python programing and ai using and data analysis

python programing and ai using and data analysis

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  PROGRAMMING WITH PYTHON A MINIPROJECT PPT Submitted by: Submitted to: Amitesh Kumar Ms. Sonali Pandey (2107340130004) (Assistant
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  BACKGROUND The project wassubmitted by Amitesh Kumar (roll no. 2107340130004) in partial fulfillment of the requirements for a Bachelor of Technology degree in Information Technology from Rajkiya Engineering College, Banda, which is affiliated with APJ Abdul Kalam Technical University, Lucknow. The project was completed under the guidanceof several faculty members, including Ms. Sonali Pandey and Mr. Abhishek Yadav from the Department of Information Technology. The project report is a compilation of the candidate's own work.
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  INTRODUCTION & ABSTRACT Ahigh-level, general-purpose programming language. Emphasizes simplicity and readability, allowing concepts to be expressed in fewer lines of code. Supports multiple programming paradigms, including procedural, functional, and object-oriented. Abstract: Python serves as a bridge between theoretical learning and practical implementation, making it an essential tool for beginners and professionals.
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  VARIABLES & DATATYPES Variables: • A named storage that holds data during program execution. Python is a dynamically typed language, so a variable's type is determined at runtime. Example: student_name = "Amitesh" and marks = 85 Data Types:Numeric: Integer (e.g., 10), Float (e.g., 3.14), Complex (e.g., 3+5j). (str): A sequence of characters enclosed in quotes. Sequence: Ordered collections like List (mutable) and Tuple (immutable). Dictionary: An unordered collection of key-value pairs.
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  OBJECT ORIENTED PROGRAMMING Encapsulation: Bundlesdata and methods into a single unit (a class). Helps in data hiding and protecting the integrity of an object. Abstraction: Hides unnecessary details, showing only essential features. Can be achieved using abstract classes in Python. Inheritance: Allows a new class (child) to acquire properties and methods from an existing class (parent). Polymorphism: The ability of different classes to have methods with the same name but different behaviors.
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  GUI DEVELPMENT WITHPYQT A Graphical User Interface allows user interaction through visual elements like windows, buttons, and menus, instead of text commands. PyQt: A popular Python library for creating professional, cross-platform desktop GUI applications. Provides a rich set of widgets (buttons, labels, text boxes) and supports event handling. Qt Designer: A visual tool to design GUIs using a drag-and-drop interface, saving development time. The design is saved in a .ui file and can be converted to Python code.
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  DATA CONNECTIVITY: SQLITE Introductionto SQLite:A lightweight, serverless, relational database management system. The entire database is stored in a single file, making it highly portable. Connecting to a Database:Python has a built-in module called sqlite3 for this purpose. The process involves: Connecting to the database file (.db). Creating a cursor object to execute SQL commands. Executing a query (e.g., CREATE TABLE or SELECT). Fetching the results. Committing changes and closing the connection.
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  CORE PROGRAMMING CONCEPTS Conditionals: Usedfor decision-making in programs. Uses if, elif,andelsestatements to execute code blocks based on conditions Loops:Used to execute a block of code repeatedly. for loop: Iterates over a sequence. while loop: Executes as long as a condition is true. Functions:A block of reusable code that performs a specific task. Helps make programs modular and readable by avoiding repetition. Modules & Packages: A module is a single Python file containing reusable code. A package is a collection of modules organized in a directory.
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  APPLICATION OF PYTHON •Data Science & Analytics: Using libraries like NumPy and Pandas for data manipulation. • Artificial Intelligence (AI) & Machine Learning (ML): Dominant language with frameworks like TensorFlow and Scikit-learn. Web Development: Provides robust frameworks such as Django and Flask for backend development. Automation & Scripting: Excellent for automating repetitive tasks, like file management and web scraping. Cybersecurity: Used for penetration testing, malware analysis, and security tools. Education: Its simplicity makes it ideal for teaching programming concepts and is widely used in academic projects.
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  Black Box AIand ChatGPT Integration Black Box AI:An AI system where the internal decision-making process is not easily interpretable by humans. Examples include Deep Learning models and Random Forests. Explainable AI (XAI) tools like SHAP are used to understand their decisions. ChatGPT with Python:ChatGPT is an AI language model that can understand natural language and generate human-like responses. It can be integrated into Python applications using the OpenAI API. This allows for building intelligent chatbots and AI assistants.
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  Conclusion Python is aversatile and influential language used in a wide range of fields, from basic programming to advanced research. Its core features—simplicity, dynamic typing, and extensive libraries—make it highly effective for both academic projects and real-world applications. The project demonstrates Python's power in building interactive GUI applications, managing data with SQLite, and even integrating with cutting-edge AI models. The concepts explored in this mini-project are foundational for a career in modern software and data-driven disciplines.
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  THANK YOU