This project, developed for Hektaş TİC. T.A.Ş., uses CHATGPTAPI-JAVASCRIPT-MONGODB to provide users with accurate answers and information by checking keywords from predefined lists related to the relevant sector and topics when a user asks a question. This ensures that the user receives the most relevant and correct information.

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Python is a programming language. It was developed in the early 90s by a Dutch programmer named Guido Van Rossum. He named this language after the British comedy group Monty Python and their show Monty Python’s Flying Circus. Compared to many other programming languages, Python is easy to learn. Therefore, if you have never programmed before, you may want to start your programming journey with Python. In this project, I used Python for all needs except the front-end (Flask, Request, Pymongo).

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MongoDB is an open-source NoSQL database developed in 2009. In recent years, with the incredible growth and multiplication of data, NoSQL databases have emerged as an alternative to traditional relational databases. The main advantages of NoSQL systems are performance and scalability. Read and write operations are much faster compared to relational databases. NoSQL systems can also scale horizontally. In the field of Big Data, thousands of servers can work together to process massive amounts of data. In this project, user questions and answers are stored in MongoDB using an API created with Python and Pymongo.

Flask is used to create web applications. It is an open-source framework. Flask is fast and lightweight, making it especially popular for building RESTful APIs. Compared to other web frameworks, Flask is lighter and requires less code, which makes it flexible and modular. Flask allows developers to configure it according to their needs and is also suitable for large-scale projects. In this project, Flask was used for agricultural question control and to store incoming and answered questions and information.

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Selenium is an open-source, flexible library used for automating the testing of web applications. Selenium is used to automate the testing of web applications, but it is not limited to just that. It allows you to open a browser of your choice and perform tasks or tests as an automated user would. In this project, Selenium was used in the VINN reset section to change the IP address for a system with IP-controlled limits.

1. 15 PCs and 13 VINNs are working for this project.
2. Appropriate Data Manipulation processes (Pandas Library) were used to prepare the data.
3. Satellite photos and data were obtained from Google Earth Engine and Sentinel Hub.
4. To solve the overload problem encountered while displaying parcels in HTML, Geoserver was used to display geojsons as image files on the map, and an API was created for this.
5. By using IIS Rewrite, it was ensured that the APIs running on localhost could respond to external requests.
6. It was ensured that the current statuses could be controlled from the map.
7. While comparing for accuracy, it was ensured that the Middle Points are automatically compared with the parcel and crop they belong to.
8. Filtering queries were made to prevent the re-saving of information of the same parcels.
9. By using Anydesk, remote connections are made to PCs for restarts or checks.
10. Many problems were encountered, and many source codes were written for solutions.

It is based on predicting the class of a value by looking at the classes of its nearest neighbors in the feature space. Using the data from the Farmer Registration System (ÇKS), Hektaş Smart Assistant, and Hektaş Digital Marketing unit's ArcGis data, the KNN Algorithm is used to determine which crop a new value belongs to.

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HTML is used to load the content of web pages. CSS is mainly used to create layered styles on websites. It also allows for changes that cannot be made with HTML tags. JavaScript is used to manage the behavior of websites. JavaScript is used to send feedback to the user, make changes on the site based on user actions, and perform various other tasks. In this project, JavaScript, HTML, and CSS were used for the frontend. JQuery was used to make POST requests to APIs.

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When developing our web projects, user identification and authorization are very important. We use various methods to protect our application from unauthorized persons and to ensure that only authorized users have access. One of these solutions is using tokens. In this project, JWT was used to control access rights for system login.