Python web crawler mining jobs

I need a macro tool that can automatically send predefined messages to Telegram. I would like to implement the ability to send messages to Telegram groups without using Telegram bot. MOST IMPORTANT WITHOUT BOT It must be developed in Python. Key Requirements: - The tool should be designed to work on Windows operating systems. - It should be triggered by a specific keyboard shortcut. - The ability to send both text and media messages is essential. Ideal Skills: - Proficiency in Windows macro tools development - Experience with Telegram API - Strong understanding of media file handling in macro tools Please bid if you have the relevant experience and skills for this project.

I'm in need of a programmer who is skilled in C++, Python, and has experience with PIC Kit 2 microcontroller. The job entails both programming the PIC Kit 2 and working on a specific project involving its application. Ideal Skills and Experience: - Proficiency in C++ and Python. - In-depth understanding of microcontrollers, with specific experience in PIC Kit 2. - Previous experience in programming PIC Kit 2 specifically. - Ability to work on a project involving PIC Kit 2. -Ability to understand PLC logic along with programming. Please note that I'm looking for someone with a strong background in these areas, as the project may involve complex programming tasks. If you believe you have the necessary skills and experience, kindly reach out to discuss the project in...

I need a skilled Python developer to create an automation tool for me. The project is fairly urgent so I require someone who can work quickly without compromising on quality. Key Project Details: - Language: Python - Purpose: Automation Tool - Urgency: High Skills and Experience Required: - Proficiency in Python is a must - Experience in creating automation tools is highly preferred - Ability to work on a high-priority project and deliver under tight deadlines Please note that though I'm not sure about requiring integration with external services or APIs, the possibility of doing so might come up as we progress with the project. Hence, a developer with experience in this area would be preferred.

I'm in need of an experienced Python developer to set up and deploy a Telegram bot for me. Requirements: - The bot should send automated messages, receive user messages, and respond to them. - It should be able to handle commands to provide a welcome message and display a menu of available items. - The interactions should be primarily text-based, with some button-based interactions. I need this project completed ASAP. Experience in bot development and deployment, particularly on Telegram, is a must. Please provide examples of similar projects you've completed.

I am looking for a proficient software developer capable of creating a coding software that supports Python, Java, and C++. Unfortunately, I am unsure of specific features desired and the main purpose of the software at this time. This creates an opportunity for a creative software developer with experience in these programming languages. Ideal skills and experience: - Proficient in Python, Java, and C++ - Experience in creating coding softwares - Ability to suggest and implement features to enhance user experience - Creativity, problem-solving skills and an open mind to take on a project with some unspecified parameters. The key to this project will be our ability to communicate efficiently and effectively, ensuring we can continually align on my evolving vision for the s...

I'm looking for a Virtual Assistant with solid experience in Python, JavaScript and VBA, particularly for handling scripting tasks. Ideal Skills and Experience: - Proficient in Python and JavaScript - Previous experience with scripting tasks - Excellent communication skills - Pro-active communication style Main Responsibilities: - Writing and implementing scripts in Python and JavaScript with APIs - Ensuring the smooth execution of various scripting tasks

I'm looking to create an extensive database of rice mills in India that includes essential information like Name, Address, Contact, Email and GST details. This data will be used for sales outreach, so each entry needs to be thorough and accurate. Key deliverables: - Compilation of data in...for sales outreach, so each entry needs to be thorough and accurate. Key deliverables: - Compilation of data in a spreadsheet format. - Each entry must include the rice mill's Name, Address, Contact, Email, and GST details. Ideal Skills and Experience: - Proficiency in data collection and organization. - Strong attention to detail and accuracy. - Prior experience in market research, data mining or similar projects. - Knowledge of the agricultural industry in India would be a plu...

I'm looking for a professional Flask and Python developer to help me implement a user management system for my website. The user management system should have Social Media login integration. Additionally, I would like the selected developer to set up a payment gateway and a MySQL database. Ideal Skills: - Proficient in Flask and Python - Experience in implementing user management systems with social media login integration - Proficient in setting up payment gateways - Proficient in working with MySQL databases

Project: Configuration of the eCash node and mining pool The Pool will only be for use by local machines Description: I need an experienced professional to set up a complete mining environment for eCash (XEC). The work includes: 1. Configuring an eCash node on the server (LocalHost). 2. Installation and configuration of ckpool mining software on the same server. 3. Configuring ASICs to connect and mine through the pool. 4. Ensure continuous connectivity and proper functioning of the eCash node and mining pool. 5. Troubleshooting issues related to network connectivity and hardware configuration. Requirements: - Proven experience with cryptocurrency mining, especially SHA-256. - Knowledge in installing and configuring cryptocurrency nodes and mining...

I'm looking for an expert to help set up an eCash mining environment using an ASIC miner. The plan is to use Linux for the operating system and I do not need remote monitoring and management capabilities. Key Responsibilities: - Implementing and configuring an ASIC miner for eCash mining - Setting up and optimizing the mining environment on Linux Skills and Experience: - Proficiency in Linux, specifically for mining setups - Experience working with ASIC miners - Knowledge of eCash mining and optimization techniques - Ability to troubleshoot and problem-solve independently

I'm in need of a Machine Learning Engineer who can help fine-tune Llama3 with a custom dataset. Key Requirements: - Experience with Machine Learning - Proficiency in Llama3 - Ability to work with custom datasets - Strong understanding of model fine-tuning - Familiarity with Python, R, or Java The project involves adapting Llama3 to our specific application, which requires significant customization. The ideal candidate should be able to work with custom datasets, and optimize this model to ensure accuracy.

I am in need of an expert Instructor in Python for advanced machine learning. You should have a strong background in neural networks, natural language processing, and reinforcement learning. The ideal candidate should: - Be proficient in Python - Have deep understanding and experience with neural networks, natural language processing, and reinforcement learning - Be able to teach advanced machine learning concepts - Have prior experience as an instructor in an online setting Your role would include: - Preparing course material - Delivering lectures in a clear, understandable way - Providing assignments and projects for students - Offering guidance and feedback - Assisting students with any questions they may have This project is an exciting opportunity for someone who is n...

I'm seeking an experienced Python developer to facilitate the integration of the WhatsApp Cloud API with a Websocket API. The primary goal of this integration is to enable real-time messaging within the application. Key Responsibilities: - Integrate the WhatsApp Cloud API with the Websocket API in a Python-based environment - Ensure real-time messaging functionalities are effectively implemented - Implement best practices in software architecture, ensuring scalability and reliability of the system Ideal Skills & Experience: - Proven experience working with the WhatsApp Cloud API - Proficiency in Python, particularly in developing real-time applications and integrating with third-party APIs - Strong understanding of Websocket API - Experience with message enc...

...enhancing resilience in the supply chain for lithium-ion batteries. As my study progresses, I seek to leverage the expertise of a seasoned professional in the arena of IoT with an intimate understanding of Python programming and cloud data management. Key Objectives: - Identify potential applications of IoT within the specified context - Evaluate the feasibility of implementing IoT solutions in the supply chain - Analyze the impact of IoT on the supply chain for lithium-ion battery production Ideal Candidate: - Extensive experience with IoT and its applications - Proficient in Python development and cloud data management - Comprehensive understanding of supply chains, specifically in lithium-ion battery manufacturing - Familiarity with PLC & SCADA, Edge Computing, ...

hi there, first of all we will use a model for arabic to english translation and then we will fine tune that model on some percentage of your dataset. afterwards we will run the model on some percentage of your dataset which can be treated as test data to find the accuracy of the model. we will try to enhance the ...afterwards we will run the model on some percentage of your dataset which can be treated as test data to find the accuracy of the model. we will try to enhance the model with different parameters until we get a reasonably good accuracy. as for comparison of accuracy we can translate some samples from chatgpt or its API and then compare using some language comparison model. Everything will be done in a python notebook and you will be to run the notebook in jupyter or go...

You need to create an attractive product sales page on mining website and need the source code in html. Also you have ability to add some content according to my needs. My website is just from scratch. Also need to add 3 package for the mining to buy by customer. Also add Login Register button. And also add PayPal earning, bank transfer, Usdt withdrawal earning proof to the sales page and also need to add Tidio plugin, also if anything need to add, I can contact you. My budget is $50 Must have experienced on creating crypto website.

I'm new to running projects from GitHub and need assistance. It’s a software application written in Python that I'm wrestling with. - Expert Required: The freelancer must proficiently understand Python and have extensive experience with pulling and running projects from GitHub. - Specific Tasks: Help me understand the process of running GitHub projects. The ideal freelancer will guide me through setup, installation, and execution. - Desired Experience: Experience in software development, programming in Python, and utilising GitHub effectively is key for this task. Your input will be greatly valued. Your ability to explain complex technical terms in layman's language is crucial for this job.

I am looking for a developer to create a chatb...conversationally engaging bots. - Familiarity with conversational AI: Understanding of how conversational AI can be leveraged for improving user engagement is essential. - Ability to deploy within a script: I plan to deploy the chatbot within the same script, so the developer should be able to work within this constraint. Ideal Skills: - Strong knowledge of Python: Since the chatbot will be deployed within a script, a strong grasp of Python is crucial. - Excellent communication skills: The goal of the chatbot is to engage users in conversation, so the developer should be able to create engaging and natural dialogue. If you have experience with the specified technologies and a strong portfolio of chatbot development, I'd ...

...preferences. The dashboard will feature an AI-driven recommendation system that not only presents news articles but also provides analytical insights into trending topics and sentiment analysis of news content. Objectives: Main Goal: Develop a web application that personalizes news content for users based on their reading habits and preferences. Secondary Goals: Implement data visualization features to display trends and sentiment analysis of news articles. Minimum Requirements: Content Aggregator: Develop a system that pulls news data from various APIs or web scraping. User Profile Management: Create functionality for users to register, login, and specify their interests and preferences. Recommendation Engine: Implement a machine learning model to analyze user behavior ...

I'm looking for a Python app that can simplify the process of video uploading across several social media platforms. The app should seamlessly upload videos to Facebook, Instagram, Twitter, TikTok, YouTube, and LinkedIn in one go. The app should be able to use API Keys of these platforms for a particular user, and upload each content to social media platforms using a single video file. Key requirements include: - Ability to upload videos to multiple social media platforms simultaneously - No UI is required, only python code is required. - Error handling and reporting for successful uploads and potential issues Ideal skills for this project include: - Proficiency in Python programming, especially in developing applications that interact with APIs - Prior experi...

I'm looking for a skilled Python developer who can create a tool that can convert VCE (Visual CertExam) files to PDF. The script needs to be compatible with Windows, and ideally, it should: - Provide output in a format that is both viewable and editable - Operate solely via a command line interface Ideal applicants will have experience in Python programming, data manipulation, and an understanding of file conversion processes. A background in creating command line tools is a plus. Your experience in delivering clean, efficient code is highly valued. Please provide examples of previous work when applying. I'm on a tight budget ($10 - $15)

...Exchange) through harmonic pattern analysis, specifically focusing on ABCD patterns. Key Points: - Your primary task would be to develop an interface wherein I can get to see the charts with the above pattern in the stocks included in nse or bse 500. I am looking at daily timeframe and thus EOD data will suffice. - The project is focused on the stock market, hence, knowledge of coding (I guess Python will be ideal) and understands or willing to know what is this pattern that I am looking for. I would be collaborating with the freelancer for further additions and pattern identifications for my research based on the output given and its usefulness and effectiveness. Expectations: - The analysis process should be semi-automated with alerts being generated in real time. This means ...

I require a proficient web scraper to extract varied data types including text content, images, and metadata from specific websites. The primary function will be to gather, organize and present data in a structured and usable format. - Skills and Experience Required: - Strong knowledge in web scraping tools and techniques - Familiarity with data extraction, mining, and storage - Proven track record in delivering similar projects Due to a time-sensitive nature, I will need this project to be completed within a month. The quick turnaround shouldn't compromise the quality or functionality of the web-scraper. Do bear in mind that reliability, efficiency, and accuracy of the data extraction process should be prioritized in the scope of this proj...

I am in need of an experienced AWS Lambda expert who is well-versed in Python. I require the following libraries to be added to my current AWS Lambda Zip Files: Pandas, Numpy, and Matplotlib. Ideal Skills & Experience: - Strong experience working with AWS Lambda functions - Proficiency in Python - Expertise in managing and updating libraries within AWS Lambda - Familiarity with the Pandas, Numpy, and Matplotlib libraries - Ability to ensure the latest versions of the libraries are integrated effectively Your primary task will be to include the latest versions of the Pandas, Numpy, and Matplotlib libraries to my AWS Lambda Python functions. This task requires a meticulous approach to ensure that the new libraries are correctly integrated and do not disrupt the fu...

I'm looking for a Python developer to create a custom app for data analysis. This app will mainly focus on handling and analyzing scientific data. Key Requirements: - Data Analysis: The primary function of the app will be to handle a large volume of scientific data. The app should be able to perform complex calculations and statistical analysis. - Visualization: The app should include features to visualize the analyzed data. The primary visualization should be through charts and graphs, allowing for clear representation of the results for easier interpretation. Ideal Skills and Experience: - Proficiency in Python: Extensive experience with Python programming is a must, as the entire application will be built in Python. - Data Analysis: A strong backgroun...

hi There, We are looking for a developer with substantial expertise in Text-to-Speech (TTS) technology, and AI. Our project involves creating a Text-to-Speech and Translate and replace Audio Line solution for the Kurdish language. *****About Our Tool***** We Build a Tool that have as Frontend WPF and as Backend Python and Django and as DB is MongoDB The Tool is ready to use and u will get access when we Start ****How we will Work*** We have Server that have enough resources that will help u to work on the Tool We will create a RDS Access for u where u can access to the System and Start ur work using our Server "VMWARE" ****What is your Work***** Coz u dont speak our kurdish Language we must train the tool by our self, thats mean u have to do Adjustments in the Tool ...

I'm in need of a dedicated marketing team to help promote and sell our mining software in the crypto currency market. Key responsibilities include: - Crafting and executing effective social media promotion strategies - Developing and managing content marketing initiatives - Formulating and implementing sales strategies to boost software sales The target audience for your efforts will be: - Individual crypto investors - Mining and token staking enthusiasts - Crypto currency enthusiasts The primary goal of the team's efforts will be to significantly increase the sales of our mining software. Ideal candidates should possess: - Proven experience in marketing within the crypto currency space - A thorough understanding of the target audience and market - Str...

I'm in need of a skilled and experienced games programmer to help me create a mobile game with a strategy genre. The ideal candidate for this project should have the following qualifications: - Proficiency in C++, Java, and Python, as these are the languages I'm familiar with and would like to use for this project - A proven track record in developing mobile games, with a preference for strategy games - Strong understanding of game design principles and mechanics - Ability to work collaboratively, take direction, and provide valuable insight and feedback - Excellent problem-solving skills and a keen eye for detail If you have the necessary skills and are passionate about creating engaging, high-quality mobile games, I'd love to hear from you. Please provide examples...

I need an expert to gather a list of 10k email addresses from Shopify users residing in ...the U.S. within the last 12 months. Your primary task will be to ensure the emails are from users who would be interested in receiving marketing information regarding Shopify or e-commerce in general. Key requirements: - 10,000 valid email addresses - Shopify users - Based in the U.S - Data from last 1-12 months - Segmented by industry sector Ideal Skills and Experience: - Proficiency in data mining and data collection - Strong understanding of email marketing and segmenting - Experience in curating U.S. based email lists - Past success in creating lists for ecommerce or Shopify users a plus. Please respond with your approach to this task and any previous experience that is relevant to thi...

I need an expert to gather a list of 10k email addresses from Shopify users residing in ...U.S. within the last 12 months. Your primary task will be to ensure the emails are from users who would be interested in receiving marketing information regarding Shopify or e-commerce in general. Key requirements: - 10,000 valid email addresses - Shopify users - Based in the U.S - Data from last 1-12 months - Segmented by industry sector Ideal Skills and Experience: - Proficiency in data mining and data collection - Strong understanding of email marketing and segmenting - Experience in curating U.S. based email lists - Past success in creating lists for ecommerce or Shopify users a plus. Please respond with your approach to this task and any previous experience that is relevant to thi...

Looking for a Python & Active Directory Expert to create a script and test data to capture all meta data linked to and which describes the confined parameters of an AD account, group policy etc. and export to a MS Excel File. More information attached.

I'm seeking a Junior AI Oracle Developer to assist with market trend analysis in the cryptocurrency space. The primary focus for this project is Python. Key Responsibilities: - Utilize Python to create AI-driven models for market trend analysis in the cryptocurrency sector. - Conduct in-depth research and data analysis to inform these models. - Regularly report on market trends based on AI insights. Ideal Candidate: - 1-2 years of experience in AI and Python. - Strong understanding of market analysis and trends, particularly within the cryptocurrency sector. - Prior work with Solidity, TensorFlow, PyTorch, or Keras would be beneficial but not essential. - Ability to adapt and learn quickly in a fast-paced environment. Please be prepared to share examples of yo...

I need a desktop application that can be run on Windows machines over a local area network (LAN). The primary function of the application will be to gather specific details about the computers on the network. Key Features: - The application should collect and store information such as MAC add...network. Key Features: - The application should collect and store information such as MAC address, IP address, and disk serial number. - The user should be able to enter a computer name to retrieve and store the relevant details in a dedicated file named ''. Ideal Candidate: - Proficient in Python - Experience in developing desktop applications for Windows - Knowledge of networking concepts and system information retrieval - Familiarity with data storage and file handling in P...

I'm in search of a mid-level Python developer with prior experience in building WhatsApp Flow APIs, specifically focusing on data processing and exchange features. Key Responsibilities: - Building a WhatsApp Flow API: The primary task will be to develop a WhatsApp Flow API from the ground up. The API should be capable of processing and exchanging data effectively. - Implementing Data Processing and Exchange Features: A key requirement of this project is the ability to process and exchange data efficiently. Ideal candidates will have a track record of integrating such features into APIs. - Deploying on an On-Premises Server: The final product needs to be deployed on an on-premises server. This means the developer should have experience with, or be willing to learn, on-premises ...

...Probabilistic Diffusion Models for seismic inversion work. Implementation phase is the key focus. Key Requirements and Deliverables: - Proficiency in Python is a must. You'll be responsible for implementing the model using this language. - Expertise in Score-Based and Probabilistic Diffusion Models, particularly in the context of seismic inversion. Ideal Skills: - Strong programming skills, particularly with Python. - Ability to work through implementation challenges independently. - Prior experience with seismic inversion / inverse problem projects is a plus but not required. If you're an expert in these models and have the necessary Python skills, I'm looking forward to hearing from you. This is the code we want to implement: take a look at i...

I need to hire an expert to develop a poc (proof of concept) for me with flet + python or flutter. A line graph, a bar graph and a canvas must be made with a background image with 5 variables located in different places on the image, showing new data every 10 seconds The deliverable is the sources installed in Visual Code, publishing and running on an Android cell phone and a website It must be developed with async and fastapi methods, depending on the results we can look at 100% development of the app, but a proof of concept needs to be done before starting the large project. thank you so much Demonstrated experience in dashboard development with flet or flutter is valued

About the Role: We are currently seeking a highly skilled Senior Python Developer & Data Engineer to join our dynamic team on a full-time or part-time basis. This role offers remote flexibility, allowing you to leverage your talent, skills, and extensive experience to drive our growth and surpass current limitations. The ideal candidate will thrive in a collaborative environment, inspire innovation, and demonstrate a self-motivated attitude toward excellence. Why Join Us: Joining our team presents an exciting opportunity to advance your career in the IT industry amid the remarkable growth of the US job market. As part of our prominent company, you'll contribute to cutting-edge projects that shape the future, positioning yourself at the forefront of innovation. With compreh...

...subsequently provide a sound alert to notify me. Key Details: - The program needs to be fast to cater for frequent changes in millisecond time-frames. - I don't have a preference for a programming language. Python, Java, and C++ are all acceptable. - At this stage, I'm unsure which order flow software I'll be using. Therefore, the program needs to be built with adaptability in mind to synchronize smoothly with any potential order flow software. - A sound alert should be triggered whenever a three-digit number pops up. Ideal Skills and Experience: - Proficient in programming languages (especially Python, Java, C++) - Experience in developing real-time monitoring software - Understanding of trading platforms and order flow software - Excellent problem-solv...

Hello, I saw your profile and I am interested in requesting your support, I need a poc (proof of concept) with flet + python that makes a line graph, a bar graph and a donut graph on an android and on a website It is very important that from my computer I can install the project on an Android mobile that works with async and fastapi methodology, depending on the results we can look at 100% development of the app, but I do need to do a proof of concept before starting the big project. thank you so much

I need a Python programmer to create automation scripts that streamline our workflow. The primary goal of these scripts will be to automate our processes for both our database and cloud storage systems. Key responsibilities include: - Understanding our current workflow processes - Developing Python scripts to automate these processes, primarily focusing on streamlining database and cloud storage tasks - Implementing the scripts and ensuring they work seamlessly to automate our workflow Ideal skills and experience for this job include: - Proficiency in Python programming - Experience with automation scripts development - Knowledge of database management - Familiarity with cloud storage systems - Strong analytical skills Your successful completion of this project co...

I'm looking for a Python expert to help me with a Knapsack Problem (KP) assignment. Key Requirements: - The purpose of this assignment is to optimize the Knapsack Problem (KP) using a Greedy algorithm. - Your code should be in Python. Ideal Skills: - Strong proficiency in Python. - Solid understanding of the Knapsack Problem. - Experience with optimizing algorithms using Greedy approach.

I have a developed automated strategy in Python that I would like to setup in Interactive Brokers' TWS platform. I'm looking for an expert programmer who can help with the following: - Setting up the automated strategy in Interactive Brokers' TWS platform - Troubleshooting, testing, and ensuring the strategy works efficiently and error-free - Providing guidance on managing and monitoring the automated strategy in TWS Ideal skills and experience for this job include: - Expertise in Interactive Brokers TWS platform - Proficiency in Python programming - Strong understanding of automated trading strategies and how they can be implemented in a live trading environment

Looking for an android developer Java,Kotlin,JSP, Servlets, MQ series, Hibernate, Python, Microservices, Swings, WebSphere-Portals, HTML5, Bootstrap, JavaScript, Bigdata, Linux Frameworks Android Mobile App Development, Spring boot, Struts, Hadoop This will be ongoing

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...profile is geared toward data entry, copy-paste, web research, and other recurring tasks. I am a fast, reliable, and trustworthy online worker. I helped many startups, entrepreneurs, and business owners achieve their business goals in the past. I am an excellent communicator with sublime linguistic skills, and attention to detail is my key skill. Ill follow your instruction for the letter and get back to you with fantastic results. Here are the services I offer: Data Entry Data Mining Excel Data Entry CRM Data Entry Data Scraping Copy Paste Work Data Conversion Shopify Product Listing WordPress Data Entry PDF to Excel or Word JPEG to Excel or Word Typing in Excel or Word E-commerce Products Listing Web Research and Web Scraping Please ...

I'm in search of a professional Python developer with deep understanding in machine learning to assist with a project. Here's what you should know: - Unfortunately, I did not specify which machine learning tasks I needed support with, but your extensive knowledge in the field should enable you to adapt and adjust as necessary. - I'll require a machine learning source code that can be readily integrated into a project. The final outcome would be a robust, versatile source code that is free of bugs and scalability issues. - The entire source code base should be scripted in Python. If you are proficient in Python and have comprehensive experience in coding machine learning algorithms, you could be a perfect fit for this project. Please only send bids if ...

I need an expert in Python web scraping to help me extract specific data from a website. - The website I need data from will be disclosed once the project is awarded. - I have a specific list of data points I need extracted. - The frequency of updates for this data is not set yet. Ideal skills: - Proficiency in web scraping with Python - Experience in extracting data from dynamic websites - Ability to follow instructions and deliver precise data outputs - Good communication skills for potential project extensions and updates

I need an expert in Python web scraping to help me extract specific data from a website. - The website I need data from will be disclosed once the project is awarded. - I have a specific list of data points I need extracted. - The frequency of updates for this data is not set yet. Ideal skills: - Proficiency in web scraping with Python - Experience in extracting data from dynamic websites - Ability to follow instructions and deliver precise data outputs - Good communication skills for potential project extensions and updates

I'm looking for a talented Python & ML developer to collaborate on an exciting project. There are 2 Tasks 1 issues need to fix - which i will share with selected candidates

I am in need of a seasoned Python AI/ML developer who specializes in Natural Language Processing, specifically focusing on Text Classification. The task is complex and requires a high level of skill and understanding of AI/ML algorithms. Ideal Skills: - Proficient in Python - Strong experience with AI/ML - Expertise in Natural Language Processing - Track record of successful text classification projects - High attention to detail The successful candidate will deliver a robust and accurate Python AI/ML code that can effectively classify text materials. The developed software should accurately sort and classify written content according to specified categories. This could lead to further similar work for the right candidate. Your previous work experience in similar pr...