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    2,000 predictive modelling in r jobs found, pricing in CAD

    Hi Arusha R., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

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    I'm in need of a skilled professional to help me create a data mining script. The task involves mining emails, data from a certain website and delivering the data in a raw text file format. Key Requirements: - Develop a data miner script that can effectively scrape email data from websites. - Ensure the script can handle multiple sources and is scalable for future needs. - Deliver the mined data in a raw text file format. Ideal Skills: - Proficiency in web scraping and data mining techniques. - Experience with developing scripts for text data mining. - Strong knowledge of scripting languages suitable for scraping like Python/BeautifulSoup, R, etc. Please provide samples of your previous similar projects or portfolio that demonstrate your ability...

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    I need assistance to accompli...project that involves a deep-dive into financial econometrics using R: 1. Regression Analysis: Applying my real-world data, there's a need to execute an efficient regression analysis. The aim isn't to predict future values but to identify significant variables inherent in the dataset. 2. Model Evaluation: Post regression analysis, your expertise will be needed for a thorough model evaluation, ensuring the accuracy of the identified variables and assessing the overall performance of the model. Ideal applicants should possess robust experience in R, financial econometrics, regression analysis, and model evaluation. Familiarity with real-world finance data would be an added advantage. The goal is to unlock the power of ...

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    I'm looking to integrate Open AI capabilities with Google Sheets to create an AI assistant that can provide our customer real time inventory information when asked. Key Project Details: - The main task of the AI assistant will be to pr...information when asked. Key Project Details: - The main task of the AI assistant will be to provide real-time inventory information from Google Sheet that contains our inventory data. Ideal Skills: - Solid experience with Google Sheets API - Proven track record of integrating AI tools with external data sources - Understanding of real-time data processing and automation - Familiarity with predictive inventory management would be a plus I'm looking for a freelancer who can bring both technical expertise and creative problem-solving ski...

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    1) You will help me reach out to recruiters, hiring managers and talent acquistions regarding particular positions 1a) Share the actual job applied to in the spreadsheet so i can reference it if I get contacted.***very important*** 2) Help manage applications 3) Filter job search and apply- (will share details when we speak and if hired) 4) More details will be shared in messaging and a call we will have weekly 5) weekly checkins 6) set up interviews for me via my Calendly 2hr max

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    Udemy - Rakuten api problem 6 days left
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    ... According the Masterstudy plugin support, it´s running. So, could be other problems. this is the error message Error calling GET : (403) <!doctype html> <html> <head><meta charset='utf-8'> <title>Error • Udemy</title> </head> <body> Forbidden <script>(function(){if (!) return;var js = "window['__CF$cv$params']={r:'885cdcdf3f9f9180',t:'MTcxNjA0NTk1Ny4wMzIwMDA='};_cpo=('script');_cpo.nonce='',_cpo.src='/cdn-cgi/challenge-platform/scripts/jsd/',('head')[0].appendChild(_cpo);";var _0xh = ('iframe'); = 1; = 1; = 'absolute'; = 0; = 0; = 'none';_0xh

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    I need a skilled data analyst proficient in R to perform an in-depth statistical analysis on a large dataset of more than 10,000 records. The main objective is to conduct thorough statistical analysis rather than predictive modeling or data visualization. Key Requirements: - Proven experience and expertise in R programming. - Ability to apply a wide range of statistical techniques including: - Descriptive - Logistics - Bivariate - Univariate - Multivariate - Multidimensional Ideal Candidate: - Proficient in handling large datasets. - Experienced with statistical analysis on a similar scale. - Strong understanding of various statistical techniques. - Ability to present the results in a clear and comprehensible manner.

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    R Programming Expert Needed 6 days left
    VERIFIED

    I'm in need of a skilled R programmer for help with a project. I'm looking for someone who is experienced in R programming, data analysis, statistical modeling, and data visualization. Your role would be to assist me with my project and help me to achieve the best possible outcome. The ideal candidate should have: - Proficient in R programming - Proven experience in data analysis and statistical model building - Familiarity with data visualization techniques - Strong communication skills This may be an ongoing project, so availability and dedication would be a plus. Please provide examples of your previous work in your bid.

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

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

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

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

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    ...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 data Development should primarily be done in R, and the open source model provided at t...

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    I'm in need of an experienced 3D modeller who is proficient in Autodesk Revit. My project requires: The Conversion of 3D laser 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 ...

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    I am currently using R, specifically the ppcor package, to conduct partial correlations on a sizable dataset. Unfortunately, the process is slow and fails to address all columns efficiently. I'm seeking assistance to: - Improve the computation speed - Enhance the handling of columns within my dataset The ideal freelancer for this task should be proficient in R programming, with specific experience in working with the ppcor package or similar tools for statistical analysis. A background in optimizing code for large datasets would be highly beneficial.

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    Hi Raquel R., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

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

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    ...specialist to write code in Python (preferably) that scrapes a specific table from a website for me (Website: ). The table contains WNBA player statistics, The goal is to extract all columns of this table, which is approximately 7 columns and write it to a CSV file (in the same column format). I'm a beginner level coder, and noticed that the table was created with that looks like a Shiny App in R. (I'm not even sure if extracting the table is possible). If it was only possible to use R, then I could potentially work with that. Website: I would like the data to go from the year 2020 to current. Regular Season data. Key Requirements: - Scraping Tables on websites If you're confident in your web scraping abilities

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    Hi Souvik R., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

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

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    ...would just be myself. I'm would also book gigs that you can get commissions from setting up the bookings and 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 cert...

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    I'm in need of a 3D motion title teaser for an entertainment project. This teaser should be set in a realistic forest environment and convey a mysterious and dark atmosphere. Key Points: - Entertainment Purpose: The main goal of this project is to create a teaser that captivates and engages the audience, setting an intriguing tone for the content to come. - Realistic Style: The forest setup should be modeled in a realistic style to enhance the immersion and believability of the teaser. - Mysterious and Dark Atmosphere: The teaser should convey an overall eerie and enigmatic mood, setting a mysterious tone that hints at the entertainment content without revealing too much. Ideal Skills and Experience: - 3D Motion Graphics: Proficiency in creating engaging...

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    ...Design and Coding, and a strong handle on Logic Synthesis and Optimization, as well as Physical Design and Floorplanning. Key Requirements: - At least 5 years of experience as a VLSI Backend Engineer - Strong knowledge in scripting using TCL and Python - Hands-on experience with full RTL to GDS-II flow for complex designs - In-depth knowledge of Synthesis, P&R, and STA flows - B.Sc. / M.Sc. in Electrical Engineering from a leading institute Your role will involve collaborating extensively with our team, so strong collaboration skills are a must. Your role will be crucial in our overall product development and we need someone who can contribute effectively and communicate clearly....

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    Hi Ahmad R., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

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    Trophy icon 3D Promotional Video for Lockers 5 days left

    I am in need of a skilled animator to create a 3D promotional animation for my locker product. The target audience for this video is adults, so the animation should be informative and visually appealing to a mature audience. Key requirements and responsibilities include: - Creating a 3D animation styled video - Crafting the video with a primary focus on promoting the benefits and features of the locker product - Ensuring the video is engaging and attractive to adults Ideal skills and experience for this project: - Proficiency in 3D animation - Prior experience in creating promotional content - Understanding of adult audience preferences and visual aesthetics - Ability to deliver high-quality work within a specified timeframe If you have a portfolio that showcases yo...

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    ...on the creation of 3D OBJ files, which will subsequently be used to develop aesthetically pleasing MP4 video presentations for jewellery pieces. Key Deliverables: - Creation of finely detailed 3D OBJ files for specific jewellery designs. - Conversion of these 3D models into 360-degree rotation MP4 videos showcasing the designs. Ideal Skills: - Proficiency in 3D modelling software to create detailed OBJ files. - Significant experience in video animation/rendering, specifically with jewellery. - A keen eye for detail and a strong aesthetic sense to capture the allure of the jewellery pieces. Your portfolio showcasing previously created 3D models and MP4 videos will be highly appreciated. I believe this project offers an exciting opportunity for creative individuals...

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    I'm seeking an experienced 3D designer to create a mo...(30-60 lbs) and large (60+ lbs) dogs. Essential features are a front and back-leash attachment. The front leash attachment will be like a choke chain collar attachment (see attached). Fluent expertise in 3D modelling software is paramount. Previous design experience in pet accessories would be advantageous. I will also require manufacturing designs. Expectations include: - Designing a multi-feature training harness - Ensuring durability for mid-large dogs - Prioritizing comfort and control in design - Incorporating both a front and back leash attachment - Showing the dinosaur skull head in white with black background. - breathable fully adjustable polyester webbing chest with integrated choke ...

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    Trophy icon Unique Logo Design 7 days left

    UPDATES: PLEASE ADD FLOWER VECTORS UNDER R SHAPE... I am looking for a talented and creative logo designer to bring my brand to life. I need a unique logo that stands out and captures the essence of my brand. The logo should be professional, modern and memorable. Logo name: Silky Roses I HAVE ATTACHED A SAMPLE DESIGN..SO I WANT THE LETTERS SR combined design like in the sample i have attached.. Key Requirements: - Creative and innovative design thinking - Proficiency in Adobe Illustrator - A strong portfolio demonstrating your design skills, particularly in logo design - Ability to understand and interpret client's needs and branding guidelines Final handover..i need in all formats,illustrator, photoshop, png,jepg,etc.

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    I'm looking for an expert in Fast Fourier Transformation and/or Wavelet Analysis to transform temperature readings into a frequency/bpm output. This project is intended for a research project I am undertaking. I am looking to see if FFT/Wavelets are able to produce acurate bpm readings so there is not definitive method to follow which is why I require your help/ Key requirements include: - Utilizing Fast Fourier Transformation and/or Wavelet Analysis to transform the raw temperature data. (Data is in the form of multiple .csv files with temperature readings and time stamps). Ideal skills for this project include: - Proficiency in Fast Fourier Transformation and Wavelet Analysis. - Strong command of R programming language for generating the output in...

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    Background: King Faisal Hospital Rwanda (KFH-R) is a leading healthcare institution in Rwanda, renowned for its commitment to providing quality healthcare services to the community. In line with its vision for growth and expansion, KFH-R is transforming into an academic health sciences institution with a global impact, Africa Health Sciences University (AHSU). AHSU is an accredited institution that will train the next generation of health professionals across medicine, pharmacy, nursing and midwifery, laboratory technology, radiography, and other allied health professionals. Objectives The primary objective of this project is to develop a comprehensive branding strategy and implementation plan for Africa Health Sciences University (AHSU). The key objectives i...

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    Hi Moshiur R., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

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    I need an experienced 3D modelling professional to help me out right away with creating complex 3D models in ArtCam and generating efficient toolpaths. The project involves working with STL, CDR, and RLF file formats. The 3D models required are of intermediate complexity with some details, so you should have the ability to handle such intricacies. Key tasks include: - Creating complex 3D models in ArtCam - Generating efficient toolpaths for those models Ideal skills would include: - Proficiency in ArtCam software - Expertise in 3D modelling - Experience with intermediate complexity 3D models - Knowledge of toolpath generation techniques. Your ability to work swiftly while maintaining attention to detail is crucial. A good understanding of the ...

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    I am looking for a specialist in IFRS 9 modelling. The primary purpose of this project is to aid in the financial reporting of my company. Specifically, I aim to achieve more reliable risk assessments through improved modelling. This project will focus specifically on the financial reporting of loans and receivables. Therefore, it is crucial for the chosen freelancer to be well-versed in these financial instruments under IFRS 9 modelling. Ideal Skills: - Thorough understanding of IFRS 9 modelling - Experience in financial reporting of loans and receivables - Ability to create reliable risk assessment models Your role will remarkably improve the transparency and reliability of my company's financial reporting. I'm excite...

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    I'm looking for a detailed guide on how to get tweets using the RTweet library in R. Key points include: - Explaining the setup process of the Twitter Developer Account since I'm facing issues with access - A detailed, step-by-step guide on how to leverage the RTweet library for tweet lookup and analysis - Troubleshooting guidance for known issues Ideal skills: - Proficient in R programming language - Strong understanding of the RTweet library - Experience with Twitter Developer account setup - Ability to explain complex concepts in a simple manner - Troubleshooting experience with the Twitter API

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    I am seeking a skilled Machine Learning expert to develop an innovative horse racing predictor. The ideal mo... - Suggest betting strategies that have proven to be successful. - Fully integrate the model into Discord. Programming Skills: - Proficiency in Python is a must for implementing the machine learning model. Experience: - Prior experience in developing machine learning models for sports events or betting is highly desirable. - Familiarity with horse racing data and analysis will be an added advantage. This is a unique opportunity for a talented individual to create a cutting-edge product at the intersection of sports, data analysis, and machine learning. If you have a passion for horse racing and the technical skills to create a powerful predictive model, I&...

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    ...management, budget tracking, and document sharing. The primary function of this software will be to drive project efficiency by keeping all project details organized, deliver real-time budget oversight, and facilitate instant file exchanges. This tool is intended for use by my project managers and office administrators. Consequently, the ideal freelancer for this task should possess a strong proficiency in cloud-based software development, particularly those intended for construction project management. Your experience should also extend to designing user-friendly interfaces that cater to the needs of project management and administrative professionals. Web Application A cloud-based platform designed to streamline project management, financial tracking, and employee/subcontracto...

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    I need an expert in data entry, cleaning, and data visualization in RStudio. The primary goal of this project is to identify trends in a small dataset (less than 1,000 rows). Ideal Skills and Experience: - Expertise in data entry, cleaning, and visualization in RStudio - Strong understanding of R Programming - Proven experience working with small datasets with missing data - Ability to identify trends through data analysis Please only apply if you have demonstrable experience with RStudio and data analysis. The ideal candidate should be able to extract meaningful insights from data and present them in a clear and concise manner.

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    ...am seeking a seasoned web developer to create a clean, clutter-free, and highly informative website in the agricultural bio-chemical industry. The website will consist of 5 pages and must include information on crop protection, soil health, research and development, news timeline and crop yield. Key Features: - Infographics: aesthetically pleasing and informative - Video on landing page: showcasing the beginning of an exciting journey. The option to view the video must be available. - Press release Timeline: this will serve as the news timeline. Key Sections: - About Us: this section should introduce our company and its mission. - Services: a comprehensive list of services that we offer. - R&D / USF Connect: this is our research and development section, providing ins...

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    I'm seeking an Inventor expert who can assist me with configuration modelling tasks using iLogic. While I didn't specify the exact features or purpose of this modeling in the questionnaire, I'm looking for someone who can help me in these areas: - Configuring the model to allow dimensions customization - Implementing part and material selections within the model - Ensuring the model can be adapted for different product designs or manufacturing processes Please note that this project requires expertise in Autodesk Inventor, and familiarity with iLogic will be highly advantageous. If you think you can help me with this, please place your bid and share any relevant experience you have in this field.

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    Hi Yuriy R., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

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    I'm in need of an experienced architect who can help me design and visualize an animal farm primarily for chickens. Key Requirements: - Designing the architectural blueprints for the farm - Creating 2D, 3D visual representations of the farm - Planning the layout and dimensions of the chicken housing - Creating differnt rooms for different needs Features Needed for Chicken Housing: - Automated Feeding Systems - Temperature Control - Waste Management Systems I am open to suggestions and ideas for creating an efficient and animal-friendly environment for the chickens. Ideal Skills: - Architectural Design - 3D Modelling and Visualization - Animal Farm Design Experience Please provide examples of your previous work related to this project.

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    I'm in need of an experienced architect who can help me design and visualize an animal farm primarily for chickens. Key Requirements: - Designing the architectural blueprints for the farm - Creating 2D, 3D visual representations of the farm - Planning the layout and dimensions of the chicken housing - Creating differnt rooms for different needs Features Needed for Chicken Housing: - Automated Feeding Systems - Temperature Control - Waste Management Systems I am open to suggestions and ideas for creating an efficient and animal-friendly environment for the chickens. Ideal Skills: - Architectural Design - 3D Modelling and Visualization - Animal Farm Design Experience Please provide examples of your previous work related to this project.

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

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    ...currently in the development stage of a pharmaceutical product and I'm seeking for an experienced pharmacologist with a deep understanding of active pharmaceutical ingredients (API) and pharmaceutical products, and a successful track record in the industry. Key Responsibilities: - Research and Development: I need the freelancer to contribute substantially to the ongoing research and development of the product. - Regulatory Compliance: You should have a deep understanding of pharmaceutical regulations and be able to ensure that our product complies with all relevant standards. - Product Formulation: The ideal candidate should have extensive experience in product formulation, and be able to help bring our project to fruition. - Pharmacokinetics & Pharmacod...

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    I have wine labels for 3 different wines, each with a front and back label. I need these labels converted to Avery labels in the 95.5 x 65mm R size (8 per sheet). Key requirements: - Conversion of 6 label designs to Avery labels - Expertise in working with InDesign and PDF files - Attention to detail to ensure accurate label placement - Familiarity with Avery label templates This project is for personal use, and I already have all the necessary files. I'm looking for a skilled professional who can complete the task efficiently and accurately. If you're confident in your capabilities, please provide information on your experience with similar projects and an estimated cost for this job.

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    I'm seeking an experienced 3D artist wi...character-driven narratives. Key responsibilities and requirements include: • Applying creative ingenuity to develop low poly, moderately detailed 3D fantasy models. • Writing an engaging character-driven script for the designed models. • Having a deep understanding and profound interest in fantasy genre. Ideal freelancers should have a strong track record in both 3D modelling and scriptwriting. Your portfolio should demonstrate past performance on similar character-driven, low-poly 3D modelling projects. Proficiency in scriptwriting is a must, with particular emphasis on character development and dialogues. Familiarity with the fantasy genre will be a valuable asset. Looking forward to b...

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    ...processing, content generation, or predictive analytics. Continuous Learning: Stay informed about AI advancements and best practices to optimize system performance. Qualifications: Technical Proficiency: Familiarity with AI concepts, machine learning, and automation platforms. Problem-Solving Skills: Ability to analyze business processes and design effective AI solutions. Communication: Clear communication to collaborate with cross-functional teams and understand user requirements. Adaptability: Willingness to learn and adapt as AI technology evolves. Experience: Prior experience with AI development, automation tools, or similar platforms is a plus. Tool Proficiency: Zapier Central: Knowledge of Zapier Central's automation capabilities and applications in busine...

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    Trophy icon Industrial Label Design 3 days left

    I'm in need of a talented designer to create a label for my chemical and coatings product. The label will be used for product packaging. Key Requirements: - The design should be industrial in style, conveying a sense of reliability and professionalism. - It needs to be suitable for use with chemical and coatings products, so should reflect this in its visuals. Ideal Skills & Experience: - Experience in label design, particularly for industrial or chemical products. - A keen eye for detail and ability to create designs that are both aesthetically pleasing and practical. - Understanding of the importance of conveying the right message through design. This is a great opportunity for a designer looking to add an industrial label design to their portfoli...

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

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    Creating a CAD model and Photo-Realistic Rendering from sketch.

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