Build Your First Email Spam Classifier – A Practical ML
From Inbox to Insight: Learn ML by Fighting Spam
Virtual / Online
Mentor Based
Moderate
3 Days
12 -May -2025
5 PM IST
About
Build Your First Email Spam Classifier – A Practical ML is a beginner-friendly international workshop that offers a perfect gateway into the world of machine learning. Through the creation of an end-to-end spam detection system, participants will learn essential ML concepts including data preprocessing, feature extraction, model training, evaluation, and performance tuning.
With a strong emphasis on hands-on coding and practical implementation, learners will walk away with both knowledge and a portfolio-ready project.
Aim
To introduce participants to machine learning (ML) through a practical, real-world application: building an email spam classifier using Python. The workshop aims to cover the complete ML pipeline from data preparation to model deployment in an easy-to-understand, hands-on format.
Workshop Objectives
- Teach practical machine learning using a hands-on project
- Make learners comfortable with tools like scikit-learn, Pandas, and NLTK
- Introduce basic ML models suitable for NLP tasks
- Empower participants to apply their skills in other text classification use cases
Workshop Structure
Day 1: Understanding the Problem and Preparing Your Data
● ML Basics & Spam Filtering Relevance
● Setting Up Google Colab
● Exploring & Cleaning Spam Dataset
Day 2: Building and Training the Decision Tree Model
● Feature Engineering
● Training a Decision Tree Classifier
● Intro to Model Evaluation
Day 3: Evaluating, Optimizing & Deploying Your Model
● Confusion Matrix & Hyperparameter Tuning
● Visualizing Decision Tree
● Real-world Use & Deployment Ideas
Intended For
- Students (UG/PG) from any STEM background
- Beginners in data science or machine learning
- Software developers seeking hands-on AI/ML experience
- Educators and academic researchers
- Anyone interested in practical applications of ML with Python
Important Dates
Registration Ends
2025-05-12
Indian Standard Timing 3:00 PM
Workshop Dates
2025-05-12 to 2025-05-14
Indian Standard Timing 5 PM
Workshop Outcomes
- Understand the complete ML development lifecycle
- Learn text preprocessing and feature engineering techniques
- Build and evaluate a working spam classifier
- Gain confidence to work on classification problems using real data
- Receive a recognized certification and reusable code templates
Fee Structure
List of Currencies
FOR QUERIES, FEEDBACK OR ASSISTANCE
Key Takeaways
- Access to Live Lectures
- Access to Recorded Sessions
- e-Certificate
- Query Solving Post Workshop
Future Career Prospects
Participants will gain foundational skills suited for roles such as:
- Junior Data Scientist
- ML Engineer (Entry-Level)
- AI Research Assistant
- Python Developer with ML Capabilities
- Software Engineer (AI-Powered Applications)
Job Opportunities
- AI & analytics startups
- Email security and automation firms
- Web application and SaaS companies
- Cybersecurity and fraud detection units
- EdTech platforms looking for ML-savvy instructors
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Recent Feedbacks In Other Workshops
Thank you for your effort. You did a great job.
Good workshop
informative