Machine Learning (ML) Jobs

I'm looking for a professional data analyst who can help me make sense of my sales data. The data is currently in Excel/CSV files. Ideal Skills: - Proficient in data analysis software (Excel, Python, R, etc.) - Experience with sales data analysis - Ability to identify trends and patterns - Strong statistical skills - Skills in managing and querying databases (SQL, NoSQL, etc.) - Experience with Extract, Transform, Load (ETL) processes Please note that specific insights I want from the data have not yet been defined, so I will appreciate your expertise in uncovering significant insights from the data.

I am facing issues with my Python code, particularly with the installation of stats models. Due to the urgency of the situation, I need a freelancer who can provide a detailed project proposal outlining how they intend to tackle this problem. Your proposal should clearly demonstrate an understanding of the issue and propose a timeline for resolution. Skills and experience that are crucial for this job: - Strong knowledge of Python and its libraries - Prior experience with debugging Python code - Familiarity with stats models and its installation process - Ability to provide a clear and detailed project proposal I need this issue resolved as soon as possible. Prompt and efficient communication will be greatly appreciated. get this python code working

I'm seeking an experienced professional to develop a basic framework for a fixed-point Vision Transformer (ViT) architecture. The project aimes to create a Vision Transformer that operates in fixed point arithmetic and can dynamically grow based on gradient information. This approach has the potential to address the challenges of deploying powerful vision models on edge devices while maintaining adaptability and efficiency. This project is primarily focused on research and experimentation, and will involve the following tasks: - Developing core components such as fixed-point linear layers and multi-head attention. - Creating a prototype of a dynamic growth mechanism based on loss and gradient information. - Conducting initial experiments to validate the concept of a growing ViT in ...

I'm looking for a skilled professional who can assist in training a GPT model using image data derived from user-generated content. This project requires a deep understanding of model training and the ability to work with image data. Key Responsibilities: - Train a GPT model specifically with image data. - Utilize user-generated content for training data. - Ensure the model is accurately trained for effective performance. Ideal Skills: - Extensive experience in training machine learning models, specifically GPT. - Proficiency in handling and processing image data. - Ability to source and utilize user-generated content for model training. Please only bid if you have relevant experience and can demonstrate past success in similar projects.

Seeking AI and ML experts actively engaged in various ongoing freelancing projects or running businesses focused on AI and machine learning.

I have R project that need to be done in 15 hours in statical machine learning I want kint anyone that not expert don't txt me at all

I need a professional skilled in bioinformatics and phylogenetics to calculate phylogenetic distances from my genomic data. The data is in FASTA format and the Neighbor-Joining method should be used for the calculations. Ideal skills and experience for the job include: - Strong background in bioinformatics and phylogenetics - Proficiency in using the Neighbor-Joining method - Experience with analyzing genomic data - Familiarity with FASTA format - Ability to deliver results urgently - Proficiency in programming languages like Python, - Experience in visualizing phylogenetic trees using software like FigTree or Dendroscope

I am in need of an experienced Python programmer with a strong background in mathematical analysis. Key Requirements: - Proficiency in Python programming - Strong background in mathematical analysis - Experience writing codes for arcs Ideal Skills: - Python - Jupyter Notebook - Mathematical analysis - Arc coding Your role will be to analyze data in the context of arcs and write corresponding Python codes. This project is for personal use and will be carried out on the Jupyter Notebook platform. Your primary objective will be to conduct a detailed data analysis on arcs. The successful completion of this project will depend on your technical skills, attention to detail, and ability to communicate effectively about your process. A background in data analysis is essential, as you will be...

I'm looking for a Python expert with experience in real-time object detection. The primary focus will be on detecting vehicles and identifying their type and color. Key requirements: - Proficiency in Python and experience in real-time object detection - Expertise in image processing and computer vision techniques - Ability to develop a system for detecting vehicles and identifying their type and color - Experience in working with machine learning and deep learning frameworks - Good understanding of vehicle attributes and image analysis - Proficiency in using YOLO (You Only Look Once) framework for real-time object detection. - Familiarity with OpenCV for image processing tasks.

I'm looking for an expert in reinforcement learning, specifically Q-learning, to help enhance my existing implementation. The ideal freelancer for this project should have: - Strong background in reinforcement learning and Q-learning - Experience in enhancing existing implementations - Proficiency in Python and relevant RL libraries - Ability to optimize algorithms for efficiency and performance - Excellent problem-solving skills I need someone who can bring my project to completion with a refined, high-performing algorithm.

I'm seeking a skilled Python developer with experience in Natural Language Processing (NLP) to deliver a functional prototype that identifies non-compete clauses in employment contracts. The system should leverage machine learning principles and be able to: - Identify non-compete clauses and the nature of restricted activities. - Provide a summary of all non-compete clauses mentioned in the contract. - Highlight these clauses within the contract for easy reference. - Offer an option to download the extracted summary. The contracts are in PDF format, and the system should recognize all types of restrictions and conditions within the contract, including geographic restrictions, time restrictions, and scope of work restrictions. The prototype should aim for an accuracy range between 70...

I need a data scientist who can develop a decision tree model using historical patient medical records to predict heart disease. Key Details: - The data source is historical patient medical records. - All records are labeled with the condition of heart disease. - The medical records include demographic information such as age and gender. Ideal Skills and Experience: - Proficiency in machine learning, particularly in decision tree algorithms. - Experience in handling and analyzing medical data. - Strong understanding of demographic data interpretation. - Ability to deliver clear and understandable model predictions. (1) In this assignment, we will give a lot of emphasis on what you have done to reduce overfitting and make the decision tree simpler. Note that when you train a decision tr...

I'm looking to develop a straightforward Generative model neural network. This network should enable me to upload a few hundred books and provide contextual comprehension responses to questions based on the content of these books. Key Requirements: - The model should be able to comprehend and respond in both Ukrainian and English. - Ability to handle contextual comprehension queries rather than just fact-based questions. - Experience in developing and working with Generative models. Ideal Skills: - Proficiency in building and training neural networks, particularly generative models. - Strong understanding of contextual comprehension and its implementation in AI. - Fluent in both Ukrainian and English, with a strong understanding of the nuances of both languages. The model should p...

Project Overview: We are seeking a skilled freelance Object Detection Specialist to develop a comprehensive solution for object detection in autonomous driving. This project is part of a university research initiative and involves dataset acquisition, preprocessing, model training, testing, integration with ROS (Robot Operating System), and documentation. Responsibilities: 1. Dataset Acquisition:   - Research and identify suitable datasets for object detection in autonomous driving scenarios.   - Ensure the dataset includes diverse and representative samples of various objects and conditions. 2. Preprocessing Pipeline:   - Develop a robust preprocessing pipeline to clean, augment, and prepare the dataset for training.   - Implement techniques such...

As an organization, we are on the hunt for an experienced professional who can help us integrate AI into our accounting processes. We recognize the immense value and efficiencies that AI can offer, particularly when it comes to automating recurring tasks such as payroll, bookkeeping, and taxes - tasks that, though essential, can be time-consuming and prone to human error. Ideal skill set: • Proficiency in using AI for data analysis • Experience in automating customer support and document processing • Familiarity with accounting software and procedures • Hands-on experience in automating tasks like payroll, bookkeeping, and taxes • Solid understanding of the finance sector We are eager to engage with a skilled professional capable of helping us harness...

I'm looking for a professional app developer to build an English training application for new recruits, focusing on vocabulary, speech, and pronunciation. The app should include interactive, audio-based lessons and speaking exercises as practice tests. Key Features: - Audio-based interactive lessons: The app will utilize engaging, audio-centric content to teach English. - Speaking exercises as practice tests: These will help assess the recruits' progress and provide them with necessary practice. - Customized Learning Path: The learning journey will be tailored to meet HR's development goals. - Detailed Test Reports: These will focus primarily on error patterns to help track improvement and identify areas for additional focus. Ideal Skills: - App development experience, pre...

I'm looking for a skilled data scientist or software developer who can create a predictive betting system for football matches and tennis matches. The system should utilize various data sources and be capable of making predictions on match outcomes, player performances, and in-game events. I'm specifically after the following predictions: - Predicting the full time correct scores for football matches (all leagues) - Predicting half time correct scores for footabll matches - Predicting the set betting for tennis matches - Predicting the first set correct score for tennis matches The solution must be based on machine learning and able to recent data and historical data to predict scores. Key Requirements: - Proficiency in data analysis, machine learning and software development...

Exciting Opportunity for Freelancers and Agencies! Are you passionate about pushing the boundaries of 3D Generative AI? We’re looking for skilled freelancers or agencies to collaborate with us on an innovative project at Metadrob! As a first step, we aim to develop a Proof of Concept (POC) that demonstrates the capability to generate high-quality 3D models directly from text prompts. Imagine transforming a simple description like: "A modern minimalist coffee table with a glass top and a wooden base" ...into a stunning, detailed 3D model! ? POC Highlights: ✔️ Objective: Build a system to generate 3D models from text descriptions. ✔️ Key Deliverables: High-quality, visually appealing 3D models. Models suitable for applications in gaming, AR/VR, etc. Standard file formats (GLT...

Project Description Calling all programmers, engineers, innovators, and dreamers! This is an open competition where anything goes—your only goal is to enhance an advanced Python-based optimization tool for ramjet engine design. Whether you’re using Python, AI tools, custom algorithms, or sheer ingenuity, it’s your final product that matters. The tool is built for Mach 2.5 supersonic combustion, modeling real gas effects and compressible flow physics. Your mission: 1. Make Simulations More Accurate: Improve the physics, modeling, and reliability. Optimize Performance: Use innovative methods to identify high-performing designs. 2. This is your chance to showcase your skills, creativity, and innovation. The best final solution wins, regardless of the process you use to ge...

I'm seeking an expert in Azure Machine Learning to develop a classification model aiming at customer segmentation from structured data. Key Requirements: - Proficiency in Azure Machine Learning - Expert in developing classification models - Experience in handling and processing structured data - Knowledge in customer segmentation techniques Your role will be to analyze the structured data and build a predictive model that effectively segments different types of customers. Your expertise will help in understanding customer profiles and predicting their behaviors. Please provide your relevant experience in your proposal. This is a simple POC project that has to be completed in 2 days time

I'm seeking a professional to train and fine-tune LLama 2 with text data I provide. The primary goal is to enhance the model's accuracy for a specific task using this data. Ideal Skills: - Experience with LLama 2 - Proficiency in machine learning and AI - Strong background in natural language processing - Familiarity with text data and its training processes Requirements: - Ability to work with plain text documents - Capability to improve model's performance on specific tasks - Excellent understanding of model training and fine-tuning procedures ai detector".

I'm looking for an expert in neural networks for a predictive modeling project. The focus will be on working with structured data, specifically tabular data. The ultimate goal is to develop a model that can generate regression values. Ideal Skills: - Proficiency in neural networks and predictive modeling - Experience with structured, tabular data - Skills in generating and interpreting regression values - Familiarity with Python and libraries like TensorFlow or Keras - Strong statistical analysis and problem-solving skills

I am looking for an experienced professional in machine learning, specifically with expertise in training Llama2-7B-hf models using the Hugging Face Transformers library. The goal of this project is to train a custom model on my JSON formatted dataset, which is less than 1GB in size. The resulting model should be capable of performing text generation tasks. Key Deliverables: - Train the Llama2-7B-hf model on my JSON format custom dataset. - Ensure the trained model can be loaded back using the specified syntax: model = AutoModelForCausalLM.from_pretrained(llama2_id, ,device_map="auto",torch_dtype=) - Ensure compatibility with BetterTransformer using: model.to_bettertransformer() Ideal Skills and Experience: - Proven experience with Hugging Face Transformers library. - Strong un...

I'm looking for a Python developer who can create an Amazon reviews scraping code for me. The scraper should be able to compare two product reviews based on various aspects. Key Requirements: - Comparison based on Rating, Sentiment (positive/negative) & Keywords used in reviews - Visualization of comparison results in graphical form (charts/graphs) - Tracking of Average rating over time, Frequency of keywords & Sentiment distribution Ideal Skills: - Proficient in Python - Experience with web scraping - Familiarity with data visualization libraries (e.g. Matplotlib, Seaborn) - Understanding of sentiment analysis and keyword tracking

I'm seeking a proficient Python developer with a strong background in machine learning, specifically in classification tasks. The project involves creating a Python application that interacts with a database and then compiling it into a single application that can be hosted as a website. The zip file below includes a sample I need to create for my product which I can eventually host on a website. Key Requirements: - Development of a classification model using Python - Compilation of current code as shown in as a sample video - Creation of a website with interactive dashboards Ideal Skills and Experience: - Proficiency in Python and machine learning - Experience with database management - Web development skills - Ability to create interactive dashboards The website will need to h...

I have a dataset of leaf images taken from various plants and crops. The goal is to leverage machine learning for detecting a broad range of potential diseases in these images. Requirements for website: login and signup page. login should happen through mail confirmation. and option for reset password The app should be able to detect the disease using image capture and also with a image provided from gallery or documents. it should detect if the object is a leaf or not after detection it should provide remedy for the following disease Ideal Skills and Experience: - Proficiency in machine learning and image processing - Experience with plant pathology or agricultural technology is a bonus - Ability to work with a diverse dataset - Strong expertise in Python and relevant ML libraries (like...

Project Description: Set Up Jetson Nano and Install AI Project We are seeking an experienced freelancer to assist in preparing a Jetson Nano and installing our AI-based project onto the device. The project is well-documented and designed for easy implementation, but some adjustments may be required to ensure proper functionality. Project Scope: Jetson Nano Setup: Prepare and configure the Jetson Nano for development. Install necessary dependencies and software as outlined in our documentation. Project Installation: Deploy our AI-generated code onto the Jetson Nano. Test and ensure the project operates as intended. Network Integration: The Jetson Nano will be on the same network as a Windows PC with all required development tools and r...

I'm in need of a seasoned Python Developer who can implement the YOLO framework or a similar advanced object detection system. This model should be specifically designed to detect distress patterns during drone surveillance for road maintenance - primarily focusing on identifying cracks and potholes. Key Responsibilities: - Implementing an object detection framework tailored for drone surveillance - Developing a system to calculate and quantify the area of identified distress patterns - Training the object detection model using collected datasets. - Implementing real-time object detection capabilities during drone surveillance. Ideal Skills: - Proficient in Python with a strong understanding of its libraries - Experience with implementing YOLO or similar object detection frameworks ...

I'm in need of a Machine Learning expert who specializes in pattern recognition. The primary goal of this project is to develop a system that can identify irregular patterns within a variety of data sources related to livestock. Key Responsibilities: - Create a pattern recognition system aimed at detecting anomalies in live stock data - Utilize sensor data, transaction records, and user input data as the primary data sources - Design the system to focus specifically on identifying irregular patterns - Optimize machine learning models for better performance and accuracy. - Implement real-time monitoring tools to track system performance and anomalies. Ideal Candidate: - Proven experience in machine learning and pattern recognition - Strong skills in data analysis and interpretation ...

This assignment focuses on a classification problem that encompasses all stages of the machine learning process. The goal is to predict advanced fibrosis status (positive or negative) in liver patients using a dataset containing 34 features. The process begins with splitting the dataset into 80% training and 20% testing subsets to ensure that the model’s performance can be evaluated on an independent dataset. During model training, it is crucial to standardize the features to ensure all variables are on the same scale. This standardization must only be applied to the training data and incorporated into the cross-validation process to avoid data leakage, which could lead to misleading results. Various machine learning algorithms and hyperparameter combinations will be explored to sele...

I need to hire a deep learning expert who can improve the existing model.

I'm seeking a Python expert to help me with a project that involves analyzing images and generating open-ended questions based on their content. The images provided will contain a mix of sports and daily life activities. Your task will be to: 1. Upload an image without any embedded text. 2. Automatically generate open-ended questions based on the content of the image. The questions should cover a moderate level of detail and be a combination of factual and interpretative queries. The ideal candidate for this project would have: - Extensive experience with Python, particularly with the Transformers library. - A strong understanding of image content analysis. - Excellent skills in question formulation, able to create queries that are both factual and interpretative. This is a unique ...

I'm looking for an expert in image processing or machine learning. I haven't finalized the specifics of the project, but it will involve working with various types of images and producing meaningful output from the analysis. Your expertise will guide the project towards its ultimate goals.

I'm looking to hire an experienced freelancer to build a SAAS platform with integrated AI capabilities, specifically designed for small businesses. Key Features: - Primary Function: The SAAS should primarily serve as a marketing automation tool. - AI Integration: It should incorporate predictive analytics and chatbots to enhance its functionality and user experience. Ideal Skills and Experience: - Proficient in SAAS development with a strong focus on marketing automation. - Extensive experience in AI integration, particularly with predictive analytics and chatbots. - Prior work with creating user-friendly platforms for small businesses is a plus. - Strong understanding of the marketing landscape and small business needs. Technical Skills: Proficiency in programming lan...

I'm looking for a machine learning expert to write me a research paper focused on supervised learning, specifically on classification algorithms and also optimization . This paper should include an in-depth analysis of decision trees and neural networks random forest. Ideal skills and experience for the job: - Extensive knowledge and experience in machine learning, particularly supervised learning and classification algorithms - Proficiency in writing academic research papers - Ability to conduct thorough research and analysis on decision trees and neural networks - Familiarity with the principles of machine learning and its applications in real-world scenarios

I am looking for Python developers to integrate certain solutions into an existing human digitization & virtual try on project as well as other development involving 3D clothing and mesh generation. You will have access to a Linux server running the original project and the source code for the project for which these libraries will be integrated into. Experience with pytorch, fastapi, and 3D machine learning models would greatly be beneficial.

I'm looking for a machine learning expert to optimize a text summarizer model. The current model shouldn't be changed, but we need to implement reinforcement learning. The model is currently being trained on news articles and blog posts, so experience working with such datasets is a plus. Key Responsibilities: - Optimize the current text summarizer model with a focus on improving speed without altering previous methodologies. - Provide comprehensive testing and validation of the model post-optimization. Ideal Skills: - Proficiency in machine learning, specifically with text summarization models. - Strong understanding of performance speed optimization in ML models. - Familiarity with training models on news articles and blog posts. - Excellent skills in testing and validating ...

I am looking for an experienced quantitative trader and data scientist to help me develop and implement a statistical arbitrage model for the equity markets. Key objectives include: • Building a data pipeline using Python to clean, process, and analyze stock market data sourced from Yahoo Finance. • Employing advanced statistical methods like cointegration, PCA, and regression to identify profitable trading opportunities. • Implementing the strategy, using Random Forest machine learning algorithm, and backtesting its performance under various market conditions. This project is a significant contribution to quantitative trading, providing insights into predictive analytics and risk-adjusted returns optimization. Your expertise in statistical analysis, machine learning, ...

I have 33,000 unbalanced MRI images and I'm looking to enhance this dataset to achieve balance. The aim is to apply various deep learning models such as CNN, INCEPTIONV3, RESNET50, and VGG19. Ultimately, I want to implement a majority voting system and create a generative AI based on the model with the most i dont want any such hectic codes just basics so that good accuracy be achived. Key Requirements: - Data Preprocessing: Initially, the dataset has been built on an unbalanced set of images. Preprocessing steps such as normalization and augmentation have been applied. - Model Training: The primary goal is to improve model accuracy by utilizing different CNN architectures. - Majority Voting: Implement a system for majority voting based on the models' performances. - Generati...

I am seeking a knowledgeable and patient Python tutor to help me relearn Python with a focus on its applications in the cybersecurity field, application development, and scripting. My goal is to gain practical, hands-on skills that will enable me to: Write Python scripts for cybersecurity tasks like automation, penetration testing, and data analysis. Build applications to solve real-world problems and enhance cybersecurity tools. Understand and apply Python concepts such as data structures, object-oriented programming, libraries, and frameworks commonly used in cybersecurity. I am looking for: A structured learning plan tailored to my goals. Real-world examples and projects related to cybersecurity and application development. Guidance on best practices, debugging, and optimization. Pre...

I'm looking for a professional who can help me implement based on a given research paper. The primary goal of this project is to demonstrate a concept from the paper Ideal Skills: - Proficiency in relevant programming languages. - Knowledge of machine learning and AI algorithms. You don't need to focus on performance metrics, just the functionality.

I'm on a journey to build an AI-centric operational system aimed at enhancing efficiency, fostering innovation, and ensuring sustainability. At the heart of this initiative lies AI's capacity to analyze data, automate processes, and streamline decision-making. Key Aspects: - AI as the core of operations: Every task is powered by advanced AI techniques, enabling precise analysis and intelligent forecasting. - Data Utilization: The primary data source for this decision-making system will be manufacturing data. - Objective: The ultimate goal is to minimize errors and optimize performance. Ideal Skills: - Proficiency in AI and machine learning - Experience in data analysis, particularly in manufacturing data - Strong understanding of process automation - Proven track record in err...

I'm looking for a skilled developer or a team who can create a versatile content writing tool inspired by leading platforms like and This tool should be capable of generating all kinds of content - from blog posts and articles to marketing copy and technical documentation. Key Features: - Content Creation: The primary focus of the tool should be on content generation, similar to the references provided. - Integrated Checks: The tool must incorporate grammar and plagiarism checking. - Optimization: SEO optimization capabilities are a must. - AI Management: The tool should also include features for AI detection, humanization of AI-generated text, and removal of detectable AI writing patterns. - Offer pre-made templates for various content types such as blog posts, product descriptio...

I'm seeking assistance in preparing a project report focused on data analysis and predictive modeling using Python. The project involves an extensive dataset concerning various house features. Key Tasks: - Understand and explore the dataset - Conduct exploratory data analysis (EDA) - Predict house prices based on the analysis - Perform data cleaning to handle missing values and outliers The dataset consists of 23 variables that provide comprehensive information about house features, beyond just location and size. Your expertise will be crucial in determining the price of a house based on these diverse elements. Ideal Skills: - Proficiency in Python and Excel - Extensive experience in data analysis and EDA - Knowledge of predictive modeling techniques - Ability to generate insightf...

Project Description for Freelancer: Nutrition Automation System We are building a personalized nutrition automation system that leverages AI and data analysis to generate dietary recommendations for clients based on their bloodwork and health metrics. The system aims to streamline the backend process for a clinical nutritionist by automating data ingestion, analysis, and report generation, allowing for scalability and efficiency. --- Key Features and Requirements 1. Data Ingestion Accept client bloodwork reports (e.g., fasting glucose, HbA1c, CRP, etc.) via a secure portal. Store data in a structured database for processing. 2. AI-Powered Data Analysis Use predefined rules and machine learning to analyze biomarkers and generate personalized dietary recommendations. Examples: H...

I'm looking to create an AI agent specifically designed for analyzing data from Twitter. The primary purpose of this AI agent is to interpret social media data. Ideally, the candidate should have experience in AI development, particularly in data analysis. Understanding of Twitter's data structure and patterns will be a significant advantage. Please bid if you can deliver a comprehensive and efficient AI agent. The AI agent should perform sentiment analysis.

I'm looking for a data scientist who can implement the k-Nearest Neighbors (kNN) algorithm, Decision Trees, and Random Forest to classify the Wisconsin Breast Cancer dataset. Key Requirements: - Utilize all available features in the dataset for model training. - Output classification results in an Excel file. - Provide a detailed output including the confusion matrix for model evaluation. Ideal Skills: - Proficiency in Python or R for implementing machine learning algorithms. - Experience with cancer datasets is a plus. - Strong understanding of model evaluation metrics. Please use the original version of the Wisconsin Breast Cancer dataset. Please use Python with scikit-learn for implementing the algorithms. No feature engineering or data preprocessing is needed; use the dataset ...

I am seeking a Python professional to assist with long-term tasks. The primary focus will be on working with CSV files, so proficiency in handling and manipulating this data format is crucial. Those who wants to have good review and willing to work for budget amount are requested to bid. I am looking for a freelancer who can commit to this long-term project.

I'm looking for an experienced NLP developer to create a comprehensive, end-to-end natural language processing project. The specifics of the project will be defined collaboratively, as I am open to various possibilities and approaches. Ideal skills would include: - Proficiency in Python and relevant libraries such as NLTK, spaCy, or TensorFlow. - Previous experience with end-to-end NLP projects. - Strong understanding of machine learning and deep learning. - Ability to communicate complex concepts in a clear and concise manner. - Experience with sentiment analysis and opinion mining. I look forward to working together to shape this project. The main goal of the project is to focus on finance. The project will focus on market prediction using financial data.

I need assistance with computing phylogenetic distances from my FASTA formatted data using the Kimura 2-parameter method, leveraging distance-based analysis in Python. Key Requirements: - Expertise in Python, particularly in its bioinformatics libraries. - Proficient in handling and processing FASTA formatted data. - Familiarity with distance-based phylogenetic analyses. - Experience implementing the Kimura 2-parameter method. - Proficient in using visualization tools like Matplotlib or Seaborn for phylogenetic trees. Please, only apply if you have a strong background in bioinformatics and phylogenetic analysis. The output should include a well-annotated phylogenetic tree.