Internship Report on Python For Data Science/ Iris Dataset PDF 2024-2025

**Internship Report** **on** **Python For Data Science/ Iris Dataset** **BACHELOR OF ENGINEERING** **in** **Submitted By: Pooja** **Batch: 2023-2027** **Panipat Institute of Engineering & Technology, (Affiliated to Kurukshetra University Kurukshetra, India)** **Samalkha, Panipat** **(2024-2...

**Internship Report** **on** **Python For Data Science/ Iris Dataset** **BACHELOR OF ENGINEERING** **in** **Submitted By: Pooja** **Batch: 2023-2027** **Panipat Institute of Engineering & Technology, (Affiliated to Kurukshetra University Kurukshetra, India)** **Samalkha, Panipat** **(2024-2025)** [\ ] Acknowledgement =============== I would like to express my deepest gratitude to **Miss Shivangi Goyal** for their constant support, valuable guidance, and encouragement throughout the internship project. Their insights and expertise were instrumental in the successful completion of this project. I am also thankful to the faculty members of the Panipat Institute of Engineering & Technology for their academic and technical guidance, which greatly assisted me in understanding complex concepts and methodologies. ABSTRACT ======== **CONTENT** CHAPTER NO. DESCRIPTION PAGE NO. ------------- ----------------------------------------- ---------- 1 Introduction 1-5 1.1 Overview of data-science and python 1.2 What is Iris dataset 1.3 Objectives of project 2 Software and hardware requirements 6-11 2.1 Hardware requirements 2.2 Software requirements 3 Software requirement analysis 12-17 3.1 Functional requirements 3.2 Non-Functional requirements 4 Coding templates 18-24 4.1 Importing Libraries 4.2 Loading the Dataset 4.3 Exploratory Data Analysis 4.4 Data preprocessing 4.5 Model selection and training 5 Graphical representation 25-28 6 Output screen 29-36 6.1 Exploratory Data Analysis output 6.2 Model performance output 7 Conclusion 37-40 8 References 41 **Figure no.** **Figure name** **Page no.** ---------------- ----------------- -------------- 1.1 Setosa 2 1.2 Versicolor 2 1.3 Virginica 2 List of Graphs ============== -- ----------- ---- 26 Histogram -- ----------- ---- **Abbreviation** **Full Form** ------------------ ------------------------------------ EDA Exploratory Data Analysis UML Unified Modeling Language DFD Data Flow Diagram SVM Support Vector Machine KNN K-Nearest Neighbors RF Random Forest PCA Principal Component Analysis API Application Programming Interface IDE Integrated Development Environment