Rules of machine learning best practices for ml engineering pdf jobs

I am 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 Bands...

... The primary focus of this project is to take a normal CV / Resume and format it into our company format. It's quite a simple process, populated some fields, removing personal details and then coping the rest of the text into our format. We would want to be able for the AI to use the template we create and it check it each time to make sure we havent updated anything. We would drop the resume / CV into one folder then it would be added to another folder formatted. Ideal Skills and Experience: - Strong background in AI and Machine Learning - Experience in NLP and chatbot development - Proficiency in creating customizable sections for user-friendly interfaces - Understanding of how to analyze user's skills for personali...

...looking for a skilled developer to create a user-friendly desktop application interface that integrates a machine learning model. The primary goal of this application will be to evaluate student applications in real-time. Key Features: - Real-time evaluation feedback: The application should provide instant feedback on student applications, based on the integrated machine learning model. - User authentication: The application should include a secure user authentication system to ensure only authorized users can access and use it. - Data visualization: The application should have data visualization capabilities to help users understand the evaluation process and results better. Integration: - The application will need to integrate with existing...

I need a machine learning model developed in Python. This model should be able to evaluate prospective student applications by comparing them to historical data sets. The goal is to classify and sort the new applicants efficiently. Key Requirements: - Develop a classification-based machine learning model in Python - Understand and work with historical data sets to evaluate new student applications - Deploy the model in a web application format for ease of access Ideal Skills and Experience: - Strong background in machine learning and Python - Previous experience in developing classification models - Ability to understand and work with large data sets - Prior experience with deploying machine learning models in web appl...

I need 50 SEO-optimized blog articles on golf-related topics. Ideal freelancer for this project would have: - Experience in content writing, particularly in the sports or golf niche - Knowledge of SEO best practices - Ability to write engaging and informative content - Understanding of golf terminology and concepts The timelines for this project is within a month. Please respond with your proposal and relevant samples if you have them.

*Notes: this project is a continuation of job description, contract & payment for Project 01. Same rules apply: https://www.freelancer.com/projects/video-editing/Creative-Talented-VIDEO-EDITOR-Needed/details Total Per Project: $250 1/3 - Deposit 30%: $75

I'm looking for a skilled designer and SEO expert to create 4 landing pages, each with a minimalist and clean design. The main goal of these pages is to generate leads and sales for my course on Hotmart. Additionally, I need an "About Me" page designed. Key Tasks: - Design 4 landing pages with a minimalist and clean style - Incorporate text and images on the landing pages - Ensure the landing pages are well-optimized for SEO - Create an "About Me" page that aligns with the minimalist and clean design of the landing pages Ideal Freelancer: - Experienced in landing page design, particularly with a focus on lead generation and sales - Proficient in SEO optimization for websites and landing pages - Skilled in creating attract...

I'm in need of a skilled developer who can create a chatbot SaaS platform. The primary purpose of this platform is to enhance customer service on business and educational websites. In order to effectively address this requirement, the chatbot should be AI-powered. Key Requirements: - Development of a customizable chatbot SaaS platform: The chatbot needs to be easily adaptable and integrable for both educational institutions and businesses. - AI-powered Chatbot: The chatbot should be equipped with AI capabilities to facilitate efficient and effective customer service. - Integration Capabilities: The chatbot should seamlessly integrate with CRM software for customer management and live chat support. Ideal Skills: - Proficiency in chatbot development,...

I'm in need of a skilled developer or team that can design and build a highly specialized mobile platform. The platform should be able to adapt to various unique applications. This platform should be intuitive, user-friendly, and able to support a range of features. Key Features: - Natural Language Processing: The platform should possess advanced natural language processing capabilities. - Voice Chat: The ability for the platform to support voice-based communication. - Image and Multimedia: The platform should support a range of multimedia options, from text to photo uploads. Platform Support: The mobile application should support the interface and experience similar to that of Pi from Inflection AI or ChatGPT from OpenAI. Design: The design shou...

I need ...appealing banner for brand promotion. It will be displayed primarily online, on our website and social media platforms. Banner will be an animated gif that says "Advertise in the Hardcore Underground" and must be bodybuilding related with colors to fit with size 728px by 90 Key Requirements: - Design an attractive and professional banner that reflects our brand identity. - Ensure the banner is optimized for the online environment, grabbing attention and generating clicks. Ideal Skills and Experience: - Proven experience in designing banners for online brand promotion. - Ability to understand and reflect brand identity in design. - Strong eye for aesthetics and ability to create visually appealing designs. - Familiarity with online desig...

I'm in need of a video editor to assist with creating an engaging, animated explainer tutorial video. Key Requirements: - Proficiency in video editing software is essential. Please specify your experience with any of the following: Adobe Premiere Pro, Final Cut Pro, or Sony Vegas Pro. - Strong understanding of video editing techniques, particularly for tutorial videos. This project focuses on creating an animated explainer tutorial video. The freelancer should be able to: - Leverage animation software to create engaging and informative visuals that help explain the tutorial content. - Ensure the video remains clear and concise to assist viewers in understanding the tutorial's key concepts. Ideal Skills and Experience: - Proven experience in video...

I'm looking for a skilled professional who can help me secure my Linux server and SMTP setup. Key Requirements: - Deep experience with Linux server security measures and best practices. - Proficient in securing SMTP servers and ensuring authentication is managed effectively. - Capability to implement SSL/TLS encryption for enhanced security. Your application should focus on detailing your experience in this field. Please provide relevant examples of previous projects where you've successfully secured similar systems.

I'm looking for an expert developer proficient in creating chat systems that run smoothly on both websites and mobile apps. The chat system should support engagement between up to 10 users simultaneously. To keep things simple and focused, the functionality of this chat system will strictly be text messaging, no file-sharing or video calling required. Ideal skills and experiences include: - Proven track record in developing chat systems - Expertise in cross platform compatibility - Efficient and clean coding practices

I am in search of a freelancer who can assist me in verifying the employment history and qualifications of potential candidates in Switzerland. This is crucial for me to ensure the accuracy of their past employment and to validate their qualifications. Key Responsibilities: - Conducting thorough employment verification checks - Ensuring the accuracy of job titles and employment history - Verifying qualifications and past experiences - Providing detailed reports on your findings Ideal Skills: - Experience in HR, recruitment, or similar fields - Strong investigative and research skills - Excellent attention to detail - Understanding of Swiss employment laws and practices

I'm looking for a professional to verify the phone number for my Google Business profile to enhance its credibility and visibility. Key Requirements: - The verification method should be of Landline number. Ideal Skills and Experience: - Experience in managing Google Business profiles. - Proficiency in verifying phone numbers using SMS. - Knowledge of best practices to increase trust with customers and enhance visibility on Google Business.

I'm in need of a video editor to assist with creating an engaging, animated explainer tutorial video. Key Requirements: - Proficiency in video editing software is essential. Please specify your experience with any of the following: Adobe Premiere Pro, Final Cut Pro, or Sony Vegas Pro. - Strong understanding of video editing techniques, particularly for tutorial videos. This project focuses on creating an animated explainer tutorial video. The freelancer should be able to: - Leverage animation software to create engaging and informative visuals that help explain the tutorial content. - Ensure the video remains clear and concise to assist viewers in understanding the tutorial's key concepts. Ideal Skills and Experience: - Proven experience in video...

...specifically for a mid-level job application in the Human Resources sector. The ideal candidate for this role should have a solid understanding of the HR industry, and be skilled in summarizing and presenting my career in a way that will captivate potential employers. Key Requirements: - Prior experience in resume writing, particularly for mid-level roles in Human Resources. - Strong grasp of the HR industry, including relevant skills and experience sought by employers. - Ability to effectively convey my qualifications and achievements in a succinct and impactful manner. - Knowledge of current resume trends and best practices in the job market. The goal of this project is to create a resume that not only highlights my expe...

I'm in need of a skilled UI/UX designer for a medical app I'm developing. The app will be available on both iOS and Android platforms, and is designed to provide users with medical opinions using AI. Key features to be included in the app are: - Diagnosis Suggestions: The app should provide users with accurate diagnosis suggestions based on their reported symptoms. - Symptom Checker: A symptom checker that helps users identify the possible medical conditions related to their symptoms. - Medical Records Storage: A secure and easy-to-use medical records storage system, allowing users to keep track of their health history. Ideal candidates for this project should have: - Proven experience in designing UI/UX for mobile applications, particularly i...

...with this format. Key Requirements: - Expertise in Advanced GMAT: I'm at an advanced level and I need a tutor who can help me elevate my skills to the next level. - Comprehensive Coverage: I need support in all areas of the GMAT including Quantitative section, Verbal section, Integrated Reasoning, and Essay. - Online Teaching Skills: As I'll be doing all my learning online, you must be adept at teaching through this medium. Ideal Skills and Experience: - Proven track record in GMAT tutoring, especially with advanced students - Strong understanding and grasp of all sections of the GMAT - Experience in online teaching, either through platforms or personal arrangements Your teaching methodology and ability to explain complex topics in a clear and co...

I'm looking for a talented web designer to create a professional and clean website for my IT company. The primary purpose of this site is to showcase our portfolio, so it needs to be visually appealing, easy to navigate, and optimized for lead generation. Key Deliverables: - A home page that grabs the visitor's attention and encourages them to explore further. - An 'About Us' page that introduces our team and explains our company's mission and values. - A 'Services' page that clearly outlines the IT solutions we offer. - A 'Portfolio' page to display past projects we've successfully delivered. - A 'Testimonials' page to showcase feedback from our satisfied clients. The ideal candidate should be exper...

I have an martingale EA that was design long time ago, but the developer lock it off when it was sent. I need to make some changes but i cant, so i need to do a back engineering or try to open it to make the changes.

**Job Description:** **Title:** Development and Implementation of an Outgoing Predictive Dialer System **Description:** We are seeking an experienced freelancer to develop and implement a robust outgoing predictive dialer system for our call center operations. The ideal candidate will have a strong background in telephony systems, database management, and CRM integration. The dialer should support dynamic caller ID, IP whitelisting, multiple campaigns, and a minimum of 10 representatives. **Responsibilities:** - Develop an outgoing predictive dialer system that integrates with our existing telephony infrastructure. - Implement dynamic caller ID functionality. - Ensure the system supports IP whitelisting for added security. - Configure the dialer to handle mu...

I will be working on your presentation, which will consist of 30 to 40 slides. I will follow the template you shared with me in our chat and create additional graphics for the SWOT and PESTEL analyses, ensuring they match the theme.

I am a content creator on YouTube launching a course in the fall of 2024, I am offering a fantastic opportunity for an experienced video editor to create an engaging and dynamic learning journey for my audience. Project Objectives: - Edit a total of ~ 25-30 videos, which will make up the lessons for the course. Video length will be anywhere from 5-15 minutes each. Total edited video content will be 3-4 hours. Footage will include 2 camera angles and potentially some b-roll of relevant information to be supplied by me. - Integrate branding assets into edits for cohesive, sleek, professional, and engaging online course videos. - Enhancing the footage with animations and effects to maintain student engagement and improve knowledge ...

I'm currently seeking a professional with extensive experience in structural engineering, especially older homes. My property is an 1890s house in Michigan requiring structure optimization for joist, rafter, and beam/collar tie to better withstand our moderate winters. Unknown to me is whether or not the house currently has issues. However, when I opened up to see the framing, I discovered both damaged or rotted wood, and what appears to be inadequate support or bracing. The ideal freelancer for this job should: - Be highly knowledgeable about structural engineering, especially for older constructions. - Have extensive experience with the assessment and treatment of damaged/rotten wood. - Be capable of designing and implementing robu...

I'm looking for a machine learning expert who can assist with 3D skeleton extraction and rigging, based on initial performance. Key Requirements: - Experience with 3D skeleton extraction and rigging - Strong background in machine learning Your main task will be to develop and refine machine learning models that can accurately extract and rig 3D skeletons, ensuring that the models are optimized for performance. Your input on how to enhance the performance of existing models will be highly valuable. Please apply if you have a proven track record in machine learning with experience in 3D skeleton extraction and rigging.

...professional for the design of an x-ray lead layout. The shielding design will cater to enhancing radiation protection in a chiropractic facility specifically focusing on an x-ray machine. - The shielding design is expected to be proficient for radiation protection, positioning guidance, and overall shielding design. - Must have prior experience in working within a chiropractic or medical facility, focusing on radiation protection. - Must possess knowledge of industry standards concerning X-ray machines. - Previous experience in similar roles dealing with shielding design is a significant benefit. Ideal skills and qualifications include: - Engineering or design background, specifically in lead shielding layouts. - Experience in medical o...

I'm in need of a team of assistants with expertise in different areas to help me with my online Shopify store. PRODUCT SELECTION & SOURCING: - Assist in locating "best selling" products that are trending. - Ability to negotiate prices with suppliers, ensuring optimal margins. - Mostly using Zendrop WEBSITE DESIGN & USER EXPERIENCE: - Proficient in Shopify platform, capable of creating a visually appealing and user-friendly store. - Implementing best practices for e-commerce design and user experience (UX). - Ability to integrate apps and plugins to enhance the store's functionality. DIGITAL MARKETING & ADVERTISING: - Proficient in creating and managing digital marketing campaigns including social media, Go...

I'm looking for a freelancer to help me extract financial data and regulatory filings from a tax website. This involves scrapping website using the provided credentials by the client, i am looking for getting the python code as i can run the code myself in the future or integrate it to another system. Key Requirements: - I need approximately 300 data points extracted. - The output for these data points should be organized into a PDF or Word. This project is about creating an automated system to generate instant reports about a company. Only difficulty is the website has drops downs to select the period involved and in those 300 data points actually many come from the same source. Ideal Skills and Experience: - Experience in web scraping (Python) - Profi...

I am seeking an experienced online English teacher for children aged from 3 to 16. The ideal candidate should have a firm grasp of teaching Writing, Speaking, Listening, and Grammar. Your responsibility will involve: - Making engaging online classes using online learning platforms - Adapting your teaching methods to effectively cater to a diverse age range - Being consistent in monitoring and reporting on student progress. Experience with online learning platforms is a must. Certification in TEFL, TESOL, or equivalent would be an asset. Your commitment to making learning enjoyable, relatable, and effective are key to success in this role.

I need help in setting up an Ubuntu virtual machine using VirtualBox. This involves: - Configuring proper network settings within the virtual machine - Assigning IP addresses The ideal freelancer for this project will have: - Proficiency in setting up Ubuntu virtual machines using VirtualBox - Experience in configuring network settings and assigning IP addresses - Strong communication skills to explain the setup process. This is a relatively straightforward task for an

I'm looking for an experienced AI app developer who can create an app akin to Fulltrack Ai. The app should be designed from scratch and integrate the following features: - Speech Recognition - Natural Language Processing - Machine Learning Key requirements for the project: - The app should be compatible with iOS, Android, and Web platforms. - The design should be bold and vibrant, ensuring a visually appealing user experience. Ideal skills and experience for this job include: - Proven track record in AI app development - Expertise in integrating speech recognition, natural language processing, and machine learning - Proficiency in creating cross-platform applications - Ability to design for a bold and vibrant aesthetic Pleas...

...character. Key Features of GTA RP: 1. **Roleplay Dynamics**: - Players assume the identity of a self-created character and live out their life within a fictional context alongside other players. - Interaction can be via text or, preferably, voice chat for enhanced realism. - Characters can be anything from a prominent businessperson to a foreigner unfamiliar with the local language, a mafia woman, etc. The possibilities are endless. 2. **Collaborative Storytelling**: - Every player online is roleplaying their own character. - Stories, plots, and actions are developed collaboratively, with everyone staying true to their roles and following the rules. 3. **Dedicated Servers**: - Roleplaying occurs on dedicated servers for the ...

I'm in need of a skilled programmer who is adept in Python, Java, and C++. Your tasks will span database management, working with algorithms and data structures, and user interface design. Here's a further breakdown of the ideal skills and experience I'm looking for: - Programming skills: Proficient in Python, Java, and C++. Familiarity with various coding patterns and best practices. - Database management: Experience in handling large datasets, querying databases in an optimized manner, and ensuring the integrity and safety of the data. - Algorithms and Data Structures: Demonstrated understanding of algorithms and data structures. The ability to use this knowledge to solve problems efficiently is a must. - User Interf...

I'm in need of a professional who can perform text editing on a PDF. The changes I require are not too extensive but precise. Key Tasks: - Implement minor text corrections including typos and grammatical errors. - Make necessary content updates such as paragraphs and headers. It's crucial that the final output remains in a text-based format. The document is currently editable, so the process should be smooth. Ideal Skills: - Proven experience in PDF editing. - Strong command over text editing. - Attention to detail for accurate implementation of changes. If you think you're the right fit for this task, I'd love to hear from you.

I'm looking for a creative and skilled logo designer to help me create a logo for my online toy shop, Discovery Play Palace. The ideal logo will be: - Colorful and vibrant to appeal to children - Simple and easy to recognize - Reflect the educational and learning theme of my shop - Available in all required formats for various applications Please consider the following in your design: - It should encompass toy animals, which are the primary products in my store - The name 'Discovery Play Palace' should be clearly integrated - The design needs to be versatile and scalable I'm looking for a creative individual who has experience in creating child-friendly designs and logos for educational purposes. Your portfolio should...

I'm seeking an experienced civil engineer to create a site plan layout for a new convenience stores with fuel pumps on a going basis. Key Requirements: - The primary focus is to layout new developments for convenience stores with fuel pumps on various parcels of land. We will provide surveys, google map locations, etc. to assist along with any setback requirements. - The design should be in line with the provided CAD files for similar developed sites. - The primary focus is on space requirements for the new structure and feasibility of using the land for the intended use. - Turn around time is important. Prefer turn around time of 24 hours or less. Ideal Skills: - Proficiency in civil engineering and land developme...

I am in need of a reliable virtual assistant capable of efficiently handling a variety of tasks. Key Responsibilities: - Administrative duties: Setting up my calender, following up daily with different teams - Data entry: You will be tasked with maintaining databases, promptly updating information and creating comprehensive reports. - Online research: As part of the job, you will be expected to perform web research as needed for diverse projects. - SEO and Social media scheduling: Craft engaging social media updates following a predefined schedule and implement best SEO practices to increase site visibility. Skills & Experience: The ideal candidate should be highly organized, possess strong multitasking skills and a keen attention to ...

I need help organizing my nuisance case for summary judgement and maybe for trial on 9/16/24. I have a calendar of deadlines. I can supply drafts for motions and obtain affidavits. I am looking for support to make sure I comply with CA rules of procedure and filing with defense attorney and court .

I am seeking a skilled and experienced civil designer to help me maximize the use of my 7-acre property as a semi-truck and RV/camper/boat storage parking area. Your challenge is to design a park that efficiently uses the space, while considering property setbacks, our proposed pond location, and nearby wetlands. Key Project Features: - Property line, road, and wetland setbacks: Your design must incorporate these elements as per local regulations. - Parking Area: I need as many spaces as possible. To meet this requirement, strategic vehicle circulation routes would be beneficial. - Landscape Buffer: Including this in your design might be necessary. - Pavement Material: Gravel is the preferred material for this project. - Property is located along a busy Interstate. Require...

...created for my brand. It must be simplistic, user-friendly, and designed to cater to B2B customers. The primary purpose of this website is to serve as a platform for displaying multiple products from our brand. There will be no ecommerce functionality - it's more about showcasing the products than selling them. Here's what I'm looking for: - A simplistic, easy to use layout that still looks professional - A design that specifically caters to B2B customers - The ability to display a variety of products without overwhelming visitors - A responsive design that looks good on all devices - SEO-friendly structure and content Ideal Skills: - Proficiency in Wordpress and its themes - Experience in creating B2B websites - Design ability: keep...

...specialist to help me manage the social media profiles of my online marketplace, Evnto Digital Marketplace. Key Responsibilities: - Strategize, develop and curate engaging content for our social media platforms (Facebook, Instagram, Twitter, LinkedIn). - Implement an effective social media marketing plan that aligns with our business goals. - Engage with our audience and respond to their inquiries and comments. - Monitor and analyze social media KPIs and provide accurate reports on growth and engagement. Requirements: - Proven experience in social media management, ideally for a digital marketplace or e-commerce platform. - Proficient with social media tools and analytics. - Strong understanding of social media trends and best practices. - Exc...

I'm in need of a generative artificial intelligence that can analyze given text inputs and provide suggestions based on the analysis. The main purpose of this AI would be for data analysis. Key Requirements: - The AI should be primarily text-based. - It should be able to process and analyze the supplied text. - The output should be suggestions derived from the analysis. Ideal Skills and Experience: - Previous experience in developing generative AI systems. - Proficiency in natural language processing and data analysis. - Strong understanding of machine learning algorithms.

...seeking an experienced software developer to create code for a power electronics control system. The project involves using an Arduino DUE and the IMC101T T038 motor controller. The software should control and regulate both the grid side and machine side using Space Vector PWM (SVPWM). Communication between the Arduino and other components will be handled via serial communication. Additionally, the system should include a quadrant display using 4 LEDs to indicate whether it is operating in motor or generator mode. All datasheets and circuit diagrams will be provided. Key Responsibilities: Control and Regulation: Implement SVPWM on both grid and machine sides. Grid-side control: Adjustable power factor (cos(φ)), current, and power. Machine-side control:...

I'm looking for a skilled advertising professional who can help me increase brand awareness through social media. Key Requirements: - Develop a comprehensive brand awareness campaign on Facebook, Instagram and Twitter. - Create engaging and relevant content that resonates with our target audience. - Utilize best practices in social media marketing to enhance campaign effectiveness. Ideal Skills: - Proven experience in social media marketing and brand awareness campaigns. - Strong understanding of Facebook, Instagram, and Twitter advertising. - Creative and strategic thinker with a clear understanding of the target audience. - Excellent communication and interpersonal skills. - Results-driven approach to advertising. Please provide examples o...

...be intuitive, offering a seamless learning experience. Key Features: - A fully functional and interactive landing page that includes contact forms and social media integration for enhanced communication. - A secure payment gateway offering an effortless checkout process for users. - Implementation of video and study material storage facilities. - Live classes integration providing real-time learning experiences. Study Material Details: - Incorporation of text files, video lectures, and interactive quizzes for a well-rounded learning experience. The project offers a strict timeline, hoping to complete within 1 month. Ideal freelancers should have experience in educational website designs, full-stack development, as well as t...

...seeking an experienced developer to convert the SPM12 GUI interface, currently built on the MATLAB compiler, into a Python application. The source code for SPM12 is available at SPM12 GitHub repository Objectives: • Translate the entire SPM12 codebase from MATLAB to Python while maintaining functionality. • Develop a Python-based GUI that replicates the current MATLAB interface. • Ensure the converted application integrates well with Python scientific computing stacks. Key Deliverables: • A fully functional Python version of SPM12. • Source code with comments and documentation. • A user guide for the Python-based GUI. Skills Required: • Proficiency in MATLAB and Python programming languages. • Experience with ...

We are looking for an experienced Flutter developer to join our team and help finalize our ride-hailing application. The app is nearly complete, but we need assistance in implementing and refining our two-way communication system within the match-making component. The ideal candidate will have a strong background in Flutter, Bloc state management, and Node.js APIs. **Responsibilities:** - Debug and enhance the two-way communication functionality in our ride-hailing app. - Collaborate with our backend team to ensure seamless integration with Node.js APIs. - Implement and optimize Bloc state management for efficient state handling. - Ensure the app’s match-making system works reliably and efficiently. - Conduct thorough testing to identify and fix any bugs or performanc...

...token) inserted to the local machine and can sign PDF, XML, JSON, and Text files in bulk and with the following additional features: - Bulk Signing: It should support signing multiple files at once, with no specific limit. - Predefined Output Path: Users should have the option to assign a default output path for the signed files. - PDF Signature Display: For PDF documents, the utility should display the signature as an optional feature. The goal is to have this utility developed within a month. Ideal skills for this project include: - Proficiency in programming languages suitable for file processing (e.g. Python, Java) - Experience in developing software utilities or tools - Familiarity with e-signing mechanisms and standards...

I need a software program built for Windows that will allow users to view and download PDF files from Autodesk Vault 2024. This application should be user-friendly, focusing on ease of use first. Key Features: - View PDF files directly within the program - Ability to download these PDF files - Compatibility with Windows operating system Ideal freelancers for this project should have skill and experience in: - Writing software for Windows - Working with Autodesk files - Building user-friendly interfaces Urgent Need!