Data enrichment data classificationprojekty

I need someone to classify data related to heartbeat. Classification is to be assigned to the following classes: - a healthy heart - not the correct heart rhythm - too noisy, too poor quality to make any inferences - patients so sick that they are either dead or in the hospital - such recordings were deleted because the diagnosis itself would not bring anything in this case I have 367 such recordings at this link: The archive in the link, apart from the numbered recordings, has a file with a spreadsheet. The point is to, as it was described above, describe these samples.

...skilled data scientist for an essential project, focusing primarily on data visualization and classification. IDEAL CANDIDATE SHOULD BE: • Proficient in creating visuals using complex data. • Capable of effectively interpreting data from CSV files. • Experienced in performing sophisticated data classification. TASKS DETAILS: • Devise an effective strategy for visualizing extensive information derived from CSV files. • Incorporate classification techniques to understand and categorize the data efficiently. PROJECT OBJECTIVE: The ultimate goal of this project is to successfully classify data and use it for an effective and visually appealing representation. This outcome aids in unde...

I am in need of a professional who can help me in the data enrichment and cleaning of a set of merchant data. The data that requires the necessary cleansing and enhancing is primarily focused on merchant profiles. The main focus is on the verification process. Key tasks include: - Checking if the merchant meets our criteria list The ideal candidate for this project would have experience in data cleaning, enrichment, and verification. Your attention to detail and ability to cross-check,and verify data is crucial to the success of this project. Please share your relevant experience in your proposal and how you plan to approach this task. Your understanding of data quality and accuracy will be a major plus.

...companies alike. Over the years, we have built a large candidate pool in several industries, but in some cases, have lost touch with some candidates. As such, we have legacy candidate data – and this is where this project comes in! We will provide a specific list of legacy candidates, and we need assistance in someone calling the candidates on the list; confirming their details, and their current role and skills; identifying the industry or industries they can work in; and, hopefully, bringing them back to the organisation as an active candidate to place. The role will include: - Cold calling to candidate data provided based on the script provided - Gathering and confirming information based on the script provided - Updating the information in the sheet provided...

I'm in need of an expert in Python who can implement a neural network for natural language processing. The ideal freelancer should have strong experience in machine learning, specifically for NL...specifically for NLP tasks. Training a neural network model for natural language processing. Specifically the goal is to implement with a custom dataset. Key Requirements: -Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Experience in developing neural networks for NLP - Ability to create models for sentiment analysis, named entity recognition, and text classification Please provide details of your relevant experience and how you plan to approach this project in your application.

I'm in need of an expert in Python who can implement a neural network for natural language processing. The ideal freelancer should have strong experience in machine learning, specifically for NL...specifically for NLP tasks. Training a neural network model for natural language processing. Specifically the goal is to implement with a custom dataset. Key Requirements: -Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Experience in developing neural networks for NLP - Ability to create models for sentiment analysis, named entity recognition, and text classification Please provide details of your relevant experience and how you plan to approach this project in your application.

Seeking a skilled and experienced developer to execute an AI-based Android app meant to perform tasks such as image classification and face recognition. An integral requirement for this role is proficiency in the integration of JNI C++ libraries. The foundations of the project include: - Development of an app compatible with Android phones - Integration and enhancement of machine learning algorithms into the app - The app must process object detection & tracking tasks using machine learning The ideal candidate should have: - Prior experience in Android app development - Strong knowledge of machine learning - Proficiency in the integration of JNI C++ libraries Integral to success in this project is a developer's ability to balance technical machine-learning objectives ...

...to quickly identify and fix whereas I would have to spend an much more time to identify it Main Goal: Increase website traffic Target Audience: it is HVAC ecommmerce heavy equipment sales which are shipped into the field, nationwide with fulfillment centers in nearly every state, so ship to the fields locally to the buyer which needs to be emphasized as HVAC is in essential service product classification so the demand is high, and even higher, when locally shipped and fulfilled that as a authorized direct dealer of the brand can do this locally for much quicker local service than competitors having to ship and fulfill from whatever home state the company is in Budget: Less than $500 per month Skills and Experience: - Proven experience in managing successful Google Ads campaig...

...a category column—Card Trading. Members who log in can upload related items to sell, but only to that column; they cannot upload to other columns. Let's break it down step by step: User Column: Modify the administrator's product management template. The administrator will set up a category, such as the Card Trading Market. Then, all items uploaded by users will be categorized under this classification. To purchase items in this category, users must log in. When a member purchases an item uploaded by another member, relevant orders will be recorded in the purchasing member's history. They will have two buttons: "Confirm Receipt" and "Complaint." If the purchasing member has no issues, they can confirm receipt. The corresponding amount...

Project Description: I am looking for a skilled Data Analyst to help develop a system for classifying email messages as SPAM or HAM. This involves downloading data from a public source, processing it to extract and compute various features, and analyzing these to determine patterns indicative of SPAM. Responsibilities: Download email data from a specified public archive. Create R functions to extract and calculate over 20 variables from each email, such as the number of recipients, percentage of capitals, and URL presence. Analyze this data to explore variable relationships and determine SPAM/HAM status. Generate visual representations of the data and analysis findings. Provide a detailed report on the methodologies used, results obtained, and insights g...

I'm looking for an experienced developer who can take a code base and dataset I provide, construct an Abstract Syntax Tree (AST) based on them, and then create an Autoencoder using TensorFlow to compress the resulting AST for a classification problem. Key requirements for this project include: - Proficiency in Python: You will be working with a Python code base and dataset. Familiarity with Python is essential for this project. - Understanding of AST: You should be able to construct an AST tree based on the provided dataset and code base. - TensorFlow Experience: I would like the Autoencoder to be developed using TensorFlow, so prior experience with this framework is a must. - Output format: The desired output format for the Autoencoder is JSON, so you should be comfortable ...

I'm in need of a TensorFlow expert to create an image classification model using Yolo. The model should be able to categorize images into more than 10 categories. We're aiming for basic accuracy for simple tasks, a good start in the right direction. Key Tasks: - Utilize Yolo with TensorFlow for image classification - Ensure the model can accurately distinguish between more than 10 categories - Focus on achieving basic accuracy for simple tasks, rather than advanced or research-level accuracy. Ideal Skills: - Strong proficiency in TensorFlow, with experience in image classification tasks - Prior experience working with Yolo in a similar context - Ability to balance model complexity and computational efficiency for basic accuracy - Strong communication skills...

I want to improve the search function of a webshop. I want to do this by adding extra data to the products (in the form of tags). I have a list of 11,000 product names in Dutch. These product names consist of a piece of proper name, noun and then sometimes some content information. For example: Orange Cleaner degreaser 5L c We are looking for a quick way to see the noun plural in the column next to it. Also, one or more synonyms in the column(s) next to it would be nice. Example: degreasers (=plural) I understand this can be done with a Python script that performs these tasks. This script uses the Natural Language Toolkit (NLTK) library to identify multiples and synonyms. This script assumes you have a list of product names and want to find the plurals and synonyms for each of t...

...so that they can read the book or play the game and give the possibility or the option of offering drinks or snacks for a determined price, and additionally having the option of whether it is possible to choose several books or games within the rented time. All of this must be limited by age. When uploading a photo of a game or book, the page must provide information about the game book, age classification, number of players, etc. As a user, I want to offer a library of games that can be played at home, for example, for an hour for two people, offering them two drinks and snacks for x value with the possibility of choosing two or three different games within that hour. The client will have the possibility of choosing these games in advance when making the appointment and the page...

...searching for a Python developer knowledgeable in numerical data analysis. The key task of this project will be developing a Python script for classifying images. This script will then need to perform advanced data visualization tasks on numeric data. Task would be to analyze a dataset containing different types of fish breeds Images and is required to classify them using CNN based on their location and chemical compositions in various parts of an ocean/location Ideal Skills: - Excellent grasp of Python programming - Strong understanding of image classification techniques - Proficiency in numerical data analysis - Expertise in data visualization methodologies Previous experience with projects involving Python, image classification ...

...extensive experience in data migration across CRP, SIT, UAT, and GoLive phases in Oracle Fusion ERP implementation, utilizing ETL tools. * Experience in SQL Server, T-SQL, and SSIS Job Responsibilities: Data Extraction: * Extract data from various source systems, including flat files, spreadsheets, legacy databases, and external APIs. * Develop and optimize SQL queries and scripts for efficient data retrieval. Data Transformation: * Perform data cleansing, validation, and transformation to ensure data quality. * Convert data from source formats to Oracle-compatible formats. * Apply business rules and data mapping for aligning source data with target data structures. ETL Development: * Develop and maintain ETL (...

I need a Data Enrichment (Entry) Specialist to help me with a project. - I have text and categorical data which need to be further extracted from LinkedIn - The data has to be entered into a specific format or template which will be provided - You'll be required to extract data from LinkedIn for 200-400 leads per day Ideal candidates for this project should have: - Ability to maintain high confidentiality of the data - Proven experience with data entry and enrichment, especially text and categorical data - A keen eye for detail and high accuracy in data entry - Familiarity with LinkedIn and data extraction from the platform (Mandatory) - The ability to work with provided templates and formats - Excellent c...

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...the specific goods and services that the EUIPO state "lack clarity and precision" and so need to be further specified/ amended for compliance, as provided by the EUIPO (again, as highlighted on pages 8 and 9 of the attached PDF) - Remedy the deficiency by consulting with the Harmonised Database (HDB) at Note: the link provided on p.9 of the attached PDF is defunct, so use the one provided here. - Communicate with the EUIPO on my behalf, ensuring that all necessary adjustments are made and any additional information they require is provided. To this end, review the support documents relating to this mark (VERCZE) on pages 1-15 of the attached PDF and the two Australian Certificates Of Registration

...preliminary chapters, I prefer to have 16 chapters of minimum thirty pages each. Present scenarios in SE. Integrity based SE scenarios. Successful scenarios based on total integrity and principal centerd behaviour. Self depleting and negative consequences on social behaviour of downward scenarios. Environment affected by negative shared entrepreneur use cases behaviour. Current major classification of SE in all aspects and possible improvement overview. Operating skills to manage negative SE to improve social and trade and environment resolution. A man life and SE relation to overcome negative energy generating usecases. How to overcome and work on those scenarios to improve or change state of mind to tackle challenges to overcome the negative results of effects to thes...

...need to collect and process data, then train and evaluate at least two machine learning models and lastly deploy them to a website. Please see below for further details: > Python (or a python package) is to be used everywhere it possibly can! **Data Collection** Data can be collected (legally) from anywhere. You may use data that you already have; or from sites that allow you to download the data, for example, [UCI Machine Learning Repository]() or [Kaggle Datasets](); or via web scraping; or via an API. We can restrict ourselves to data that would fit nicely into a spreadsheet. The content and amount of data are not the main consideration, as long as the data has: - at least 10 variables - three or more data types - t...

I am seeking a machine learning expert to conduct a classification project using numerical data. Here's what you should know: - Objective: To perform a classification task on numerical data using robust machine learning methods. - Data: The data for this classification task is numerical and has been cleaned already, ready to use straight away. - Skills & experience: You should have extensive experience in machine learning, specifically in classification tasks, ML Model interpertation using SHAP. LIME and ELI5 tools and should be familiar with handling numerical data. Your job will involve developing, training, and validating a machine learning model that accurately performs the classification task. While doing...

I need a data specialist who can help with a Classification project. I require the data to be analyzed, modeled, and algorithms to be developed for classification. Key Requirements: - Immediate start and completion - Experience with classification algorithms - Ability to work with various types of data For a detailed description go through the attached file. Time Limit: 4-5 hours

We require a data processing system built with Laravel for managing and methodically classifying textual data. This project involves the following elements: - Developing a solution tailored to automate data processing tasks - Focusing on systematic text classification The ideal candidate should possess the following skills and experience: - Expert knowledge of Laravel and its frameworks - A good grasp of textual data management - Proficiency in sophisticated data processing and text classification methodologies - Experience in developing effective classification models using Laravel We intend to develop a system that not only manages our data, but leverages powerful automation to expedite the process. The long-term goal ...

In this project, we're aiming to categorize video transcripts, identify key topics, and enhance the searchability of video content. The main goal is to differentiate between questions and sentences contained within a video transcription CSV data file. Following features are required: - TF-IDF, LSA, LDA, Word2Vec, and SentenceTransformer for text vectorization. - Utilise various models to evaluate the performance using an ROC curve. - The differentiation of the content type should be indicated in the 'label' column. The value can be 'question' for sentences that are actually questions, and 'sentence' for regular statements. - Development of a RESTful API with Flask. - Dockerization of the API. Ideal candidates for this project should have: - Pr...

I'm looking for a professional who can help with a bulk enrichment of Indian phone numbers. The purpose of this enrichment is to gather specific information that will be crucial for our lead generation efforts. Requirements: - I need accurate and up-to-date information for each number. This includes the individual's name, location, email, and social media profiles. The accuracy of this information is crucial to the success of our lead generation campaign. - You will be provided with the phone numbers in an Excel or CSV file, and I would like the enriched data to be returned in the same format. Ideal Freelancer: - Experience with bulk enrichment of phone numbers, especially in the Indian market, is essential. - Proficient in using tools like Trueca...

...develop a predictive model. This model will forecast the occurrence of a phenomenon based on historical data. Requirements: Data Acquisition: Historical data required for training the model will be fetched via an API from our comprehensive database, which is updated multiple times weekly. Data Processing: All retrieved data will be processed to facilitate effective model training. This includes Exploratory Data Analysis (EDA) to identify impactful data, outlier detection for data quality, and feature engineering to determine the final model inputs. Model Development: Train two types of models using Deep Neural Network (DNN) and Long Short-Term Memory (LSTM) architectures: A classification model to determine the likelihood ...

I am aiming to add a depth of content to my current WordPress site, focusing specifically on integrating a dedicated section for electronics. Key Requirements: - Creation of a new 'Electronics' section on my website following the aesthetic and functionality of the site provided (). - Specifically, I want an emphasis on electronic components for circuits within this new category. Further details: - Particularly, I am looking to cover content about Resistors, Capacitors, and Diodes, electronic components. I have existing website, and I just need to re-do it so it will look like exactly like the link provided - Insightful descriptions, relevant images and specifications for these components should be included. Ideal Skills: - WordPress - Content Creation - Electronics - E-comm...

...for a professional who can swiftly teach a computer to comprehend human language using Python or any other suitable programming language. Key Responsibilities: - Implementing text classification, sentiment analysis, and named entity recognition within the NLP model - Developing an effective teaching method that enables the computer to interpret and respond to human language inputs Experience and Skills: - Proven expertise in Natural Language Processing (NLP) and machine learning - Proficiency in Python or another programming language commonly used for NLP - Strong ability to develop and implement text classification, sentiment analysis, and named entity recognition algorithms - Demonstrated experience in creating and training NLP models - Excellent communication and coll...

I am in need of the expertise of a machine learning professional to develop versatile classification models including Multi-Class Logistic Regression, Support Vector Machine, Random Forest, and Gradient Boosting Model. The goal is to predict NHL game results. Key aspects that need consideration are: * Team and player statistics. Required skills and experiences: * Proven track record in Machine Learning, specifically in the creation of classification models (Multi-Class Logistic Regression, Support Vector Machine, Random Forest, and Gradient Boosting Model). * Expertise in sports data analysis, particularly in the NHL. * Strong knack for accurate prediction success rate. * Able to provide a comprehensive report comparing the model results. In your proposal, pleas...

We are looking for a Computer Vision Developer who can help with Image Classification and Object Detection tasks in an indoor environment. The primary focus will be on achieving a high level of accuracy, targeting 99% or more. Key Responsibilities: - Develop and implement image classification algorithms - Create and deploy object detection models - Ensure high level of accuracy in the indoor environment Ideal Skills and Experience: - Proficient in Computer Vision techniques - Strong experience in Image Classification and Object Detection - Proven ability to deliver high accuracy models, ideally in indoor settings - Expertise in using popular frameworks like TensorFlow, OpenCV, or PyTorch - Good understanding of optimization techniques for accuracy - Ability to w...

I need a skilled machine learning engineer with experience in applying the ViT-H SAM model for image classification tasks, particularly in classifying objects within images. The project will entail: - Training the model on a custom dataset that I will provide - Fine-tuning the model to improve the accuracy rate in object detection - Delivering a ready-to-use model capable of accurately classifying the objects within my images Ideally, you should posses: - A thorough understanding and practical experience in image classification - Strong expertise with the ViT-H SAM model - Proficiency in working with custom datasets - Excellent problem-solving abilities to navigate potential hitches while working on the project. By end of this project, I expect an efficient ViT-H SAM m...

...understanding of B2B lead data to enrich/cleanup our current database. The focus of this project will be centered on company data & lead emails. The task's primary purpose is to find and add employee count to each company in the database. The secondary part of the task will involve matching the leads email to the company name. Some leads have multiple emails attached- We only need an email that corresponds to the company they work for. Attached is an image of the current data layout. There are 250,000 rows of data Ideal skills and experience for the job: • Extensive experience in data enrichment, preferably B2B lead data. • Understanding of different company sizes and ability to accurately categorize them. • ...

...for an expert in Machine Learning with a strong understanding of different classification algorithms. The objective of this project is to classify numerical data with the ultimate goal of optimizing decision-making. - Your task will primarily involve: - Applying various Machine Learning algorithms for classification - Ranking these algorithms using Multiple Criteria Decision Making (MCDM) The specific algorithms to be used in the project haven't been decided yet, so I will need your professional guidance on the ideal ones to choose. In addition, the criteria for ranking the algorithms are open for discussion. - Required Skills and Experience: - Profound knowledge in Machine Learning and data classification - Experience in working...

You need to classify in the Recursion Theory the following sequence of sets and their complements, that is, determine for each set in the sequence and its complement whether it is recursive, recursively enumerable (r.e.), and then classifying in creative, or productive. Giving a formal proof of the classification is a must. In the figure, I gave an example. If you can solve it correctly, I'll give you more.

...I'm seeking a skilled architect who can generate an accurate zoning compliance site plan for a commercial-use property. Critical requirements and information for this job include: - A focus on land use classification - Ability to translate and incorporate information specific to commercial land use into a clear and comprehensible site plan Expertise in land planning, civil engineering, or a related field is highly desirable. Familiarity with commercial properties and a strong understanding of zoning laws will be advantageous. You must have some experience in creating land use classification site plans. The final deliverable will be a detailed site plan, ready to be used in compliant with zoning laws. My goal is to ensure that the plan accurately and conclusively cl...

...TensorFlow, specifically skilled in the construction and fine-tuning of Convolutional Neural Network (CNN) models. I need help with offline image classification and object detection tasks. Key requirements: - Proficiency in Deep Learning and TensorFlow. - Expertise in Convolutional Neural Networks (CNN) - Experience with image classification and object detection tasks. - Capability to work on an offline model. Candidates with prior experience in similar tasks will be given preference. Accuracy and efficiency of the created model are paramount. The project involves the development of a deep learning model for medical image classification, particularly focusing on chest X-ray images. The model architecture is largely in place, but there are a few key tas...

I'm in need of a technical expert who can design a system for automatic content category of news articles based on their titles. This unique project's central purpose lies in enhancing and streamlining the way my information gets organized. Here's a detailed look at what the project involves: - Designing a system capable of categorizing news ar...categorization, like Python or R. - Excellent problem-solving abilities to face potential challenges in the development process. I am looking forward to embarking on this journey towards more automated and efficient content organization with a skilled freelancer. Apply now, and let's start this exciting journey to enhance content categorization. We are open to use elasticsearch for the text classification or any ot...

...needed: * Product search and product listing: Enable users to easily locate desired products and list their own products for sale on different marketplace’s on the app. * User profiles: Give users the ability to create personalized profiles. * Custom category menu: Marketplace’s made by any user should feature a unique category menu with primary and secondary categories for meticulous product classification. * Market Browsing: Can be set to public or private and if private can only join either by QR Code or link * Buyer and seller rating system: Implement a rating system wherein users can evaluate buyers and sellers, providing them with a score of up to 5 stars and leaving comments. *Theme: I want a dark grey background theme with a dark bronze writing * Phone numb...

I am looking for Automatic Number Plate Reader on indian Plates i am looking for who can provide immediate solution no data available for training, so anyone who have done this before with good accuracy on standard and non standard plates can bid. > vehicle Detection classification ( car, bus, truck, bike, auto) > number plate ocr of single and 2 line plate > green and yellow plate also consider. > need to run this solution without GPU, so we need solution which can run on ubuntu with lower config, openvino prefer only. who have already made this solution with 95% accuracy can bid,

...Engineer to develop a sophisticated image classification model for landscapes, particularly focusing on roads, tracks, and trails. It will need to accept Geojson files or Cadastre files. Requirements: - Build and train an ML model to identify and classify roads, tracks, and trails in landscape images. - Integrate the model with current software to replace or enhance existing classification features. Further Breif: 3 weeks deadline Skills and Experience: - Previous work with image classification models. - Experience in machine learning and artificial intelligence. - Ability to work with intricate image data related to landscapes. - Strong understanding

I've built an application using AppSheet and now it needs some enhancements. I want my sales better classified using logic expressions or formulas, specifically by sales type and by customer type. The targeted candidates should have: - Deep knowledge and understanding of AppSheet, google sheets - Proficiency in data classification using logic expressions and formulas. - Ability to work with little supervision and provide creative solutions.

I am looking for a data analyst who can efficiently segment my email list for better and more targeted marketing campaigns. The task involves; - Exporting all relevant email addresses off the CRM; - Segmenting these into the three categories, according to their Organisation Type; - Cross Checking for any email addresses already unsubscribed in Mailchimp; - Loading and setting up the appropriate Audiences in Mailchimp. The perfect candidate would have: - Exceptional expertise in data analysis and segmentation, preferably in a marketing environment. - Proven experience with CRM systems and their classification functionalities.

I am in need of a skilled R programmer with experience in Gene set enrichment analysis to assist me in analyzing proteomic data. The data is currently in tsv format, and is raw, requiring full preprocessing. Ideal skills and experience: - Advanced proficiency in R - Extensive experience in proteomics data analysis - Ability to clean and preprocess raw data - Familiarity with tsv file format - Strong understanding of gene set enrichment analysis - Analyze protein associations and pathways Your main tasks will be to preprocess the raw data, conduct gene set enrichment analysis, and provide me with a detailed report of the results. A strong background in proteomics is highly desirable.

...techniques, with a strong focus on analyzing both image and textual data. Key Tasks: - Develop a supervised learning model able to effectively amalgamate and process image and text data concurrently. - Utilize your deep learning expertise to optimize the performance and accuracy of the model. - Able to perform Visual Question Answering tasks for remote sensing data using developed models, which means integrating image classification with the contextual relevance derived from textual data. Ideal Skills: - Proficient in Supervised Learning and Deep Learning techniques. - Expertise in image and text data analytics. - Proven experience in Visual Question Answering. - Excellent understanding of machine learning algorithms, data structures a...

Research on EMG Classification using SEFR.

...demonstrating past work in similar projects While applying, keep in mind: - Detailed project proposals - Demonstration of past work - Qualifications and experience in the sector PROVIDE SAMPLES OF LIVE COMPLETED WORK THAT IS SIMILAR TO THIS PROJECT. Overview We require the development of an application that uses machine learning for incoming invoices and receipts. Combining regression, classification, and clustering, the output is to establish a repository of purchases and create predictive analytics for future transactions. All invoices and receipts are received via email and the transactions need to be saved into the database. Scalability is integral to the design, as we expect to process over 100,000 transactions per day. To ensure you have read this scope, please i...

I'm looking for a skilled Python developer who has experience with PyTorch to he...system on Github repo "https://www.freelancer.com/post-project". Key Requirements: - Proficient in Python - Strong understanding of PyTorch - Prior experience working with ML - Capable of handling and working with audio datasets Your primary task will be to take my audio dataset and feed it into the provided USS repo, with the main goal of sound classification and seperation (the idee for USS = Universal Source Separation (USS) with Weakly labelled Data). The ideal candidate should be knowledgeable in the field of ML, particularly in sound-related applications. If you have the necessary skills and experience, and are interested in working on this exciting project, please rea...

I am looking for a skilled data engineer to assist with a project encompassing data ingestion and storage, transformation and processing, as well as ensuring adherence to data governance and compliance standards. Key Responsibilities: - Implementing real-time data streaming and batch data processing for the ingestion and storage of data. - Leveraging cloud-based data storage solutions, particularly within the Azure framework, to ensure scalability and reliability. Data governance and data protection Desired Outcomes: - Data transformation and processing should focus on efficient and effective data cleaning and normalization. - Further, data aggregation and summarization should help in deriving actionable ...

I am seeking a skilled professional to organize around 3500 college textbooks by subject, aiming to improve ease of use. The categorization system used will be a unique custom system. Skills and Experience: * Previous experience with Information Management * Familiarity with different college subjects * Attention to detail and high organizational skills * Very good English commands The categorization should not be too tight or too narrow. For example, we will not have one category for accounting, but instead, we will have categories like [Managerial Accounting, Principles of accounting, Intermediate accounting ... etc]. Another example: for Economics, we will not have one single category contains hundreds of books, instead we will divide it into multiple categories ( Macroec...