Processing huge dataset with python jobs

I'm looking for a Machine Learning Engineer with specialized skills in developing and training Zero-shot Learning models for image classification. Key Tasks: - Data Preprocessing: You'll be responsible for cleaning and preparing a dataset of 1,000 - 10,000 images for training the model. - Model Selection and Evaluation: Your expertise in selecting the most appropriate model for this task will be crucial. - Feature Engineering: Extracting and selecting informative features from the images will be a key part of the project. Ideal Candidate: - Strong background in machine learning, particularly with Zero-shot Learning models. - Proficiency in data preprocessing and feature engineering, particularly with image data. - Experience with model select...

I am in need of a CodeIgniter expert to create a script that will automate the import of product images to our database. The images are currently broken and I need them to be updated using the provided file names and ...Utilize the provided file names and image folder to update broken images for products - Script should run via command line for a one-time application Ideal Skills: - Proficient in CodeIgniter framework - Strong knowledge of PHP and MySQL - Experience with image processing and automation - Comfortable with command line execution This project is a one-time task required to fix current image issues. The task should not require a user interface as it will be run via command line for this specific purpose. Your expertise in CodeIgniter and image process...

Im working on a c++ image processing project , and i need to convert my C++ code to Verilog using HLS vitis , then implement it to run on Ultra96v2 Xilinx FPGA board .

...DATA. PYTHON SCRAPPER DON'T NEED I'm in need of a VBA developer who can help in creating a small code for scraping contact details from a specific website. The task involves creating a button in an Excel file that triggers the scraping process and saves the extracted data back into the same Excel file. Note : Project budget is only 6k because it will take max 2-3 hour for experience developer Key Requirements: - Scrape contact details from - Specifically, scrape Owner Name & Address - Implement a function where a user clicking a button triggers the scraping process - Save the extracted data back into the same Excel file Ideal Skills & Experience: - Proficient in VBA programming - Experience with web scraping - Familiarity with Excel

I'm looking to improve the ac...are highly accurate and consistent. - Optimize for indoor use: The system will be used exclusively indoors. It's crucial the freelancer understands the challenges and lighting conditions that come with this environment. The solution should be tailored to work optimally in indoor settings. - Handling mixed object sizes: The objects being measured can vary greatly in size. The freelancer should have experience in dealing with different object sizes and be able to ensure that the system can measure them accurately. Ideal Skills: - Proficiency in computer vision and image processing - Experience with camera-based measurement systems - Understanding of indoor environment challenges for camera systems - Knowledge of object si...

We are seeking a highly skilled Python developer with expertise in Microsoft 365, Azure, and Selenium automation to develop a sophisticated account management and reporting system. This project involves integrating Microsoft 365 with Bitwarden or a secure credential management system, automating user account management, and implementing Selenium scripts for login verification and automated reporting from web portals. Responsibilities: Integrate Microsoft 365 and Bitwarden APIs to automate the creation and management of user accounts and secure credentials. Develop and maintain Selenium automation scripts to validate logins and pull reports from web portals. Implement robust error handling and reporting mechanisms for failed logins and other issues. Sc...

I'm in need of a highly skilled data entry operator to assist with my Tally entries and MS Excel billing work. The ideal candidate should be well-versed in both Tally and MS Excel, as well as have a strong attention to detail and a high level of accuracy. Key responsibilities include: - Data entry: You will be responsible for entering a wide variety of data into Tally, including processing of invoices, bank statements, and other financial records. - Account reconciliation: Regular reconciliation of Tally entries against bank statements and other financial records is crucial to ensure accuracy in our financial data. - Inventory management: Tracking and updating inventory records in Tally is another essential task that needs to be performed regularly. For the MS Excel...

I need Lambda/Python code to update the Log Subscription filter. Chat GPT doesn't work. The problem is when you "put_subscription_filter" it creates the second one but doesn't delete the first one. I need the code to delete the first data from STack and create a new Filter. Everything running from Cloud Formation stack. (In example I attached there is no delete the previous filter it is creating the second one)

I'm in need of a skilled backend developer to build the foundation of a new system using Python with Flask. Due to my busy schedule, I'm outsourcing this task to ensure it's handled with the utmost professionalism and efficiency. Key Responsibilities: Develop a production-ready Flask application. Implement automatic database migrations and manage the database using SQLAlchemy ORM. Securely store sensitive information using .env files. Structure the application with clear folder organization, including directories for services, templates, controllers, models, schemas and middleware. Create a user registration system that captures simple data such as email and password. Develop a content management system that dynamically serves page content based ...

Project Description: We are seeking a talented freelancer with expertise in TouchDesigner, audio analysis, and machine learning to create an engaging interactive audio-visual installation. This project involves working with around 20 audio tracks to extract musical elements, crafting dynamic visual interpretations of these elements, and integrating them into a web-based platform that allows audience interaction and display. Objectives: Frequency and Rhythm Analysis: Utilize AI tools like Spleeter by Deezer to separate and examine specific audio track components such as vocals and bass. Pattern Recognition: Use machine learning models to detect and analyze repetitive patterns in the rhythms and melodies typical of the tarantella dance. TouchDesigner Setup: Establish a Touch...

We're looking to integrate a Python script into our MySQL database to perform data analysis.: - Primary Task: The script's main responsibility will be to filter our data based on specific conditions. - Data Interactions: The script will predominantly be running operations on numerical and textual data. We're interested in candidates with a strong background in data analysis using Python and MySQL. Expertise in scripting languages, especially Python, is vital. Familiarity with MySQL is crucial as well - you should be comfortable working with numerical and text data within these databases. Efficiency, accuracy, and attention to detail are key for this task.

We have a device which works on Windows with a .dll. By calling the functions in the .dll, we can control the device and get data from it. We want to create a wrapper in Python so Python programmers can use the device easily. Below is an extract from the .h file for the .dll showing the functions that we want the wrapper to call. FT_HANDLE SENSOR_DLL usb_initialize(char * snum); int SENSOR_DLL usb_deinit(FT_HANDLE ftHandle); int SENSOR_DLL usb_dll_revision(unsigned int *revision); int SENSOR_DLL usb_read_image(FT_HANDLE ftHandle, IMAGE_PACKET_T *buff, unsigned int timeout); int SENSOR_DLL usb_set_gain(FT_HANDLE ftHandle, GAIN_STATE data); int SENSOR_DLL usb_set_trig_mode(FT_HANDLE ftHandle, TRIG_MODE mode); int SENSOR_DLL usb_set_interval(FT_HANDLE ftHandl...

Generate Exe from Python Source Code and How to Backup Files from Pythonanywhere. I need someone who can just put the Icon on the Code of Python and generate the EXE from Python Code and also how to backup all files from PythonAnywhere.

I'm in need of a skilled backend developer, particularly experienced in Python, for an ongoing project. The ideal candidate should: - Have a strong background in Python - Be proficient in database management, API integration, and server configuration

Hi! I am seeking an expert in Google Cloud's Pub/Sub service. My Python application needs to publish and subscribe to text data messages. Knowledge in message encoding and decoding, as well as Pub/Sub client libraries, is crucial. Therefore, a strong background in Python and Google Cloud Platform is required. Take a look a example image attached. Key responsibilities include: - Assisting with publishing text data messages - Helping with subscribing to these messages Please have proven experience in Google Cloud's Pub/Sub and Python programming for processing text data.

As the client, I have given no detailed indications about the main purpose, features, functionarities, and target audience of my desired school website, created using React JS and Laravel. I encourage potential freelancers to propose a c...functionarities, and target audience of my desired school website, created using React JS and Laravel. I encourage potential freelancers to propose a comprehensive plan based on their expertise. Ideal skills include: - Proficiency in React JS and Laravel - Experience in designing educational websites - Ability to propose suggestions based on previous work experience - Excellent communication in processing feedback and implementing adjustments I look forward to reviewing your unique proposals and ideas. Expertise and creativity will be highly ap...

I'm looking for a skilled professional who can rebuild and redesign my existing website. The goal of this project is to enhance the site's overall look and feel and to improve its functionality. Key Features I Need: - Integrated Inventory Management: I need the website to efficiently manage my inventory to ensure that orders can be fulfilled promptly. - Seamless Order Processing: It is crucial that the order processing is smooth and hassle-free for my customers. - Customizable Product Options: I need the website to have the capability to offer customizable product options, boosting customer satisfaction and sales. Your responsibilities will include: - Redesign and rebuild the website using NetSuite and WooCommerce. - Ensure the new website is visually appealing...

...Machine Learning developer who has proficient skills in Python. The project is specifically based around a computer vision task. I need assistance with the following: - Correcting my current code base: I have already developed some code for Handwriting Character Recognition but I am facing some bugs and errors that I can't seem to resolve. Therefore, your primary task will be to correct these issues in the existing code. The project centers around: - Handwriting Character Recognition: This is essentially a computer vision task and so experience in this area is a must. The final code should be able to: - Recognize handwritten characters that are presented to the system. It's important that you have: - Strong proficiency in Python with a focus...

...be utilized across multiple industries. While I've missed providing specific features, target audience, and user interaction details, my aim is to create a versatile SaaS solution. with same idea in Key requirements: - Development of a user-friendly, scalable, and secure loyalty SaaS platform - Integration of points-based reward system - Provision of customer analytics and insights for business owners - Consideration of various target audiences including retail, restaurants, and service providers - User-friendly interface for both customers and business owners - Integration with Apple wallet and Samsung pay The ideal freelancer for this project would have: - Proficiency in SaaS software development, particularly within the loyalty sector - A strong und...

I need a Gujarati dataset prepared for training the Llama 2 model, in order to later perform fine-tuning on it for language-specific tasks. Essential Requirements: - Curate a sizeable Gujarati dataset suitable for training NLP models, ideally around 5 GB - Utilize the Llama 2 model for the Gujarati fine-tuning, optimizing it for the specific task Key Skills: - Proficiency in NLP techniques and methodologies - Experience in curating or working with large datasets - Proficient in fine-tuning Llama 2 or similar models - Gujarati language proficiency is a plus Deadline: 2 days for the dataset curation and initial fine-tuning.

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...browser plugin that interacts with various e-commerce platforms. - Integration of AI technology to extract data and analyze shopping cart contents. (Text extraction) - Implementation of APIs to collect and compare product data in real-time. - Creation of algorithms to identify and recommend similar products. (Might not be needed) - Development of a scalable backend to support real-time data tools and user analytics. Requested Technical Skills: - Experience creating sustainable Data modells - Experience in browser-extension development with JavaScript, HTML, CSS, and modern frameworks (React, Angular, Vue.js). - Proficiency in backend programming, particularly with Node.js or Python. - Strong understanding of RESTful API design and development. - Experienc...

I am looking for a programmer to develop a software application. The application should have a user-friendly interface, be highly functional, and should be designed keeping scalability in mind. Key Requirements: - Proficiency in one or more of the following languages: Python, Java, C++ - Experience in software development - Ability to create a user-friendly interface - Knowledge of best coding practices and ability to ensure high performance and scalability. If you are comfortable working with the above requirements, please bid for the project.

...user-friendly, efficient hotel management app for Android. The app should include the following functionalities: - Room Booking: The app should allow guests to browse and book available rooms. - Payment Processing: The app should be capable of handling payment processing for the room booking as well as for other services provided during the stay. This should be included in the check-out bill. - Check-in & Check-out Process: I'm looking for a clear and easy-to-understand check-in process, making it a seamless experience for guests. - Room Display & Offers: The app should display different room types along with their charges. It should also showcase any available offers. The ideal candidate for this project should have: - Prior experience in developin...

I need a Python developer who can create an automated IME barcode system. The system should handle bulk entries and generate images. Barcode experience is essential for this project. Key Requirements: - Handling of Code 128 and IMEI barcode types - Generating barcode images in PNG format - Capability to handle bulk entries, preferably through CSV file uploads The ideal candidate should have: - Proficiency in Python - Experience with barcode generation and handling of bulk data - Familiarity with handling CSV files in Python This project is suited for someone who is detail-oriented and has a strong understanding of automation and barcode systems. Please apply if you have the required skills and experience.

I'm looking for a professional who can handle the employment verification process for my potential hires. Your main tasks would include: - Reviewing the documents provided by the candidate to ensure they're accurate and legitimate. - Confirming the employment dates and positions held with the previous employers. Your experience with handling sensitive information and verifying employment details will be a huge plus. It's crucial that you can maintain a high level of confidentiality and professionalism throughout the process. A background in HR, administration, or similar fields would be advantageous in understanding the nuances of this task.

- I require someone proficient in Python and knowledgeable about Software Defined Radios (SDR), specifically the BladeRF unit. - The task will require to estimate the direction of arrival of a reflected wave generated from the BladeRF, which on reception will be required to run on a platform and generate a plot on a compass depicting the angle

I'm loo...and integrate my 1.8 PrestaShop with Sage. I've already got an existing Sage integration module in place. Key Tasks: - Product Synchronization: I need the product data on both platforms to be synchronized seamlessly. Any changes in product details, stock levels, etc., should be reflected in both systems. - Order Management: I need the order processing to be automated and streamlined. Orders placed on PrestaShop should be automatically reflected in Sage for efficient processing. Ideal Skills and Experience: - Proficient in PrestaShop and Sage integration. Experience with version 1.8 of PrestaShop would be a plus. - Strong understanding of product synchronization and order management processes. - Prior experience in configuring and integratin...

As a driven individual, I'm seeking an experienced software developer who can build a sophisticated algo trading software. Key Requirements: - Proficiency in Python and Java. Your proven experience in these languages will be crucial to the development of this software. - Openness to both web based and desktop applications. As I am still in the deciding phase, we can discuss which approach best suits my needs during the proposal phase. - The software must include automated trading strategy execution and risk management tools. Your understanding and experience in these aspects will be paramount. Looking forward to a successful collaboration.

Reinforcement Learning Goal: - Optimize a specific task and write a journal for that Project Details: - The project is already half completed and I need someone to complete it further. - I have some code/files that will need modifications Preferred Skills and Experience: - Strong knowledge and experience in reinforcement learning - Proficient in Python programming language

Please re...journal's publication cost must be cheaper or free. Please write the publication cost per page. 3. Status: The journal must be Indexed with Research Gate, Google Scholar, Academia, JSTOR, etc. 4. Ranking: Mention the international ranking of the journal. 5. Nature of journal: Legal articles, academic research papers, international law areas, including human rights, international trade, international humanitarian law, peace, security, and conflict. Searching guidelines: Here, I am giving an example. is an International Journal of Science and Research (IJSR). Although it seems to be a science journal, it also publishes International law articles. The processing and publication cost is twenty-five dollars per page, and its International Ranking is Qualis-CA...

I'm seeking an expert in Python programming, with emphasis on data analysis, to help with my final project for my university module. The module focuses mostly on plotting and manipulating numerical data. Specific areas that need to be addressed include: - Expert Python programming skills, with an emphasis on data analysis techniques and tools. - Experience in Jupyter software for data manipulation. - Guidance in selecting the correct Python libraries and tools. - Ability to write clean, efficient, and reusable code. - Clear and effective communication to ensure complete understanding of my project requirements and challenges. Please note, we're not focusing on a specific type of numerical data as this information was not provided so a ...

I am in need of a proficient individual who can efficiently convert a PDF document...of the existing content, whilst ensuring the preservation of original images and graphics. - Task Overview: The task will involve converting an existing PDF document into a Word file, with an emphasis on restructuring the content. Please note that the job does not require text revision or grammar and spelling correction. - Skills & Experience: The ideal candidate will possess: 1. Proven experience in document conversion and editing. 2. Excellent attention to detail to ensure images and graphics are preserved in their original form during the conversion process. 3. Proficiency in using PDF and Word processing software. I look forward to receiving your proposals. Let's create somet...

...services without the complexities of a full-fledged app like Uber. It should run on both iOS and Android devices. Key Requirements: - The app should have two modes: 1. For registered users, which will have additional features like booking history. 2. For non-registered users, with a simplified interface. - No payment processing is required within the app. Ideal Features: - The app should have a clean, intuitive UI that helps users effortlessly make bookings. - The registered user mode should provide a profile with customization options and a booking history feature. - The non-registered user mode should be simple and easy to navigate, allowing bookings without any frills. The candidate should have experience in developing user-friendly, booking-centric apps...

I'm looking for an experienced developer to help me fix a few issues with my CodeIgniter website. The website is running slow and throwing error messages, with several key features not working properly. Time is of the essence, so I need someone who can jump on this ASAP. Your responsibilities will include: - Resolving the error messages that are appearing - Fixing the login feature and ensuring it works as designed - Restoring the search function to full functionality - Repairing the payment processing feature and ensuring it functions correctly Ideal candidates should have: - Proficiency in CodeIgniter with a proven track record of successfully repairing websites on this platform - Strong debugging and problem-solving skills - Excellent understanding of ...

I need a skilled programmer proficient in GPT API and Python to build an efficient tool. This will analyze numerous English business service reviews and develop a concise summary in bullet points, focusing primarily on the major points. These summaries should distill the key aspects into 300 words or less. The main purpose of these summaries is to highlight the essential insights of the reviews, enhancing the reader's comprehension and minimizing their reading time. Ideal candidates should have: - Advanced experience in GPT API and Python. - A portfolio displaying similar language processing projects. - An aptitude for distilling large volumes of text into clear, concise points. - Familiarity with analyzing business service reviews.

I'm looking for a proficient Python coder who can develop a program that effectively reads numerous reviews and generates a concise summary, encapsulating the main points in 300 words in multiple bullet points. Key Functions: - Extract data from a relational database via SQL queries. - The ability to process and analyze reviews from different platforms such as blogs, social media, and online stores. - Generate a coherent 300-word summary from a multitude of reviews. Required Skills and Experience: - Expert level understanding of Python programming. - Knowledge and experience in SQL querying is a necessity. - Experience with Natural Language Processing for summarization. - Familiarity in dealing with relational databases. - Prior experience wit...

...aiming to create a beginner-level educational website focusing on the AWS EC2 service. This is an individual project with an objective to learn and teach AWS technologies. Key tasks are: 1. Website Development: - Build an informative and user-friendly website. - Experience in educational website creation is preferred. 2. AWS EC2 Teaching Material: - Develop easy-to-understand content covering basic AWS EC2 topics. - Hands-on AWS experience is necessary, especially with the EC2 service. 3. Log Capture & Processing: - Configure logs to be captured in Wireshark, processed in Splunk. - Experience in Wireshark and Splunk would be beneficial. Freelancers with a teaching background in technology, AWS expertise, and experience in log managem...

...hinge or not with probablility of 99.9% at least. We need ready Python code that we can insert into our main routine. Recognition part gets image to process and returns result. Data set is available here: The system must perform object detection, with a critical requirement for real-time operation. Key tasks and requirements include: - Develop a high-precision hinge detection system, using Python programming language. - Implement object detection algorithms, ensuring accurate and real-time detection capabilities. - Ensure the system operates in real-time, with minimal to no delays in processing. - Utilize computer vision best practices to enhance the system's performance and accuracy. - Experience with computer vision

As the developer of an automatic leaf infection identifier, I am in need of a skilled and experienced Python developer to assist me in resolving a critical bug that is leading to incorrect identification of infections. This is significantly impacting the reliability of the system and providing inaccurate results to the users. Ideal Skills and Experience: - Proficient in Python, with strong experience in bug fixing - Understanding of machine learning algorithms and image processing - Proven experience in identifying and rectifying issues in automated systems - Familiarity with leaf infection detection systems is a plus The successful candidate will be responsible for: - Conducting a thorough assessment of the existing codebase - Identifying the root cau...

I'm in need of a skilled animator who can create a manga-style cartoon that will last for a final video of 2 minutes. - Style: I'm specifically interested in manga-styl...video of 2 minutes. - Style: I'm specifically interested in manga-style cartoon aesthetics. Your portfolio should demonstrate your proficiency in this distinct style. - Medium: The final output will be used for animation. Any experience with creating animations for web or broadcasting will be a huge plus. - Duration: Ideally, you should have experience in crafting lengthy animations. The project requires a production that's more than 2 minutes long. Skills required: - Proficiency in manga-style cartoon creation - Animation creation and editing - Experience with long-form anima...

I'm looking for a skilled data analyst who can help me with a project that involves identifying patterns in customer behavior data. Key Requirements: - Proficiency in Python for data analysis - Extensive experience working with customer behavior data - Ability to create and present insights using visual charts Tasks Involved: - Importing and cleaning the provided customer behavior data - Applying appropriate data analysis techniques to uncover patterns(classification problem) - Presenting the findings through visually engaging charts The ideal candidate would have a strong background in data analysis and visualization techniques, especially in the context of customer behavior data. Experience in using Python libraries for data manipulation and chart cre...

I require an intricate hardware developer with technical mastery to custom design an isolated encoder signal splitter board that's compatible with Arduino micro-controller, specifically ATmega2560. Key Features: 1. Voltage Isolation: The board must feature voltage isolation to ensure safe transmissions. 2. Compatibility: It must be fully interoperable with Arduino libraries which serves as a platform for expansion and experimentation. 3. Signal Amplification: the board should not draw more current than pull-up resistors for incremental encoders connection. If required, a signal amplification needs to be implemented. Standard signal voltage is 5V DC. Main Purpose: 1. Noise Reduction: It should provide clear communication by suppressing ambient noise in the sign...

I'm in need of an experienced AI developer...be useful as input data for another system I run. Key aspects of the task include: - Recognizing numerical data within images using advanced AI techniques. - Converting the identified numbers into text format suitable for another system's input requirements. The ideal freelance candidate for this project would be exceptionally well-versed and experienced with: - AI and Machine Learning methodologies, particularly in image processing. - Available tools and software for effective number recognition from images. - Text conversion from recognized image data. Your input will be an integral part of a crucial system we are running, and therefore accuracy and attention to detail are paramount. I look forward to your innovati...

I'm in need of an experienced WordPress developer with prior experience in developing WordPress plugins to create a listing directory on my WordPress site. The directory should have a map and should be able to display business listings and provide a location-based search. Key Requirements: - The plugin should display business listings complete with business name, contact information, and photos and videos. - It should allow for a location-based search, enabling users to search for businesses within a specified area. - The directory should come with a map showing the locations of listed businesses. - The plugin should be seamlessly integrated into our existing WordPress site. Needs to be an installed plugin on wordpress - no cpanel direct installation. also nee...

I am in need of a Python developer to create a bespoke frontend for a warehouse management system. The system should primarily focus on Inventory management and Warehouse overview. Essential Functionalities: - Inventory Management: The system should allow for the easy management of inventory. - Warehouse Overview: An overview of warehouse status and stock levels should be clearly available. User Interface Design: - List View: I envision the inventory management interface as a list view with search and filter options for easy access and manipulation of data. Ideal Skills and Experience: - Proven experience in Python frontend development - Strong understanding and experience in Inventory management systems - Proficiency in creating user-friendly UIs with search...

...tokens and send info to my server -creates telegram message with certain data (fdv,liquidity, pool info etc )from extracted solscan information stage 2 -creates buy orders based on certain criteria (fdv, volume, transactions etc) and sends order from solana wallet please tell me in general how you would go about this so i know you are suitable for the task? I'm seeking a proficient coder, experienced with Python or Java, to create a system that integrates with Solscan API to provide real-time updates and send Telegram message and second part of project a buy order ideally based on certain criteria. ideally stage 1 completed in two weeks. Key Requirements: - Proficiency in Python or Java programming - Prior experience with API integ...

I'm in need of an experienced Odoo developer to craft a payment acquirer module for my Odoo 17.0 platform. This module should perfectly integrate with Maya Online Payment Solution, a popular local payment gateway in the Philippines. Specific functionalities required include: - Refund processing: To facilitate seamless customer service, refund processing should be an integral feature of this module. - Transaction history tracking: For record-keeping, and business analysis, the module should have capability to track all transactions. - Real-time transaction updates: Ensure all transaction data is accurately and timely updated. Although no specific customization on Maya's payment gateway is required, an emphasis on flawless integration and functionality is key...

...modeler in Excel who is capable of working with a lot of date math in formulas. You need to work on a working model template. NOTE: Do not apply if you are not genuinely capable of working with complex models. I am looking for help because I'm busy, not because I'm not capable! I make huge financial model templates on topics people don't model. I made a model on "ESOP" (Ownership structures for startups). ISSUE A client input dates in a way I didn't test and I realized I built in circular references I wasn't aware of. TASK Remove circular references (Need to change logic a bit to do it, which is not simple) Ideally break test to see how I messed up date math when dates are similar so won't be issues with input assum...

I require a specialist in running code that is based on AI/ML, specifically ResNet MobileNet, and other nature-inspired algorithms on my Windows laptop. The expertise required: - Extensive experience with Python, the programming language the code is written in. - Robust knowledge in machine learning and AI. - Familiarity and experience with Windows OS and optimization thereof for machine learning code execution. - Understanding of Predictive modelling, the primary outcome goal of the code. The goal of this project is to have the code successfully run and produce the expected Predictive modeling results. Be prepared for minor troubleshooting and optimization to make that happen within the Windows OS environment.