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What is Generative Ai
Generative AI creates brand-new content such as text, images, music, or code instead of only analyzing existing data. This creative ability makes it revolutionary for businesses and is rapidly changing industries. AI (Artificial Intelligence) AI is a broad field of computer science focused on building systems that can perform tasks that normally require human intelligence. AI focuses on understanding, analyzing, or deciding based on data—not creating new content. What AI can do: Examples of traditional AI: GenAI (Generative AI) GenAI focuses on generation — producing new content using patterns learned from data. Generative AI is a subset of AI that can create new content such as: It uses models like…
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How to Calculate Simple Buy And Hold Strategy in Python
This Python script loads historical stock or index data (like the Nifty index) from a CSV file, processes it to calculate daily logarithmic returns, and visualizes both the raw prices and derived returns using plots and histograms. It then computes cumulative returns to simulate the performance of a long-term investment. Through the use of pandas, numpy, and matplotlib, it offers both numerical insights and clear visualizations to help analyze the asset’s behavior over time. 1.Importing Libraries 2. Reading the Data 3. Plotting the Data 4. Calculating Logarithmic Returns 5. Cleaning Data 6. Visualizing Returns 7. Cumulative Return Calculations 8. Adding and Plotting Cumulative Returns Example: full program to calculate stock…
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How to Read CSV, Analyze Returns, and Plot Stock Data in Python
What is Matplotlib? Matplotlib is a powerful and widely used data visualization library in Python. It allows you to create a wide range of static, interactive, and animated plots, making it an essential tool for data analysis, data science, and machine learning. What is Pandas in Python? Pandas is a powerful and easy-to-use open-source Python library for data manipulation and analysis. It provides fast, flexible, and expressive data structures like Series and DataFrame, making it ideal for working with structured data. What is NumPy in Python? NumPy (short for Numerical Python) is a fundamental library for numerical computing in Python. It provides support for multi-dimensional arrays and high-performance mathematical operations…
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What is Python?
Python is a high-level, and interpreted programming language known for its simplicity and readability. It supports multiple programming paradigms, including procedural, object-oriented, and functional programming. Python is widely used in web development, data science, machine learning, automation, and more. Key Features of Python Common Built-in Modules in Python Python also has thousands of third-party libraries like NumPy, Pandas, TensorFlow , Matplotlib . How to setup python environment ? . First of all we have to create python environment , create an folder structure in your directory and setup in that particular folder. Syntax: conda create -p venv python==3.13 What is conda ? . Conda is an open-source package management and…