proficiency with supervised learning • Thorough familiarity with Yolov8 and LSTM • Previous experience in a similar role is advantageous • Background in object detection projects • Ability to communicate clearly in English for understanding requirements and presenting results.

1. *Data Collection and Analysis:* Gather historical and real-time cryptocurrency market data, cleaning and processing it for meaningful insights. 2. *Algorithm Development:* Utilize Python's machine learning libraries to create predictive models capable of identifying potential trading opportunities. 3. *Risk Management Integration:* Implement risk mitigation strategies within the algorithm to minimize potential losses during volatile market conditions. 4. *Backtesting and Optimization:* Test the algorithm's performance using historical data to refine and optimize its effectiveness. 5. *Live Testing and Deployment:* Gradually introduce the algorithm to live market conditions, continuously monitoring and fine-tuning its performance.

I have collected the dataset in CSV format and now require an expert to develop a multi-class logistic regression model for me. Key requirements: - The dataset is ready and available in CSV format which can be used for the model. - You should have expertise in developing logistic regression models for multi-class classification. - Proficiency with Python is a must as I prefer the model to be developed using this language. Technical Requirements: Proficiency in Python and familiarity with libraries such as NumPy, Pandas, Keras, and TensorFlow. Knowledge of statistical learning, logistic regression, and gradient ascent optimization. Ability to write clear and concise documentation and well-commented code.

I'm looking for someone to integrate an existing machine learning model into a Discord bot. The bot should cater to three main functionalities - sending daily race predictions, responding to user queries about race outcomes, and providing real-time race updates. Key Requirements: - Integrate an existing machine learning model into a Discord bot - Implement a feature to send daily race predictions on a specific channel - Develop a query system that effectively responds to user queries about race outcomes - Enable the bot to provide real-time race updates Your Skills: - Proficiency in machine learning model integration with Discord bots - Experience in developing chatbots, particularly for Discord - Knowledge of horse racing and related terminologies - Ability to create an efficient ...

I need a developer to create a bot that provides real-time horse racing predictions to users on Discord. This bot will be integrated into my Discord server, and I intend for it to acquire race prediction data through an in-house data collection process. Key Objectives: - Develop a dedicated bot that acquires data from a proprietary data source - Provide real-time predictions for upcoming horse races - Implement a method to deliver these predictions through this bot on Discord Ideal Skills: - Proficiency in Discord bot development - Experience with data collection and analysis - Knowledge of horse racing and predictive modeling The freelancer should ensure that the bot is capable of handling real-time data updates, and that its predictions are consistently accurate. A clean, user-friendl...

I'm seeking a Python expert to develop a solution for a resource allocation problem that involves both the Knapsack Problem and linear programming (LP) models. Key Requirements: - This project is focused on resource allocation, so the main goal is to craft an algorithm that can efficiently solve the classic Knapsack Problem. - You will also be required to incorporate LP models in the solution to enhance the resource allocation process. Skills & Experience: - Proficient in Python for algorithmic problem-solving and have a solid understanding of optimization techniques. - Experience in working with LP models and understanding of how to apply them in real-world resource allocation problems. - Previous experience in developing command-line interfaces for solutions - as this project...

I am seeking a highly skilled developer with expertise in AI neural networks, particularly in Python, for a challenging project. Key Tasks: - Develop a sophisticated AI neural network - Create an intelligent program using open-source AI - Analyze tennis data for the program The primary goal of the program is to enhance player performance analysis through the use of AI. Ideal candidate: - Proficient in Python - Experienced in developing AI neural networks - Skilled in analyzing and interpreting data - Knowledgeable about tennis and sports analytics would be a plus

I'm in need of an AI developer to create a sophisticated algorithm. This algorithm will assess specific symptoms related to hormonal imbalances and provide tailored recommendations accordingly. Key Features: - The AI algorithm should be able to assess the following symptoms --> FOR WOMEN : Fatigue, Weight gain/loss, Mood swings, Sweats, Menstrual irregularities, Premenstrual Problems, Acne, Libido decline, Hair loss, Hirsutism, Menstrual Migraine, and Sleep --> FOR MEN : Lowered libido, weight gain, mood changes, sweating The recommendations should be individualised and based on the symptoms identified. A sleek and intuitive user interface I'm looking for a freelancer with expertise in AI development and a proven track record in healthcare or similar fi...

I am seeking a Python Deep Learning developer to create a location recommendation system based on the datasets I possess. The main objective of the system is to predict the next location that a user may visit. The datasets available for this project contain timestamps. Key Responsibilities: - Develop Python code for a location recommendation system - Utilize the provided datasets to predict user's next location - Ensure the system is efficient and accurate in its recommendations Ideal Skills and Experience: - Strong proficiency in Python programming - Experience in developing recommendation systems - Understanding of working with timestamp data - Ability to analyze and leverage data for prediction - Familiarity with location-based services or recommendation algorithms would be a plu...

I'm in search of a professional in deep learning, preferably a PhD, who can serve as a mentor for various aspects of neural network design, such as: - Designing neural networks - Explaining and ensuring a deep understanding of deep learning concepts - Training and fine-tuning of models for optimal performance The ideal candidate should possess: - A PhD in the field of deep learning - Previous experience in designing neural networks - Strong communication skills to effectively explain complex concepts in a clear manner You would be expected to help me navigate the intricacies of neural network design, understand the nuances of deep learning concepts, and assist in optimizing models for best performance. Your expertise in Convolutional Neural Networks (CNN) and Recurrent Neural Netwo...

I need an experienced Python developer to assist with a project. The specific tasks will be discussed directly with the successful bidder. I am looking for someone who is well-versed in Python and has a strong foundation in programming. Expectations: - Ability to work independently and problem-solve - Can communicate effectively and provide updates - Previous experience with Python is a must - Familiarity with data analysis, web scraping, or automation is a plus.

I am in need of a machine learning expert who can develop a model for table detection. The model should be able to run on various types of images, including scanned documents, natural images, and synthetic images. Key Requirements: - I'm looking for a 'moderate' level of accuracy in the table detection (80% - 95%) across various image types. - Please incorporate Convolutional Neural Networks (CNN), along with Support Vector Machines (SVM) and Random Forests in the model. Ideal Skills and Experience: - Proven experience in developing and implementing machine learning models, particularly in image processing and object detection. - Proficiency in working with Convolutional Neural Networks (CNN), Support Vector Machines (SVM) and Random Forests. - Strong ability to tune accu...

I'm seeking a skilled Python programmer with OpenCV experience, preferably one who has dealt with table detection from PDF and images before. The primary skills desired include: - Python programming - Knowledge of OpenCV - Familiarity with table and structure detection Your main task will be to develop a program that can accurately identify table structures within input files. The files will be PDFs or images, or both. You're expected to program a feature that detects these components: - Cell boundaries - Text within the cells - Overall table structure For the sake of this project, merged cells should be discerned as a single entity during the detection process. Your solution should demonstrate precision in merged cell detection. I look forward to bids from those passionate a...

I need a versatile programmer who can work with Python, C or any other programming language to develop a system for identifying Distributed Denial of Service (DDoS) attacks with the help of machine learning algorithms. Skills and Experience: - Extensive experience in Python, C, or similar programming languages - Knowledge of Machine Learning algorithms - Experience in network security would be beneficial - Proven track record in detecting cyber threats in a small network environment. Your success will be judged by your ability to create a reliable, data-driven system capable of efficiently detecting DDoS attacks in a small-scale network.

I'm looking for a skilled AI/ML professional who is good to write prompts and can understand Model in nice way. Please bid i will explain the task in detail

I'm looking for a Python expert to help me create a new Python script for data analysis purposes. The primary goal of the script will be to analyze a dataset that I already possess. The script should be able to handle large amounts of data efficiently, allowing for insightful analysis and visualization. The key requirements include: - Writing new code from scratch - Prior experience in data analysis using Python - Proficiency in Python libraries such as Pandas, NumPy, and Matplotlib If you have a solid background in data analysis and Python, and are able to create efficient, clean, and well-documented code, I'd like to hear from you. Here are details- I have to create a simulation that will find the optimal solution to go around a circuit using the least amount of power ...

I'm seeking a professional with experience in text annotation to help me enhance readability and extract key information from Arabic comments on both Facebook and Instagram. This project involves identifying key trends and patterns within these comments. Key Job Requirements: - Fluent in Arabic and English - Excellent understanding of social media platforms, specifically Facebook and Instagram - Strong background in text annotation - Ability to identify patterns and trends in text - Detail-oriented, with a focus on accuracy and consistency Your task will involve reviewing and interpreting comments, then accurately annotifying the content to extract the necessary data. This is a task requiring high levels of concentration and linguistic comprehension. Applying industry-standard too...

I'm in need of an original NLP model that can match the performance of XLNet but with a unique approach. The project is intended to be utilized as part of my BTech project. Key Project Elements: - The NLP model should be tailored for social media data from Twitter, Facebook, and Instagram. - It should be designed to tackle sentiment analysis, text classification, and named entity recognition tasks, similar to XLNet. - The model must be unique in its approach and not a reiteration of XLNet or any existing model. Ideal Freelancer: - Proven experience in creating NLP models from scratch - Extensive knowledge of XLNet and other advanced NLP models - Familiarity with social media data processing - Strong background in sentiment analysis, text classification, and named entity recognitio...

As part of my btech project, I'm seeking a talented Natural Language Processing (NLP) expert, ideally with strong background in XLNet or similar models, to help me develop a performance-enhanced version of XLNet. Our goal is to employ this model for text classification, specifically focusing on sentiment analysis. Key Job Requirements: - Expertise in NLP and familiarity with XLNet - Strong understanding of text classification techniques - Competency in sentiment analysis The final model must exhibit: - Enhanced performance attributes similar to XLNet - Improved accuracy over its predecessors - Better compatibility with existing systems This innovative model will serve the core purpose of effective sentiment analysis through text classification based on user sentiment. Please ensur...

Build an AI based tool that has auto voice dubbing and auto voice separation for my videos and Auto dubbing for over foreign 80 languages with close captioning text and an AI-based tool that automatically animates, lights and composes CG characters into a live-action MP4 video scene in AI and Machine learning. Build AI based tool for auto dubbing, close captioning text, Create Professional custom 3D Character animates, lights, and composes CG Robot and Alien and creates custom Voices for the video 3D Robot & Alien characters. You will need to help me create any needed AI access and License accounts. I am seeking a proficient developer to create an AI-based tool that automatically animates, lights and composes CG characters into a live-action scene using AI and Machine learnin...

I'm seeking a skilled Senior Python Developer to assist with a project that involves a blend of web scraping and data analysis, with a focus on the following tasks: - Extracting data from multiple websites - Automating data extraction and parsing - Analyzing and visualizing scraped data The ideal candidate should have: - Proficiency in Python, with a strong understanding of AI and Machine Learning - Hands-on experience with web scraping, particularly working with diverse data sources - Ability to automate data extraction and processing efficiently - Adept at data analysis, with the ability to visualize and interpret data Although I haven't specified any particular tools or libraries, your familiarity with tools like BeautifulSoup, Scrapy and Selenium would be a bonus. Your abil...

In this project, I'm searching for an experienced Python Developer who exhibits strong proficiency in web scraping, artificial intelligence, and machine learning. Key Responsibilities: - Utilize your expertise in Python, specifically focusing on AI-related tasks. - Web scraping will also be a significant part of the project, though details on the targeted data type are yet to be defined. Ideal Skillset: - Extensive experience with Python - High proficiency with AI and machine learning algorithms - Proven record of successful web scraping projects Please include samples of relevant Python, AI, or web scraping projects you've completed as part of your bid. I look forward to collaborating on this project.

I'm seeking a skilled machine learning expert with expertise in PyTorch for a natural language processing task. Your primary task is to develop a model that can understand the empathy patterns in English text. I'll provide you with the data. Key Requirements: - Proficient in PyTorch and machine learning - Experience in natural language processing - Understands the nuances of empathy detection in text data - Previous projects involving empathy learning in English text would be a plus. Deliverables: - A well-structured PyTorch model that can accurately understand the empathy in English text - Detailed documentation on the model, its architecture, and usage This project requires someone who's not only technically skilled but also understands the context and subtleties of i...

I'm seeking a talented data scientist specializing in ship engine assembly to analyze key parameters and offer process insights. Key Parameters and Metrics: - **Efficiency:** Analyze the efficiency of our ship engine assembly processes. - **Performance:** Look into the performance metrics of the assembly line. - **Reliability**: Assess the reliability of our ship engine assembly. Process Insights: - **Workflow Optimization:** Provide insights and recommendations on how we can optimize our workflow for better efficiency and productivity. - Collect datasets for llmRAG and embedding vector database - You should choose the models for llms and RAG and frameworks Ideal Skills: - Proven experience in data science, particularly in the manufacturing industry with a focus on ship engine as...

I'm looking for a skilled Python programmer with experience in data analysis and route optimization. The main goal of the project is to create a method to develop a route optimization system for navigating between various locations. Key Tasks: - Create a method for data analysis - Develop a route optimization system The route optimization system should focus on finding the shortest path between the multiple stops. Ideal Skills: - Proficiency in Python - Strong background in data analysis - Experience in developing route optimization systems, especially focusing on the shortest path - Familiarity with tools and libraries used in data processing and route optimization - Excellent problem-solving skills I'm looking for someone who can take ownership of this project and deliver...

Project Description: We are seeking a skilled software developer to build a robust Voice Call Live Speech to Speech Translation Platform. This platform will enable real-time voice translation during calls, facilitating seamless communication between speakers of different languages. The ideal candidate will have experience in speech processing, real-time communication systems, and cloud services. Responsibilities: - Design and develop a high-performance backend system for real-time audio processing and translation. - Integrate speech recognition and translation APIs from leading providers. - Implement a scalable real-time communication architecture to support voice calls. - Ensure data privacy and security compliance in voice transmission and storage. - Work closely with UX/UI desi...

Please Sign Up or Login to see details.

I'm in need of a professional to assist me in understanding/developing an API using FastAPI and Pydantic. The primary target users of the API will be web developers. Code is written by someone else, but require some help in understanding the workflow.

As someone with a need for a predictive Machine Learning algorithm, I'm seeking an adept algorithm engineer or data scientist. The selected freelancer will create a ML Algorithm for predicting patterns using structured numerical data extracted from news articles. The ideal candidate for this position will have: - Proven experience in data extraction; specifically from news articles. - Solid proficiency in Machine Learning particularly in prediction algorithms. - Experience working with structured numerical data. Responsibilities will include: - Designing a predictive ML algorithm that can effectively use structured numerical data. - Validating the algorithm's prediction accuracy. - Balancing the model’s sensitivity and specificity. This project requires a unique com...

I need a comprehensive and well-written research paper.

I need a professional with experience in developing machine learning models that can help me create a model that will calculate true odds for horses in races. Your main task will be to analyze past performance data, race results, and betting data and develop a model that can find positive expected values within the races. Key requirements: - Experience in developing machine learning models for predictive analytics. - Ability to work with and analyze horse racing data. - Strong understanding of odds calculation and betting practices in horse racing. I'm looking for candidates with a strong background in statistics and data analysis, particularly in the field of sports betting. Successful freelancers should include their experience in developing similar models in their application...