Mr. D. Paneer Selvam, Chief Engineer, Ffuture wise, Trichy.
CARE Business School organized a one day workshop on “Machine Learning Using Python” for the students of II MBA (Business Analytics Elective Students) on 22.10.2024 from 09.00 am to 03.00 pm. This “Machine Learning Using Python” workshop aimed to provide participants with a comprehensive introduction to machine learning concepts and practical skills to implement machine learning algorithms using Python.
Workshop Agenda
- Introduction to Machine Learning
- Overview of machine learning and its significance in various fields.
- Discussion of types of machine learning: supervised, unsupervised, and reinforcement learning.
- Introduction to key terms and concepts.
- Setting Up the Python Environment
- Instructions for installing Python and necessary libraries.
- Overview of shell and script.
- Data Preparation and Exploration
- Techniques for data collection and cleaning.
- Syntax for various operators used in Python
- Building Machine Learning Models
- Introduction to regression and classification algorithms.
- Step-by-step guide to implementing linear regression and decision trees using scikit-learn.
- Hands-On Project: Predictive Modeling
- Participants were divided into small groups and assigned a dataset.
- Groups worked on data preparation, model building, and evaluation.
- Each group presented their findings, including model performance and insights derived from the data.
- Conclusion and Q&A Session
- Summary of key concepts covered during the workshop.
- Open floor for questions, discussion of challenges faced, and suggestions for further learning resources.
