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I'm seeking a creative 3D design artist to produce a unique product design for a sketchbook. - The output should be a 3D model of the concept, compatible with Blender software. - No specific textures or materials are compulsory to use. Your creative liberty is welcomed in deciding what best fits the model design. - The final output should be detailed, realistic, and visually compelling. It should portray the sketchbook as a premium product. Ideal freelancers for this project should have: - Expertise in 3D modeling, specifically product designs - Proficiency in using Blender software - A creative mindset to ideate and select textures/materials that enhance the design - High regards for project deadlines and...

I'm looking for a skilled 3D modeler who can create a high-detail truck model for use in gaming. This truck is intended to be used in Euro Truck Simulator 2 game.

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

Male models are required for clothing brands.

...need of a proficient and savvy business planner who can develop an engaging and informative plan for my men's mental health health & wellness not for profit business. The prime target audience for this business will be adults between the ages of 20 and 60. This project involves: - Creating a high level business plan and presentation concept that sets us apart. We have some concept notes that need to be distilled into an easy to read presentation and plan with an execution timeline. - Optional - Initial development of financial forecasting model and budgets. The ideal freelancer for this project will have a strong background in business plan writing, with specific experience in the health & wellness sector. Strong understanding of ...

I'm looking for a skilled freelancer to develop a novel Computer Vision project utilizing CLIP specifically for object detection. Key Aspects: - Technical Guidance: I require assistance in navigating the complexities of this project, as well as advice on implementing CLIP successfully for object detection. - Code Complexity: The task at hand involves developing intricate code for the Object Detection model. - Model Training: You will be responsible for training the model, ensuring optimal performance for the specified task. - Reporting: While I will manage the interim and final reports, you should be able to provide insights and data on the model's performance. Data Source: - The primary source of our training data will be determ...

...Website Developer Are you a skilled freelance developer with expertise in crafting seamless experiences across mobile and web platforms? We're seeking a talented individual to collaborate with us on an exciting project to develop a modern and user-friendly job search platform. Key Functionalities: - User Registration and Profile Management: Enable users to create, manage, and update their profiles to streamline the job search process. - Real-Time Messaging: Facilitate communication between job seekers and employers through real-time messaging functionality. - Advanced Search and Filtering: Empower users to discover relevant job listings based on specific criteria such as location, industry, and job type. - Subscription-Base...

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

...prepared a 2D drawing of the fair (floor plan) and based on it we would need to process a realistic 3D model of the entire fair. The output should be a 3D model of the trade fair with advanced textures and should look realistic. We would need to make certain shots from the 3D model, which we will subsequently use for presentations and promotion of the event. It is therefore important for us both the visuals, but also the 3D model itself, with which we will subsequently work, e.g. if we want to make some changes in the layout, placement of elements. It is important that the dimensions according to the drawing are exactly preserved. We are able to supply a DWG file in CAD with the dimensions of t...

[Deadline Saturday 5 pm EST] Hello, I am trying to create some supervised models in Python based on this Kaggle data set I have started however struggling to finalize the code; Preliminary Data Exploration: Explore the data, and provide some basic summary statistics and two or three visualizations. Describe/show something interesting and/or surprising about the data. This exploration should not be exhaustive, just a highlight of a few interesting things about your data set. If you need to reduce the size of your data to fit now is the time to do that. Data Exploration: shall include a bulleted or numbered list of proposed specific data explorations you intend to carry out (include visualization). These insights are thin...

I'm on a search for a skilled Unity shader developer who specializes in the development shaders. I'm aiming to create special effects, particularly in the area of ultrasound echography simulation. *Task Requirements:* - Cross section of 3D model of a heart and display it like an ultrasound echography - link for better understanding Ideal skills include extensive knowledge in Unity, proficiency in shader language and a strong background in computer graphics, particularly in replicating ultrasound echography simulation. Understanding ultrasound physics and signaling will be an advantage, as well as mathematical proficiency to handle complex calculations to simulate the textures, effects and signals of an ultrasound echogr...

I'm seeking a skilled graphic designer to modernize my organization's image. The focus is creating a symbolic logo and other graphics showcasing the essence of a Model United Nations education platform. Ideal skills include: - Experience in rebranding, specifically in the educational or non-profit sectors. - Ability to work with cool-color palette (blues, greens, violets). - Proficiency in designing symbolic graphics, capturing the mission of our organization. Your task is to elevate our brand recognition and help attract new students, through visuals that represent our work in a modern, influential way. We are Tampa Bay Homeschool Model United Nations, committed to supporting debate education; reflect this i...

I'm looking for a ROBLOX developer who has extensive knowledge of LUA and experience in scripting anime abilities. Key Requirements: - Proficiency in LUA and ROBLOX scripting - Previous experience with implementing anime abilities in games - Familiarity with animations, visual effects, sound effects, and camera movements The project involves incorporating a range of anime abilities inspired by series such as Dragon Ball Z and Jujutsu Kaisen. The specific abilities will be discussed and shared with you as we progress in the development, so no predefined abilities are required. Your tasks will include: - Scripting the skills and abilities - Creating animations based on ROBLOX style - Implementing visual effects - Adding sound effects - Adjusting c...

I'm looking for a skilled scripter to bring to life some complex magic abilities for my game. The script should involve: - Ability Animations: Craft animations to show activation of these abilities. I prefer a realistic aesthetic to these animations. - Magic Abilities: Work on highly complex magic abilities. The completed work should reflect the complexity envisaged. - Camera Movement: The abilities should interact seamlessly with the game's camera movement. The ideal candidate needs to be highly experienced in game scripting and animation. Previous experience with magic abilities or similarly technically complex scripting will be a plus. Your knowledge and understanding of realistic animation are paramount for this proj...

...seeking a skilled data scientist to create a Machine Learning Automated Valuation Model (AVM) to predict residential real-estate prices in Butte County, CA. The key features I expect in this model include: - Accurate prediction of residential real-estate prices - Analysis of historical data to inform future predictions - Provision of precise estimates for the identified properties - Use AI (GPT-Vision, Claude Opus, etc...) to analyze listing images and derive more feature data about the listing for the model The ideal candidate will have access to and expertise in utilizing the following data sources for training the model: - Public real estate data - MLS listings - Home sale records - Census dat...

Seeking an artist to create a female manga character in a style reminiscent of Chrono Crusade's Rosette (for face). See the "Art_Request" attachment for example of what I want to receive for this request. I only need a front, back and side. Intention is to make a 3D model from this 2D art. I will be making the 3D model, just need the 2D manga art. No color. Just black and white inked drawing just like traditional manga. Female character 23 years old Outfit should be the same as shown in attached files Hair should be the same as shown in attached files

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 Essential skills for this project include a strong background in Python programming and experience with deploying applications on different operating systems. Previous work...

Confirmis () is a Singapore-based business information provider specializing in connecting businesses with global capabilities; comprised of industry veterans, Confirmis business model is designed to overcome perennial lack of data (let alone quality data) to support effective decision making, particularly in developing economies. As a Site Verifier, you will be responsible for verifying a company’s existence through visual data by conducting a site visit to ensure that we provide reliable and accurate information to our client. JOB DESCRIPTION: • Conduct basic verification with the subject company’s authorized representative, such as line of business, key executives' name, etc. • Take pictures of...

To integrate my Elmo alarm system with openHAB through bi-directional binding, I need a developer with openHAB and Elmo experience. The binding should be developed for E-connect, Elmo's cloud integration model. The features I'm after are: - Arm/Disarm functionality - Real-time status updates - Alarm event notifications - Sensing and sending sensor status to openHAB items. Anytime there's an event, status change, or a sensor goes on/off, I need the binding to provide immediate updates. Your skills in openHAB binding, Java, and IoT integrations will be essential for this project. The same project is just written in python for homeassistant

...scans with BLK360 into high quality, detailed Revit models. The objects is the survey of information of a structure of 335m2 in plan made up of two levels, the first level consists of a structure of 6 columns that are part of a system of frames resistant to moments, on an articulated base. On the second level there are two structures to support the air coolers, in each one there are 4 fans and they are made up of 15 columns working in a system of gantries with concentric braces. The information that the survey must contain is: Geometry, profiles, connections, gas pipes, equipment or elements that may present interference in case of reinforcement. The information must be presented in a 3D model, in Navisworks or Revit format, wher...

I am in need of an expert who can proficiently help me flatten specific curved surfaces of a 3D construction using Fusion. Key Requirements: - Experience in working with Fusion software is crucial. - The project involves simple curvature surfaces, so familiarity with 3D manipulation, specifically in flattening, is ideal. - Precision is a must as only specific sections of the 3D construction need to be flattened, not the entire construction. Looking forward to working with someone who is meticulous and skilled at navigating Fusion's model manipulation.

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

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

A one time project to design a three part billet aluminium swingarm for a 2007 Triumph Bonneville. Ideally designer will have some experience in designing parts in the automotive field or an area when stress/strength etc are a safety factor. This will be the largest part I will have had designed and made for my motorbike. Attached are photos of some of the previous smaller parts we made, along with a bunch of photos of inspirational swingarm designs. Sadly my previous designer is away due illness and I would like to progress with the project ASAP. So far the current swingarm for the bike is welded and steel and has been 3D scanned and important planes and parts put into a 3D model. Ideally designer would have experience in...

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

...wastes time. Also bid responsibly and don't ask " What's your budget" Bid what you think it's worth to you. I want a clean new Quasar Application that you load "@anthropic-ai/sdk": "^0.21.0", and makes a call using Setting up a demo Quasar app takes less than 5 min. my sample code: async sendMessageToClaudeChatbot(message) { this.Claude_question = "Claude Question"; const anthropic = new Anthropic({ apiKey: process.env.CLAUDE_COLAB, }); (anthropic); const anthropic_message = await ({ // mode: "no-cors", max_tokens: 1024, messages: [{ role: "user", content: "Hello, Claude" }], model: "cla...

I'm in need of a PHP page that helps our agents to send an order. This page should be intuitive and user-friendly while ensuring all necessary information is captured. The platform should be interactive and user-friendly, ensuring a smooth order submission process for our agents. Ideal Skills: - Proficient in PHP - Strong experience in web development - Knowledge in creating secure web forms - Experience in agent-based systems would be a plus Please bid for this project if you believe you have the skills and experience needed to deliver a high-quality, efficient, and secure PHP page for our agents. Our customer sells products (not online, but in shop). He wants to receive orders from agents. I have an excel file containing the pro...

...need of a skilled Z Brush expert to help with a specific intermediate-level sculpting project, which will be used for 3D printing. Key requirements include: - **Sculpting:** The task is primarily focused on sculpting, so a strong proficiency in Z Brush is essential. - **Complexity Level:** The project involves working on intermediate details and textures, so prior experience with intricate designs and textures is a significant advantage. - **Intended Use:** The sculpted model will be used for 3D printing. Understanding the specific requirements for this output is necessary. The ideal candidate should have a proven track record of similar Z Brush projects, particularly those involving intermediate-level sculpting for 3D printing. They s...

Attached is a file explaining the project. I am looking for a freelancer with a strong skillset in both Python programming and data science, specifically with a focus on finance who can help complete a project within the next 7 days. Here are the key skills and qualifications I think might be required to successfully complete this project, although I am not experienced in Python so you might find this easier and possible to do well without using as much. > Python Proficiency, as it is the primary tool for this project. > Familiarity with essential Python libraries such as pandas, NumPy, (Matplotlib, Seaborn?), Scikit-learn > Data Science and Analysis: - Data Manipulation: Ability to clean, preprocess, and manipulate large da...

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

...meetings. I own a company fulltime and modelling is my part time hence the need for an manager. I have an agency but want to cover all grounds. I would require someone who is capable of: - Booking gigs - Scheduling auditions - Booking meetings - Dealing with my schedule - Negotiating best prices for us - Communicating to anyone interested to work with me I believe it's crucial to have an individual who has a strong backdrop in the model management. My ideal candidate should: - Have extensive industry connections - Be experienced in booking gigs - Understand the intricacies of dealing with casting agencies This role is for someone who can certainly navigate the fashion and entertainment world, optimize opportunities and build b...

...looking for an expert to help me set up a new Amazon dropshipping business. The main focus will be on creating a seamless and efficient dropshipping automation system. Key Responsibilities: - Develop a system for order processing and tracking to ensure smooth operations - Implement inventory management solutions to prevent stockouts or overstocking - Enable price monitoring and adjustment features to stay competitive Ideal Skills and Experience: - Previous experience in setting up Amazon dropshipping businesses - Proficiency in automation tools and software - Solid understanding of ecommerce and dropshipping best practices - Strong analytical skills for monitoring and adjusting prices - Excellent problem-solving abilities to mana...

I'm in need of an expert to help me create a 3D STL file for a wood carving project I'm planning to run on my CNC machine. Key Requirements: - The 3D model should be suitable for wood carving, ensuring it's conducive to the CNC machine's operation. I use vetric aspire and the file is for a wall decor - I'm looking for detailed, intricate designs that would look appealing once carved. Ideal Candidate: - Proven experience in creating 2.5D and 3D STL files for CNC wood carving. - Proficiency in understanding the constraints and requirements of CNC machines. - Creative and skilled in designing intricate patterns and shapes. - Strong attention to detail to ensure the final product is of high quality and v...

I require a specialized 3D character modeler for my animation. The model is expected to be low-poly, maintaining a balance between performance and detail. The model will be the central asset for this animation project. Ideal skills include: * Proficiency in 3D modeling, particularly low-poly character models. * Previous work in animations is preferred. * Expert in modeling non-human 3D characters. Remember, quality performance is a must despite the low-polygon model. Looking forward to seeing your previous work.

I'm in need of a Power BI expert with solid experience in AI integration and advanced dashboard development. The project has multiple facets, including: - Data Cleaning and Transformation: The ideal candidate will have experience in working with large and complex databases. You should be able to clean and transform the data efficiently for integration into the dashboard. - Dashboard Design and Development: An eye for design is key. You will be creating a visually appealing and user-friendly dashboard, with the ability to customize as needed. - AI Model Integration: Extensive experience with AI integration is a must. You should be able to develop and integrate advanced AI models within the dashboard effectively. The main source of data...

I'm in need of a proficient Archicad user who can accurately build a 3D model of existing building;s exterior based on provided plans, sections, photos and inventory. Key points to note: - Speed is of essence, as there is a defined deadline for this task. - The 3D model needs to be as per the provided plans in terms of dimensions. I am looking for high degree of accuracy. - Detailing of the model is as per the existing structure. Equal importance should be given to all elements - no specific emphasis required. The ideal candidate for this job would have: - A strong background in Archicad - Proven experience with architectural 3D modeling - Exceptional attention to detail - Ability to work under ti...

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

I need a skilled professional who can perform both static and vibration analysis on a 3D metallic structure using Abaqus. The ideal freelancer for this job should have the following skills and experience: - Proficient in Abaqus simulation software - Strong background in structural mechanics - Experience with both static and vibration analysis - Prior experience with analyzing metallic materials The task involves: - Setting up the model in Abaqus - Performing static analysis to evaluate the structural integrity and stress distribution - Conducting vibration analysis to assess natural frequencies and mode shapes - Delivering a detailed report with findings and recommendations for optimization. Your expertise will be crucial in ensuring the structu...

I am planning to use 1.69" LCD Display Module (240x280) with raspberry pi 5 to draw animated eye … I am looking for a developer to help me in 1- setting up the screen to work with raspberry pi 5 like this :RPI_for_1.69_lcd_module 2- setting python on my raspberry 3 - write a python code to draw animate eye like this I will give remote access to my raspberry pi 5 and the developer should install everything live to my items.

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

I'm in need of an AI artist to generate artworks based on specific realistic styles. The art should have a high level of detail and quality. Key Responsibilities: - Developing an AI model to produce realistic art - Ensuring the generated art is of high detail and quality - Implementing the chosen style effectively Ideal Skills and Experience: - Strong background in AI and machine learning, particularly in the context of art generation - Previous experience in generating realistic art with AI - Understanding of different art styles and techniques - Ability to ensure high level of detail in the generated art. Looking forward to seeing your portfolios and hearing about your approach to this exciting project.

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

I'm seeking to secure funding for a multi-industry workers' accommodation project. The accommodation caters to construction, seasonal farm, wind farm, abattoir, and gold mine workers. For this, I need a professionally crafted project proposal and a corresponding financial model in Excel. Ideal freelancers for this project should possess: - Proven experience in drafting project proposals related to housing or accommodation - In-depth knowledge in the creation of financial models using Excel - A strong understanding of multi-industry accommodations - Great analytical and strategic thinking skills - Familiarity in the Construction, Agriculture, Energy, Food Processing, and Mining Industries would be advantageous.

...looking for a talented designer to help me with a 3D redesign of the drinks area in a supermarket. Key Points: - Your primary task will be to rearrange the shelving layout in a 3D model. - I'm looking for a layout that enhances customer flow and maximizes product exposure. - There's no specific product category to prioritize at this stage, but your layout should be flexible enough to accommodate different products. I'll provide you with the current layout, and any other needed details. Ideal skills and experience for this project: - 3D modeling and design experience. - Retail or supermarket layout design experience would be a big plus. - A good understanding of customer behavior in ...

I'm looking for a developer to create a complex ecommerce website based on Odoo ERP. This project involves extensive customization and integration of various features primarily tailored for a multi-branch business model. The system must be able to handle multiple branch warehouses, with each customer being assigned to a specific branch based on their location. Key Requirements: - Integration of Point of Sale (POS), Accounting, Customer Relationship Management (CRM), Inventory Management and Purchases features from Odoo ERP. - Implementation of a system that assigns customers to a branch based on their location. This should be done automatically based on IP, and also allow customers to manually select ...

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

I'm looking for a skilled professional who can help clean up some Polycam 3D scans for 3D printing. The main tasks include: - Removing noise and artifacts: The scans have some imperfections that need to be cleaned up. - Smoothing the surface: The model needs to have a smooth finish for 3D printing. - Closing holes in the model: I need any gaps or holes in the model to be fixed. I am able to download the scans in multiple file formats, so please let me know which one works best for you. Additionally, I intend to sell these prints, so you will need to sign a Non-Disclosure Agreement. Ideal skills and experience for this job include: - Proficiency in 3D modeling and 3D printing - Experience with cleani...

I'm looking to develop a platform that supports adult live cams. The primary focus of the platform will be private shows, with user access governed by a subscription model. Key Features: - **Private Shows**: The core functionality of the platform lies in the support of private, adult content live shows. The system should allow for easy broadcasting and viewing of these shows, ensuring a seamless experience for both performers and viewers. - **Subscription-Based Access**: Your task will be to integrate a subscription model for users. This means that users will pay a recurring fee for access to these private shows. The system should be able to handle multiple subscription tiers. Ideal Expertise: - **Live St...

I'm looking for a skilled professional who can help me identify a profitable SaaS on Flippa and manage the acquisition process on my behalf. Key Responsibilities: - Research: Conduct thorough research to identify a SaaS that meets my specific criteria, including high revenue potential, established user base, and a scalable business model. - Negotiation: Handle all communications and negotiations with the seller. Strong and persuasive negotiation skills are essential to optimize the deal and secure the best possible terms within my budget. Desired Skills and Experience: - Extensive experience and a proven track record in SaaS acquisition and negotiation. - Strong analytical and research skills to identify potentially prof...

As part of my btech project, I'm seeking a talented Natural Language Processing (NLP) expert, ideally with strong background in XLNet or similar models, to help me develop a performance-enhanced version of XLNet. Our goal is to employ this model for text classification, specifically focusing on sentiment analysis. Key Job Requirements: - Expertise in NLP and familiarity with XLNet - Strong understanding of text classification techniques - Competency in sentiment analysis The final model must exhibit: - Enhanced performance attributes similar to XLNet - Improved accuracy over its predecessors - Better compatibility with existing systems This innovative model will serve the core purpose of effective sentiment analysis through t...