Python vs matlab for machine learning jobs

I'm looking for a skilled Python developer to help me with a scraping project. I need to extract specific product data from a website's table. Skillset: - Proficiency in Python and Scrapy - Experience in web scraping - Familiarity with handling web popups The website () contains a table with important product information. For each product, I need the following details scrapped: Certificate Type Certificate Number Product Type Organization Name Country Issue Date Expiry Date in addition to Product Details Brand Model Description Barcode The data should be saved in a CSV file. There are no specific rules or requirements to be followed during the scraping process.

I'm looking for an expert mechanical designer to create a detailed design of an attachment for a filament winding machine. The purpose of the attachment is to automate fibre cutting and retying to improve product precision and production speed. Here's what you need to know: - This attachment should support two types of fibres. - Each fibre is less than 0.5 mm in thickness. Skills and Experience: - Proficiency in CAD or similar design software - Previous work with filament winding machines or similar machinery - Understanding of fibre materials and their characteristics. Understand automation of the winding process,so that cutting of fibre band and re tying the cut band to the next component to be done

...an experienced OCR Developer to build an OCR system that will be primarily used for document processing. The system should be able to process various types of documents including printed documents, handwritten notes, and scanned images. Key requirements for the project include: - Develop the system using Python, Java, and C# - Ensure that the system can accurately extract and process text from different types of documents - Implement a reliable method for processing printed documents, handwritten notes, and scanned images - Provide a user-friendly interface for uploading and retrieving documents Ideal candidates for this project should have: - Proven experience in developing OCR systems - Expertise in Python, Java, and C# - Strong unde...

I need a Python developer to help me convert a PDF file into an XML file. And Share that Python Code With me as well. Key Requirements: - The primary task is to extract text from the PDF and structure it into an XML file. Ideal Skills: - Strong proficiency in Python, with a good understanding of its syntax and libraries, particularly for PDF processing. - Experience in text extraction from PDFs is a plus. Please note that I do not have a predefined XML structure in mind, so I'll need some guidance on how to structure the output.

My project requires an expert in machine learning, particularly with a focus on using Python for neural networks. Ideal Skills and Experience: - Proven experience in machine learning projects - Expertise in Python programming - Proficiency in neural network programming - Strong understanding of deep learning Your understanding of machine learning principles, advanced Python programming, and neural network frameworks will be pivotal to the success of this project. Please detail your relevant experience and provide examples of similar projects.

I'm looking for an experienced Python developer who has previously worked with options Greeks and the Zerodha API. Your main tasks will involve: - add third order greeks to an existing code The ideal candidate should have a strong command over Python, especially the Pandas library, and a thorough understanding of financial markets, particularly options Greeks. Prior experience working with the Zerodha API will be highly beneficial for this role. I look forward to your proposals!

I'm looking for a skilled developer who can create a tool that utilizes Google Chrome to perform searches and click on search results multiple times. Key Project Requirements: - The tool should be built using Python, Java or Visual Basic - The primary goal of the tool is to perform automated web browser searches and click on various results - The tool should utilize Google Chrome as the web browser To give you a better idea, the tool should: - Conduct multiple web searches on Google - Click on a configurable number of search results from the returned search page Ideal Skills and Experience: - Proficient in Python, Java or Visual Basic - Experience in browser automation and web scraping - Familiarity with Google Chrome's automation capabilities If you have...

I'm in need of a skilled Python developer to work on a web scraping project. Key Requirements: - I'm primarily focusing on Web scraping as the main functionality for the project. - You should be well-versed in Python and have a proven track record in data analysis. - Knowledge of web scraping is essential to ensure efficient and reliable data extraction.

...questions, and discuss topics related to the course material. Content Offered: - Video Courses: The platform will have video lectures. - Text-based Courses: Supporting materials in text format. - Interactive Quizzes: Regular quizzes to reinforce learning. - Ispring & similar tools: Ability to embed content from these tools. - Multimedia: The platform should support and display pictures, sounds, and picture with sound content. Design and Branding: - I already have a specific design and branding in mind for the platform. You will be responsible for implementing this design. Generally: I want A ready-made education and training platform such as Udemy is required with the following requirements: Basic programming language php laravel.11 The website and sour...

I’m quite familiar with Moodle. It’s a widely used open-source learning management system (LMS) that supports educators in creating and delivering online courses. Moodle offers various features, including customizable course creation, quizzes, assignments, forums, and grade management. It is highly flexible and can be tailored to fit different educational needs. If you have specific questions about Moodle, such as how to perform certain tasks or best practices for using it, feel free to ask!

My project requires an expert in machine learning, particularly with a focus on using Python for neural networks. Ideal Skills and Experience: - Proven experience in machine learning projects - Expertise in Python programming - Proficiency in neural network programming - Strong understanding of deep learning Your understanding of machine learning principles, advanced Python programming, and neural network frameworks will be pivotal to the success of this project. Please detail your relevant experience and provide examples of similar projects.

I need a profess...medical education website for a written/video format course with an integrated question bank. Here, the primary objective is e-learning of anatomy through a substantial base of over 1000 multiple-choice, true or false questions and short answer questions. Ideal skills and experience to have: - Expertise in e-commerce website development - Experience in creating intuitive, user-friendly layouts - Knowledge of online education or e-learning websites would be advantageous - Familiarity with designing interactive question types, such as multiple-choice and true or false questions - Capacity to handle widespread content effectively Your job will be to incorporate these aspects to ensure the final product is not just functional but also fosters effective...

As a professional in computational chemistry or biophysics, I'm currently looking for an expert mentor in the field to guide me through various aspects of molecular modeling and simulations. Key Responsibilities: - Provide advanced expertise in Protein structure prediction, Molecular simulations, Coarse-grain modeling - Support in understanding complex concepts - Assist in practical implementation and problem-solving Ideal Experience and Skills: - PhD in Computational Chemistry or Biophysics - Has publications in international journals - Strong background in Protein structure prediction, Molecular simulations, Coarse-grain modeling - Proven experience in mentoring or teaching - Excellent communication skills and the ability to convey complex technical information in a clear...

I'm in need of a skilled Python coder to assist me in deploying Locally Hosted Language Model (LLM) applications. Here are the details: - **Operating System**: The deployment is hybrid, so familiarity with Windows, macOS, and Linux is ideal. - **Purpose**: The primary aim of the deployment is for text ebedding (vector db) and generation. - **Requirements**: Specifically, I'm looking for functionality related to Language modeling and retrieval augment generation in the LLM applications. - mongoDB should be set up runining a .sh file - docker-compose deploy of the app - whisper transformers for stt ttl - AWS S3 bucket for file serving Essential skills for this project include a strong background in Python programming and experienc...

...tasks: - Setting up Modbus communication between Raspberry Pi and Panasonic Servo Driver (Model Number: MDDLT55SF) - Setting up CC-Link IE TSN communication between Raspberry Pi and Mitsubishi Driver (Model:MR-J5W3-222G) - Writing code for controlling the servo driver from the Raspberry Pi - Testing and debugging the system - Providing support for any issues that may arise during the project Previous experience with Raspberry Pi and Panasonic Servo Drivers is a must. Additionally, the ideal candidate will have a strong understanding of programming in Python, as well as a background in robotics or industrial automation. GUI in Raspberry Pi will have START button. When we click on start button: Step 1: Communicate with Start Panasonic Servo Driver 1 to rotate the...

I am looking for a flyer with an Arabesque design for kids. Arabic Language Institute (add logo) presents Arabic for Kids (add picture of kids learning Arabic) Ages 5 to 10 - Reading - Vocabulary - Speaking Starting Saturday, June 1st at Masjid Darul Islam 602 Salem Ave, Elizabeth, NJ Class Options 1 Day $10 per day 2 Days $15 per weekend Saturday 12:00 noon to 1:30pm Sunday 12:00 noon to 1:30pm Scan QR Code for Registration

I need a Python program that can tap into Yahoo's fantasy football datasets using their API and extract various essential pieces of historical league-specific information. The main requirements of my project include: - Extracting information like player statistics, team standings, draft results, transactions (trades and adds/drops), weekly schedules (head-to-head matchups by week), weekly lineups, scoring settings, and league settings The Yahoo API Endpoints you'll need to use as inputs to derive the above data extracts for a particular league are: - the associated League ID (each league created by Yahoo is given it's own unique ID that a league member can provide) - the associated Game Key (there is a unique Game Key provided by Yahoo by fantasy sport and by...

...capabilities. While I did not specify a preferred programming language, I need someone versatile in universal languages such as C++, Java, or Python. Key features and requirements: - Data Management: The application should seamlessly handle data input, output, storage, and backup. - Report Generation: A core feature should be to generate real-time, insightful and efficiently formatted reports from the managed data. - User Authentication: A secure user authentication process is essential, ensuring only authorized users get access to data or functionality. Ideal Candidate: - Comprehensive experience in diverse programming languages (C++, Java, Python) - Expertise in developing applications with data management, report generation and user authentication features. - Probl...

...Mukutu - in their educational journey. Education has always been my passion and driving force. Growing up in Uganda, I witnessed firsthand the transformative power of education in breaking the cycle of poverty and empowering individuals to create better lives for themselves and their communities. It's this belief that led me to establish the Awuor Support Initiative, aiming to provide equal educational opportunities to children who are often overlooked and underserved. Donate here Alice, Ben, and Emma represent the faces of countless children in Uganda who are eager to learn but face barriers beyond their control. Alice, at 6 years old, is full of curiosity and potential, while Ben, aged 14, and Emma, 8 years

I am looking for a business professional to help me with the financial projections for vending machines to be placed at an apartment complex. This is a straightforward task that requires the creation of a profit and loss statement and chart. Key requirements: - Develop a profit and loss statement and chart for the vending machines (Snack, Beverage, Laundry and ATM) to be placed at the apartment complex - Focus on evaluating the profitability of this project Ideal skills and experience: - Proven experience with financial projections, specifically profit and loss statements and charts - Strong business acumen - Familiarity with the vending machine industry is a plus, but not mandatory.

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I'm looking for someone with experience with APIs and SDKs in Python who can guide me through successfully connecting to the Kwenta SDK. Your main task will be to help me connect it, so I can execute the order. I'm looking for someone who can explain things clearly and concisely, and is available to answer any follow-up questions I may have.

I have a web scraper script that needs fixing. It's designed to scrape various URLs from the Apollo website. Key Req...needs to be fixed. - URL scraping: The script should be able to successfully pull the data from the selected URLs on Apollo website. Experience with: - Web Scraping: Previous experience in web scraping is essential, as the data needs to be pulled accurately from this specific website. - Script Debugging: Ability to identify and fix issues within an existing script. - Proficiency in Python or relevant language for web scraping. - Knowledge of Apollo website structure. Please make sure your bid includes information on how you plan to approach fixing this script. Open to suggestions on alternative approaches as well, as long as they can meet the req...

We're seeking a highly skilled and experienced Salesforce freelancer to join our team and provide up to 12 hours a week of exceptional support for a variety of Salesforce Clouds, including: Sales Cloud Service Cloud Financial Services Cloud Experience Cloud Responsibilities: Manage and resolve incoming Salesforce support tickets with a focus on efficiency and accuracy. Diagnose issues across various Salesforce Clouds and recommend solutions. Leverage your expertise in Lightning Web Components (LWC), Flows, and Automation tools to streamline processes and improve functionality. Collaborate closely with internal teams to ensure seamless ticket resolution and customer satisfaction. Maintain a comprehensive understanding of Salesforce best practices and stay up-to-date on the lat...

I am seeking an AI and deepfake technology expert to assist me in implementing deepfake technology for educational purposes. The primary task is to set up the software and create moderately realistic deepfake outputs for general learning. Key Responsibilities: - Implementing deepfake technology following my instruction and provided video link. - Creating moderately realistic deepfake outputs for educational purposes. Requirements: - Expertise in AI and deepfake technology. - Prior experience of setting up and implementing deepfake technology. - Ability to create realistic deepfake videos suitable for educational purposes.

Job Title: Windows System-Level Gaming Keyboard Emulator Developer Project Overview: We are seeking a skilled developer to create a Windows-based keyboard emulator, specifically designed for gaming. The emulator must operate at a low system level to effectively mimic keyboard inputs for gaming purposes without requiring hardware. Key Requirements: OS Compatibility: The emulator should work exclusively on Windows systems. Emulation Focus: Aimed at simulating keyboard inputs for gaming applications. Ideal Skills and Experience: Proficient in Windows application development. Expert in low-level programming, specifically in system-level assembly language. Knowledgeable in gaming input emulation and keyboard input simulation. Experience in backend applications is benefic...

I'm looking for a talented individual who can help me develop an LLM text model which behaves like a virtual girlfriend. This text model must be engaging in intelligent dialogues with emotions and feelings. Here are the primary requirements for this project: - Create an AI-driven text model: I need a text model that is capable of engaging in intelligent dialogues. This means understanding context, providing relevant and meaningful responses, and exhibiting emotional intelligence. - Incorporate emotional responses: The text model should be capable of expressing emotions and feelings in a realistic manner. This is crucial for creating a believable and engaging virtual girlfriend. - The model can be trained from scratch or, if you have knowledge of current models, a...

I am seeking an expert in machine learning and computer vision who can craft an advanced object detection algorithm. This algorithm will be employed in outdoor settings and must have the capability to accurately identify vehicles, animals, and pedestrians. Essential Skills and Experience: - Expertise in Machine Learning and Computer Vision - Understanding of outdoor environments and their varied conditions - Prior experience in developing object detection algorithms - Familiarity with vehicles, animals, and pedestrian detection The goal is to devise an algorithm that can track and distinguish between multiple objects in outdoor scenes with different weather, light, and visibility conditions. It should perform reliably under these compounded factors.

I need a Python program to parse a JSON file and format it correctly to be JSON compliant. Key Requirements: - Input Data: The input data is in JSON format. - Output Data: The JSON output should be properly formatted and adhere to a specific schema or structure. Skills and Experience Required: - Proficiency in Python programming. - Strong understanding of JSON parsing and formatting. - Experience in adhering to specific JSON schemas or structures. Please let me know your experience in similar projects and any relevant information that would make you a strong candidate for this job. You will pass the name of the input file as an argument and the output file should be the same file name with the .output extension. The input file is attached. Pay attention to the ...

Im looking to have a Solana ping bot with the ability to de...ping bot with the ability to detect and attempt to filter out potential scams based on machine learning software. Ensuring that daily 10-100x calls are made effectively. Key Requirements: - AI & Machine Learning Proficiency: The ideal candidate will be well-versed in AI and machine learning technologies, able to design a bot that can learn and adapt to new scamming tactics. - Solana Ecosystem Expertise: Strong understanding of Solana and its projects is crucial to successfully identify potential scams. - Telegram Integration: The bot should be designed to work seamlessly within the Telegram app. I'm looking for an active developer who can work alongside me in this excit...

I am looking for a talented developer to help me implement a comprehensive quiz management system for my personal project. Key requirements include: - Ability to manage multiple choice, true or false, and open-ended quizzes - Provide access to these quizzes through both a website and a mobile application - Incorporate user account management for both quiz administration and participation Skills and experience in the following areas are essential: - Full stack development - Proficiency in developing both web and mobile applications - Previous experience with managing and implementing complex systems with multiple user roles The successful candidate should be able to deliver a high quality, user-friendly system within a reasonable timeframe. 1. Quiz manager: Implem...

...experience. I'd prefer to work with someone who is clever and learns quickly rather than someone experienced but is not very intelligent and/or does not solve problems scientifically. Would I hire an Isaac Newton or an Albert Einstein even if he had no programming experience? Of course I would. ✻ TESTS ✻ You must pass several difficult logic tests to work with me. The first logic test you complete for me will be an unpaid logic test. In other words, I would not pay you any money whatsoever if you were to pass the first logic test. However, I would pay you $25 (Twenty-Five Dollars) if you were to pass the second logic test, and $50 (Fifty Dollars) if you were to pass the third logic test. ✻ OBTAINING SUPPLIES ✻ I will send you approximately $50 (Fifty Dollars) so that ...

Python Script Developer for Photoshop Automation & WordPress/WooCommerce Integration We are seeking a freelance Python developer to create a script that automates Photoshop tasks and integrates with WordPress/WooCommerce for product customization. The script will: Develop a Python script to automate Photoshop operations. Integrate the script with WordPress/WooCommerce to retrieve order details. Automatically open Photoshop and modify PSD files based on customer orders. Update text layers with customer input and save customized templates as JPG/PDF.

...development - Attention to detail for aesthetically pleasing platform - Excellent grasp of information organization and UI/UX design principles. The end product should be user-friendly, visually appealing and fully functional with the capacity to capture all the necessary details. Implement an online CV The site will consists of 2 parts: user area As a user I can view the CV and also be able to download it. admin area This page is protected by a login From here I can add multiple languages and add translation for each language From here I can also change the text that is displayed on the page Structure for page (minimum requirements): Page: header biography portfolio contact form footer At least 3 different animations are used The user can change the theme:...

Seeking a long-term Python Data Scientist and Generative AI expert Your task is to develop a prototype chatbot that is powered by Generative AI and Large Language Model (LLM) to respond to user queries using domain-specific knowledge and RAG implementation. The project will focus on integrating LLM frameworks, managing data preprocessing, and implementing the chatbot's user interactions. ONLY people who respond to below screening questions will be considered: 1) Did you fine-tune an LLM model using LoRA or QLoRA? If so, which model did you fine-tune, and what was the use case? 2) Do you have a GitHub profile? If so, can you share the link? 3) Are you proficient in English, and what is your hourly rate?

I have a simple python script that interact with an API that takes data from said api and outputs it in a table. The service where I use the API also has a website where I can see in the same table format the exact same data. Pandas know how will help. My problem is that the data from API and from service is mismatching. Your job is too look and identify where the problem is. You will receive both program (simple streamlit app that runs locally) and login details to website to cross check.

...seeking an experienced engineer to design and implement a two-axis machine control system that is capable of: - Effectively controlling and managing the movements of the system along two axes with a LIMITED RANGE. Your expertise in designing systems with the necessary navigation strategies and motion control algorithms will be required. - Providing real-time position feedback to the user. Your extensive understanding of feedback mechanisms particular to these types of systems is a must. Ideal expertise for the job includes: - Comprehensive knowledge in machine systems control and design. - A thorough understanding of motion control strategies. - A background in data analysis and logs processing. The machine is a Bandsaw to cut small logs into...

I'm in need of a freelancer to assist with labeling text tweets by topic (to aid in machine learning research). Key Requirements: - Labeling 1,000 tweets as to whether they are about the topic sustainability - Must be labeled by hand (no machine learning or AI) by a native English speaker Task: -Open the attached spreadsheet -Read the FULL TEXT of each tweet. Also read the brand handle and sector for reference. Make sure to pay attention to any hashtags included. -You do not need to open any URLs. Make your judgment based only on the text. -If the tweet is about sustainability, enter "1" in column E. If it is not about sustainability, enter "0" in column E. -Note that "sustainability" is a broad topic -- it is often ...

I'm seeking an expert in Python for a Natural Language Processing project focusing on text classification of social media posts. Key Project Features: - The goal is to build a Python coding notebook that can efficiently classify different types of text within social media posts. This will require a deep understanding of NLP principles and techniques. - The project primarily demands the use of Python for its implementation. Ideal Skills and Experience: - Expertise in Python programming is a must. - A strong background in NLP, particularly in the area of text classification, will be highly beneficial. - Prior experience working with social media text data would be a plus. If you're confident in your Python and NLP skills and h...

I'm currently seeking a highly skilled and experienced tutor who is capable of teaching intermediate mathematics to teenagers via engaging video lessons. Key Responsibilities: - Create easy-to-understand, engaging video lessons aimed at teenagers - The less...keep the interest and attention of teenagers during lessons Ideal Skills and Experience: - A background in teaching or tutoring, specializing in mathematics - Excellent communication skills, particularly on video - Comfortable with digital tools and technology - Understanding of teenage learning requirements and challenges - Ideally, someone who can make math exciting and less intimidating for learners. Please consider how your style and experience can contribute to keeping teenagers engaged while learning...

...significantly increase the speed of our current data scraping processes. The ideal candidate will have extensive experience in web scraping, advanced knowledge of bypassing anti-scraping measures, and proficiency in utilizing cloud-based solutions for enhanced performance. Strong problem-solving and hacking skills to navigate complex web security systems are essential for this role. Responsibilities: Analyze and improve existing data scraping scripts to maximize efficiency and speed. Implement and manage cloud-based solutions (AWS, GCP, Azure, etc.) for scalable scraping tasks. Develop advanced strategies to bypass anti-scraping measures like CAPTCHAs, rate limiting, and IP blocking. Ensure data scraping processes comply with legal and ethical standards. Troublesh...

I need a highly experienced programming teacher who specializes in both Java and Python. I'm seeking advanced-level guidance, mainly through the following: - One-on-one mentoring: You will provide personalized, in-depth insights catered to my capacities, skills, and learning speed. We will explore challenges and complex concepts together. Patience and exceptional communication are crucial. - Expertise in Java and Python: You must demonstrate a solid understanding and practical application of these languages in the industry. Exit profiles such as the development of complex systems, application in advanced artificial intelligence, or extensive backend management would be ideal. - Advanced Level Programming: I need a tutor who can help me comprehend and implemen...

I'm in need of a professional and well-rounded computer programmer to build and manage various software applications. Key Tasks: - Develop innovative web and mobile applications - Manage and maintain the software database Ideal Experience and Skills: - Strong familiarity and skill in programming languages (Java, Python or C++) preferred - Previous experience in database management - Proven track record in developing web and mobile applications While skills in Java, Python, and C++ are a bonus, I'm primarily interested in your ability to perform the tasks specified above. Show me what you've got!

I'm in need of an experienced backend developer who can deliver comprehensive solutions for a medium-scale project. The tasks to be handled include: - Database management: You should have sound knowledge and experience in managing databases efficiently. - API Integration: Proficiency in successfully integrating APIs is a must. - Server Maintenance: You will also be responsible for maintaining the server to ensure smooth operations. Though the programming languages preferred by me were not specified, having experience in Java, Python, or PHP would be advantageous. This opportunity is best suited for developers with a knack for troubleshooting and those who can guarantee smooth backend functionality even during moderate traffic.

I need a website designed and developed that will serve as a platform for my healthcare company. The site will have a three-pronged approach to content, focusing on: - **Services Offered**: I want to showcase the range of services we provide. This section should be clear, concise, and informative. - **About Us**: This is where I want to introduce the visitors to our company - our values, mission, and vision. It should be detailed yet engaging. - **Contact Information**: I need a clear and easily accessible way for potential clients or partners to reach out to us. The target audience for this website will be varied, including: - **Patients**: I want the site to be easily navigable for patients seeking our services. - **Healthcare Professionals**: This section...

...seeking an expert in AI/Machine Learning, particularly in Natural Language Processing (NLP), who can assist in developing a solution using Python, Vector DB, Neo4j and GPT API. The main goal of this project is to create a sophisticated NLP solution that can work with text data such as documents and emails. Key Requirements: - Strong background in AI/Machine Learning, specifically in NLP. - Experience with Python, Vector DB, Neo4j and GPT API. - Ability to deploy the solution on a Local Server. Your tasks will involve: - Developing an AI/Machine Learning solution using the specified tools. - Ensuring the solution is optimized for processing text data. - Deploying the final solution on a Local Server. Ideal candidates sho...

Request details FOR EXPERTS WITH EXTENSIVE EXPERIENCE IN THE FIELD ONLY Objective: Scoring Algorithm for evaluating potential investments Data Source: 200+ proprietary historical records with up to 90 parameters Mentoring requested (to be worked with tech project lead and data engineer): • Data-Preprocessing (missing values, normalization, outliers) • Implementation methods for feature selection (e.g. correlation Analysis, feature importance, etc.) • Identify and run different algorithms (e.g., logistic regression, decision trees, random forests, gradient boosting, neural networks) • Details and rationale behind algorithms selection • Hyperparameter tuning and optimization • Cross-validation • Performance metrics (e.g., accuracy, p...

...virtual training session on the topic. I'm looking for a skilled instructor who can guide me through the following areas: - Basic Concepts and Architecture: I need to understand the foundational principles of Oracle Service Bus (OSB). This includes how it works, its key components, and its role in service-oriented architecture. - Service Development and Deployment: I'm interested in learning how to develop services on OSB and deploy them effectively. This includes hands-on exercises and practical examples to reinforce the learning. - Troubleshooting and Optimization: I want to be able to troubleshoot any potential issues that may arise when working with OSB. Additionally, I'd like to understand how to optimize OSB applications for perfor...

I am in need of a research professional to conduct an in-depth study into nursery and early child learning centers. Specific areas of focus should include: - Curriculum and teaching methods for children aged 2 to 4 years. - Parent involvement and communication strategies used in these settings. The purpose of this research is to identify current best practices in these areas. Given this, the ideal candidate will have experience in education research, specifically within early childhood settings. Knowledge in curriculum design, early childhood development, and parent-teacher engagement strategies are a crucial requirements for the task.