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    ...categorical in nature. The ideal candidate should possess: - Mastery in Python - Experience working with categorical data - Demonstrated expertise in building predictive models using Machine Learning algorithms The mission at hand involves using Python, the preferred programming language for this project, to design an effective analysis solution. The key objective here is to convert raw data into a format that can be better interpreted for decision-making with the help of predictive analysis. The right professional for this project should further understand and interpret complex categorical data and effectively use it to build accurate and reliable predictive models. With your expertise in Machine Learning and Python, I'm looking forward to meticulous, res...

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    I'm looking for a proficient developer with experience in Python, Node.js, Postgresql, and Next.js. My project entails integrating an already developed Python bot to my existing website for the purpose of automating product-related data input. Here's what I require: - Bot Integration: This Python bot needs to seamlessly function with my website's Node.js backend and frontend. Your task will be to ensure this integration is smooth and functional. - Automated Data Input: The bot should reliably input product-related data. Expertise in database management systems, particularly Postgresql, will be vital for this task. - Error Handling: In the event of an error during data input, the bot is expected to automatically generate and send a bug report. If...

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    We are currently seeking a skilled Python developer to work as an external contractor on an hourly basis. The primary responsibilities will include developing a custom customer database tailored to our needs, where we can input various data such as photos, contact details, resumes, etc., and leverage machine learning algorithms for analysis. Additionally, there will be tasks involving automation and training and fine-tuning of models using tools like OpenAI's GPT-3, specifically Whisper. Key Responsibilities: Design and develop a specialized customer database for efficient data management. Implement machine learning algorithms for data analysis and insights generation. Create automation scripts for repetitive tasks. Train and fine-tune models using Whisper (OpenAI) with our o...

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    I'm looking for an experienced Python developer with in-depth knowledge of the Tkinter library to help me integrate an independent module into my main code. Key Responsibilities: - Integration of a standalone Tkinter module into the main code - Utilizing library functions for seamless integration - Ensuring the final product is a functional and cohesive application Ideal Skills and Experience: - Strong background in Python programming - Proven expertise in working with Tkinter library - Prior experience in integrating separate modules into larger applications - Familiarity with various library functions and their applications - Excellent problem-solving and debugging skills It's crucial that the freelancer I choose is able to work independently and deliver a high...

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    Note my budget not more 20$ I'm looking for a skilled developer who can build an open-source LLM chatbot model using , with integration to the Ethereum blockchain. Key Requirements: - Create an LLM chatbot model with : I need a chatbot that can engage in conversations, learn from them, and improve over time. The chatbot should be able to be trained by users on various topics. - Integration with Ethereum: The chatbot should be able to interact with the Ethereum blockchain. This could involve transactions, smart contracts, or other blockchain capabilities. Please note that I haven't specified the exact level of complexity I'm looking for, so I'm open to discussing this with potential freelancers. Looking forward to your proposals.

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    I'm looking for a skilled professional who can help me with a data analysis project. The project includes a variety of tasks such as Index Development and Justification, Data Selection, data cleaning, Multivariate Analysis, Normalisation, Weighting and Aggregation, Link to Other Indicators, Vi...data cleaning and normalization - Strong knowledge of multivariate analysis - Ability to create visual representations of data - Experience in version control of analytical work The specific data you'll be working with is open to your choice. Your expertise in selecting, cleaning, and analyzing the data will play a key role in the successful completion of this project. Needed strong knowledge of python and use of GitHub and virtual studio. Selected candidate will get more informat...

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    Trophy icon SQL and Python Assistance Needed 1 day left

    I'm looking for someone who can assist me with a combination of SQL and Python tasks. - SQL: I need help with SQL in three specific areas: 1. **SQL Syntax:** Assistance with basic SQL commands, especially in working with subqueries. 2. **SQL Queries Optimization:** You should be able to optimize SQL queries for data retrieval accuracy. Your goal should be to ensure that the data collected is as accurate as possible. 3. **SQL Database Design:** You should be able to assist with database design, ensuring proper schema design and normalization. - Python: While the primary focus is SQL, some tasks may require basic Python knowledge. If you are proficient in both SQL and Python, even better. **Ideal Skills:** - Strong understanding of SQL, especially su...

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    ...documents will be analyzed in the next part of the task. • First, select 2-3 companies or tickers of your choice. • Second, for a given company ticker from a user, you need to download a 10-K filing for each year from the SEC website for the period 1995 through 2023 (resulting in approximately 29 10-K documents, it can be less depending on when the company IPOed). • Note that the task is to write a script or program to do this automatically, and not to download all files manually. • You can use the sec-edgar-downloader (https://sec-edgar-downloader.readthedocs. io/en/latest/) package in Python for ease or other similar packages. Task 1.2: Text Analysis • Note: You have to submit ONLY – The program is used to merge data, clean data, perform...

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    I've got a commercial warehouse that requires an efficient, robust photovoltaic system designed to sat...construction regulations. By the end of the project, the warehouse should be equipped with a reliable, high performance, and highly efficient photovoltaic system which ensures seamless operations and significant cost savings in the long run. I would like to have: - System sizing using one of the solar system design software - Performance report of the solar system: what's the power generation all year through at the given location - Financial analysis - BOM: list of material given the solar panel and inverter I chose, power optimiser, log, monitoring software, cables, electrical security devices - Electrical scheme Basic information included into attached PDF Thank...

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    I'm in search of a talented and experienced individual who can assist in developing a Quantum Machine Learning model with a particular focus on optimizing computational time. Key Requirements: - Proficient in Quantum Machine Learning: You should have prior experience in developing ML models using quantum computing techniques. - Python Programming: Solid understanding and experience with Python are essential as you'll be implementing the model predominantly using this language. - Numerical Data Handling: The model will be working specifically with numerical data, so prior experience in this area is a plus. The primary aim of this project is to reduce the computational time of the Quantum Machine Learning model. Your expertise in this area is crucial, as we're ...

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    ...secure server environment with robust authentication and role-based access control. Implement secure payment processing for commercial users. Responsive Design: Ensure the application is fully responsive and functional across all devices and platforms. Skills Required: Proficiency in HTML, CSS, JavaScript, and frameworks like React or Angular. Experience with backend technologies such as Node.js, Python (Django or Flask), or PHP. Strong knowledge of Google Maps API and experience with payment gateway integration like Stripe or PayPal. Proven track record of developing secure and scalable web applications. Deliverables: Complete source code of all work done. Documentation of the system architecture and code. Deployment of the application on a live server. Duration: [Specify dura...

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    We are looking for an AI expert to train us in the deployment and fine-tuning phases...an AI expert to train us in the deployment and fine-tuning phases of an AI model. The Training session will need to: - Provide comprehensive training on AI model deployment and fine tuning. - Ensure focus on enhancing performance and improving accuracy. - Propose innovative approaches for creating new features. Ideal Skills and Experience: - Proficiency in AI and ML concepts. - Familiar with Python, TensorFlow, and PyTorch. - Experience in deploying multiple types of AI models, with expertise in Natural language processing models, Mathematical models and recommendation system models being a notable advantage. Please note this project primarily requires guiding and training, not actual execution...

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    Note my budget not more 20$ I'm looking for a skilled developer who can build an open-source LLM chatbot model using Python, with integration to the Ethereum blockchain. Key Requirements: - Create an LLM chatbot model with Python: I need a chatbot that can engage in conversations, learn from them, and improve over time. The chatbot should be able to be trained by users on various topics. - Integration with Ethereum: The chatbot should be able to interact with the Ethereum blockchain. This could involve transactions, smart contracts, or other blockchain capabilities. Ideal Skills and Experience: - Strong Python knowledge: Essential since the chatbot will be built using Python. - Experience with building chatbots: Previous experience building chatbots, espe...

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    You created some AirWolf banners for me last year and would like the same banner but in some different colors, 6 new colors. Please let me know if this is something that you can accomplish. Thanks 1) Black background, Gold border/AirWolf 2) Black background, Neon Pink border/AirWolf 3) Blue background, Gold border/AirWolf (Alaska flag colors) 4) Gray background, Neon green border/AirWolf 5) Black background, Blue/Pink border/AirWolf (Miami jersey colors) 6) Purple/Yellow (lakers)

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    ...User/ Vendor: - User Receipt Upload: Users can upload their receipts and key in some data from the receipt such as Date, Amount, and select receipt category. - Point Tracking: Implement a feature that enables users to view their total points and pending points upon logging in and update point when redeem. - user can redeem receipt using point and print out real voucher. (Voucher inside must include exp date, company name, vendor address, Discount what kind product category, voucher id that vendor set.) -user can do voucher sorting like state, point, Vendor - can view when voucher is expired, how many people redeem your voucher Admin - Admin help vendor key in vendor company detail (name, address, phone, email, state ) -Admin manually help vendor create cash voucher - ...

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    Python Task Automation Expert 5 days left
    VERIFIED

    I need a highly skilled Python developer to work on creating automation scripts. Your work will involve: - Developing scripts for task automation within other software. Desired skills and experience: - Proficient in Python scripting language - Proven experience in automation scripting - Capable of integrating scripts with various software platforms. Previous work on similar tasks would be advantageous. Please include any relevant examples in your proposal. I look forward to seeing the innovative solutions you can offer to enhance my project.

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    ...specifically single-family homes. - Panelized Building System Knowledge: Prior experience with panelized building systems is highly preferred. If you've worked with these systems before, please highlight this in your proposal. - Modern Design: Our preference is for modern style design. Your ability to create a modern, yet practical and liveable space is crucial. We do anywhere from 20 to 50 projects a year. I'm looking for design development (in a way that fits into our building system and is compatible to designing to our building system) I need to take a project from start to turning into our engineer and completing the redlines he sends back. About 30% of our business is completely custom the remainder are based on our 45 pre-engineered models that we offer multi...

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    WordPress Audio Learning 5 days left
    VERIFIED

    ...intuitive and easy-to-use interface within WordPress to facilitate the audio learning and comparison process. Preferred Skills: Proficiency in WordPress development, including plugin creation and integration. Experience with audio processing and analysis, particularly in the context of voice recognition or comparison. Strong knowledge of programming languages such as PHP, JavaScript, and possibly Python for audio processing algorithms. Familiarity with audio libraries or APIs for voice recording and comparison, such as Web Audio API or SpeechRecognition API. Ability to collaborate effectively with our team to understand requirements and integrate the system seamlessly into our existing platform. If you have the expertise to develop a robust WordPress audio learning and compariso...

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    Gmail Scraper and notifier 5 days left
    VERIFIED

    I need an experienced developer for building a Gmail email scraper/notifier. The ideal candidate should have a strong understanding of data scraping and email handling. The aim of the project is to: - Extract and di...and web links. The phone numbers should be displayed in a clickable link format so that they seamlessly work with a soft phone application like RingCentral without need to use their API. Emails containing web link will have the option to automatically open the link in new tab in default browser. Skills required: - Proficiency in data scraping - Experience with Gmail API - Excellent knowledge in Python or any other similar coding language - Understanding of UI design for user-friendly display - Knowledge of link formations for phone numbers to work with soft phone ap...

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    Small update to the android app. Change the payment gateway "cryptomus" to stripe. After that. Compile the code to obtain the apk version and an .aab version that will be used in the Google Play Store. In turn, upload the updated code to the app server. Send me the updated source code as well. The app is made on react Native, and the backend is Python. All the API's are made on Python. Maximum budget $300

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    ...is hard working, honest, and enjoys learning. Are you the kind of person where your yes means yes and your no means no? Do you have several years of programming experience with all things ReactJS? Place, "ReactJS developer" on the top of your bid. This full-time position requires attention to detail - someone that understands spoken and written English, fluently. We have enough work for over a year. On the top, after "ReactJS developer", please tell me what was your most difficult ReactJS project you completed and why. Also, how many years of ReactJS experience do you have? Read this job description carefully, as it serves as an indicator to me if you pay attention to detail. The project consists of connecting to a Drupal project via REST endpoints. We'...

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    I'm looking for a Python developer to assist with web scraping and script automation tasks. Key Responsibilities: - Web Scraping: You need to be proficient in web scraping techniques using Python, specifically with BeautifulSoup. The task will involve extracting data from websites. - Script Automation: Automating repetitive tasks will be another key aspect of this role. Experience in automation is a must. Ideal Candidate: - Proficient in Python with experience in Flask and BeautifulSoup. - Prior experience in web scraping and automation. - Detail-oriented, with the ability to follow instructions carefully. - Open to both experienced professionals and newbies with a strong grasp of Python. Looking forward to hearing from you.

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    I am seeking a proficient AI expert for the installation and setup of Autoclaude ...Autoclaude in a Google Collab notebook. The main purpose of this setup is to have Autoclaude effectively generate Python codes. (MAYBE ALSO: Auto GPT, Reworkd Agents, must be able to either write code or execute code) Installation capabilities should include: - A seamless and efficient setup process for Autoclaude - An understanding of handling GPT models, particularly Autoclaude Functionality requirements: - After installation, Autoclaude should generate Python codes successfully within the Google Collab notebook Ideally, you should also be adept at writing files to space without any issues encountered. An understanding of Google Collab notebooks and proficiency in Python are c...

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    webscraping 8 days left

    webscraping cdiscount using python and export it into excel

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    I'm currently in my final year of law school and I need help with my dissertation on Space and Telecommunication law. The project requires an in-depth understanding of this niche area of legal practice. Here are some specifics about the project: - I need a writer that has a strong foundation in law, particularly space and telecommunication law, to craft a well-researched and well-written dissertation. - The freelancer should have a good understanding of the required citation style for academic legal papers. Please include your relevant past experience in your application.

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    I'm looking for a specialist capable of conducting image classification for facial d...primary goal is to pin-point and categorize human face images. The key tasks include: - Implementing YOLOv9 model on Colab for image classification - Prioritizing faces as the main class for identification and categorization - Enhancing the model to increase its detection degrees of accuracy - Ensuring the solution is scalable and effective The ideal candidate should have robust skills in: - Python programming - Deep Learning (specifically convolutional neural networks) - Proficiency in Google Colab - Prior hands-on experience with YOLOv9 or similar models. Please note that the work does not require detection and classification of specific facial features. It's all about pre...

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    I require an expert in Python to assist in finding an open source language model that can succinctly summarize a JSON containing a series of statistics. Although it wasn't explicitly stated, let's prepare for interpreting both numeric and textual statistics.

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    I require a skilled data scientist who has extensive experience in Python and data science, to help analyze and visualize customer data. This work aims to yield insights that will enhance business decisions and align them with customer needs. Deliverables: - Data analysis and inference from provided customer data. - Creation of visualizations to communicate these insights. Skills and Experience Required: - Proficiency in Python. - Strong background in data science. - Experience with data visualization tools. - Prior work in customer data interpretation is a strong plus.

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    I'm in need of a Python programmer capable of building a license key generator and corresponding API service. The project involves managing license keys for an Excel template product. Key responsibilities are: * Design and develop a License Key Generator using Python. * Create it to have the flexibility of generating unique license keys, verifying these keys, and, if necessary, deactivating them. * Design and implement an API that allows the integration of generated license keys with my existing Excel templates. * Each license key must validate properly in Excel Template PRO. Besides, your work must include: * Order form * Implementing a MySQL database to store all generated license keys. * Building a response system that displays license keys on a 'Thank You...

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    ...Djikstra-like functions. The primary goal of this project is confirming the time complexity of a Djikstra-like function that has been implemented in Python. Key Points: - I'm not looking for the development of a new algorithm, but a detailed analysis and confirmation of the time complexity of the existing one in Python. - The main purpose of this analysis is to validate the efficiency of the algorithm. - The results of this analysis are to be used for personal knowledge, rather than for an academic publication or software development. Ideal Candidates: - Proficient in algorithm analysis, particularly in Djikstra-like functions. - Expertise in Python for the implementation and analysis. - Ability to clearly document and present the results of the time complex...

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    I'm looking for a skilled Python developer who can help me implement the Google Sheets API for password protection. Key Requirements: - Utilize Python to work with the Google Sheets API. - Implement password encryption for security. - Set up a system for managing user access, with individual passwords for each user. Ideal qualities in a freelancer: - Proficient in Python. - Experienced in working with the Google Sheets API. - Knowledgeable about encryption methods for data security. - Capable of setting up user authentication and access controls. Successful delivery of this project will result in a password-protected Google Sheet that allows for unique user access.

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    Python Homework 8 days left

    In this assignment, we are going to use the following data set: http://archive.ics.uci.edu/ml/datasets/Polish+companies+bankruptcy+data#Links to an external site. We are using the 1st year data set ( Download ). Arff is a file extension from weka. In order to import the file you can do the following: From import arff data=(‘’) data=(data[0]) Please read the data description for the goal of the prediction problem.

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    I am in need of a DevOps Engineer who is proficient in hosting and Python Flask applications on a dedicated domain. Currently, the project is deployed on an AWS GPU server, however, it's not accessible through the domain. Key Requirements: - Proficient in DevOps to facilitate hosting. - Experienced in deploying and hosting and Python Flask applications. - Ability to configure the HTTPS domain for the project. - Familiarity with AWS GPU server configuration. Your primary task will be to ensure the proper configuration and deployment of the project on the HTTPS domain. This includes setting up the necessary security measures and ensuring the website is accessible to users through our company's domain. Please share your relevant experience and skills in your bid.

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    ...The application will allow users to track investments in stocks, mutual funds, bonds, and other assets. Key functionalities will include: User account creation and management Portfolio management and tracking Automatic data import from various sources (PDF, Excel, etc.) Performance tracking (absolute gain, XIRR, etc.) Integration with financial data APIs (optional) Tech Stack: Back-End: Django (Python) Front-End: React Database: PostgreSQL (open to discussion) Your Responsibilities: Collaborate on the development roadmap for the application's core functionalities. Develop the back-end logic using Django, focusing on user management, portfolio models, and data import functionalities. Build a user-friendly interface using React components for data visualization and user in...

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    ...content writing. The ideal candidate should be proficient in Python and C programming languages. In Excel, I require help with: - Data entry and organization: Assisting me in organizing existing data and entering new data into specific format. - Formulas and calculations: Creating formulas and performing calculations on the data. - Power point: Making power point presentation. - Programming: Automating specific tasks using Python and C programming. In terms of content writing, I need support with: - Copy paste: Help me in copy paste some data. - Story: Writing a story. - Resume: Writing a professional resume. The ideal candidate for this project should have a good understanding of Excel and programming, particularly in Python and C. They should also have a cre...

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    We're looking for a talented photographer in Cannes this year for our event photography. We prefer high resolution, digital delivery of the photos. Key requirements: - Proven track record of high-quality images - Ability to deliver digital photos in high resolution - Getty approved Experience in similar projects and a good sense of capturing spontaneous moments is highly desired. We are a pioneering non-profit organization advocating for gender equality in the film industry and Diane Kruger is on this years panel with other guests to be confirmed.

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    ...riddles should be fun, engaging and educational with the aim of enhancing their problem-solving and critical thinking skills. - IDEAL CANDIDATE: Should have prior experience in content creation for kids, preferably in the field of elementary education, and have written riddles or similar engaging content before. - DELIVERABLES: You should provide 370 unique and engaging riddles suitable for 6-12-year-olds SORTED BY 9 DIFFERENT LEVEL OF DIFFICULTY. IMPORTANT: - I need each riddle & their solution to be unique. You should NOT provide me with a document where the same word is the answer to more than one riddle. - PRESENT THE ANSWERS AT THE END OF EACH LEVEL OF DIFFICULTY. Like this: >> Level 1 >>>1. [Riddle 1] >>>2. [Riddle 2] >> Level...

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    I'm in need of an experienced full-stack Python developer to build an AI API from the ground up. The API will be focused on supporting three primary AI functionalities: - Natural Language Processing - Computer Vision - Speech Recognition The main application of this API will be to generate content. Ideal candidates should have strong experience with AI systems, Python programming, and building APIs. A good understanding of NLP, Computer Vision, and Speech Recognition technologies is crucial. Additionally, experience in content generation is an advantage. The API should be well-structured, easy to integrate, and efficient in processing inputs to generate the desired content. I'm looking forward to having a smooth and efficient API that delivers high-quality res...

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    I'm seeking private consultation that will bolster my existing advanced knowledge in C# and Python. As this is for personal use, I need to focus on escalating my skills to a professional level. While I didn't specify particular areas, I expect the consultation to cover a range of topics. Ideally, freelancers should have: - A profound understanding of C# and Python - A track record providing tutoring or professional development - The ability to explain complex topics in a simple, digestible manner - Excellent communication skills I look forward to learning from a seasoned expert in these fields. This will certainly be a great opportunity for meaningful, educational dialogue.

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    I'm in need of an experienced Python developer who can create a backtest for an existing strategy. Key Project Aspects: - Strong proficiency in Python is mandatory. - Familiarity with the following Python libraries: Pandas, NumPy, Matplotlib. - Experience in working with historical stock data. In this project, you will be using the Python programming language to develop a backtest for my trading strategy using historical stock data. The successful implementation of this brief requires a thorough understanding of the aforementioned Python libraries. Ideal Candidate: - The perfect candidate is a Python expert who has substantial hands-on experience with these libraries and backtesting strategies. - Experience with financial data analysis, p...

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    I'm an intermediate Python Flask user in need of help setting up my Flask app on AWS Elastic Beanstalk. Your assistance in providing a comprehensive deployment guide tailored to my needs is of utmost importance. Key deliverables: - Detailed setup guidance: I require a step-by-step guide on how to deploy my Flask app on AWS Elastic Beanstalk, ensuring it's user-friendly for an intermediate level Python Flask user like myself. - Technical support: While you won't be directly troubleshooting the app, I may require some clarifications or minor assistance during the setup process. Ideal candidate should possess: - Proficient knowledge of Python Flask and its deployment procedure on AWS Elastic Beanstalk. - Strong communication skills, as you'll be exp...

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    I am looking for a Python developer who can help me build a web application that integrates with AWS Lambda functions to access DynamoDB. The primary goal of this app is to streamline data access and processing. Key responsibilities will include: - Developing a secure, reliable web app with Python - Utilizing AWS Lambda functions for DynamoDB access - Ensuring efficient data handling and processing The ideal candidate should have: - Strong experience in Python web development - Proficiency with AWS services, especially Lambda and DynamoDB - A good understanding of data handling and processing - Prior experience with serverless architectures would be a plus. Your main focus will be on the backend, so front-end development is not required. If you have these skills...

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    Deep Learning Project 5 days left
    VERIFIED

    ...Deep Learning professional to help with a multifaceted project. The ideal candidate will be proficient in Python and should have a strong foundation in any programming language. Key Responsibilities: - Data preprocessing: You'll be expected to clean, organize, and augment the dataset for our deep learning models. - Model development: You'll design, implement, and optimize cutting-edge deep learning models. - Model training: Your role will also include training these models and fine-tuning them for optimal performance. The desired outcome of this project is a series of robust, high-performing models that can accurately and efficiently handle the tasks. Ideal Skills: - Proficiency in Python - Strong foundation in any programming language - Experience in data p...

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    I need a data science expert who has experience working with big...responsibilities will include data analysis, machine learning modeling, and data visualization. Specific tasks may include: - Analyzing large datasets to extract valuable insights - Developing and implementing machine learning models - Creating visual representations of data for easy interpretation While I haven't specified a programming language or software tool for this project, experience with Python, R, SPSS, Tableau or Java would be beneficial. The ideal freelancer will have a proven track record in handling big data and data science. If you are a data scientist with experience in large-scale data analysis, machine learning, and data visualization, I'd be interested in hearing from you. No teams ...

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    ...confidentiality of our project details. We look forward to collaborating with a developer who is keen on completing and elevating an existing project to new levels of efficiency and user engagement. Your expertise will help us deliver a top-tier product to our clients! SKILLSET 1. **Advanced Programming Skills**: Proficiency in programming languages commonly used in AI development, such as Python, Java, or C++. Knowledge of frameworks and libraries like TensorFlow, PyTorch, or Keras can also be crucial for AI and machine learning implementations. 2. **Experience with Natural Language Processing (NLP)**: Since the application involves analyzing and processing resumes and cover letters, expertise in NLP is essential. This includes familiarity with text classification, sentimen...

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    I own an alpaca walking and trekking business that caters to both locals and tourists. I'm keen on increasing our bookings through a robust marketing and promotion plan, leaning heavily on free local advertising. Key Requirements: - I'm looking for a tailored strategy that targets both local residents and tourists. The plan should aim to engage both groups effectively. - The plan should ...that could enhance the success of this campaign. I have applied for the registration for a charity number to be able to receive donations to help with the upkeep of the animals and employment of staff The charity will focus on metal health and offer a number of free visits to the farm for those with this condition schools and nursery along with others This will be focus for either this y...

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    I have a Python 3.x program that should convert Word documents into .wav files using the Google Cloud API for Text-to-Speech, but it's malfunctioning. So, I need an adept Python developer who will: - Troubleshoot the problem causing the break in function - Optimize the code to improve efficiency and performance Understanding Google Cloud API and experience with Text-to-Speech applications will be advantages. It's also essential you can work swiftly, minimizing the downtime of this tool. If you're a skilled troubleshooter with Python optimization know-how, this project is for you.

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