Data Science Workshop 2025

Overview to Data Science
Introduction - Today’s problem statement
Ice breaker session
Data Collection (SQL)
Connect to a simulated database
Write SQL queries to pull data
Join tables if needed
Export query results into CSV for Python work
Data Cleaning (Python - Pandas)
Load CSV into Pandas DataFrame
Handle missing values, data type issues
Standardize column names
Remove duplicates or incorrect entries
Exploratory Data Analysis (EDA)
Descriptive statistics (mean, median, counts)
Data visualizations (matplotlib/seaborn)
Identify patterns and trends
Detect outliers
Feature Engineering
Create new features
Encode categorical variables (label encoding, one-hot)
Normalize or standardize features if needed
Model Building and Evaluation
Split data into training and testing sets
Build a Logistic/Linear Regression model
Evaluate using metrics such as Accuracy, Precision, Recall, Confusion Matrix, RMSE etc
Discuss ways to improve the model (more features, better cleaning, different algorithms)
Wrap-Up: Model Review + Discussion
Review everyone's model results
Talk about next steps (hyperparameter tuning, trying other models like Random Forests)
Share additional learning resources
Feedback and Q&A

**NOTE: LAPTOP IS MANDATORY, SINCE HANDS-ON SESSIONS NEEDS PROGRAMMING

*Workshop Certificate will be issued from Top Engineers – India.
*This Workshop is strictly for College STUDENTS, since the course content has been designed according to the students.
*Professionals, Experts and Faculty Members of colleges/Schools/Parents are not allowed to join this Workshop and same do not fall in our eligible candidate list.
*The workshop is conducted by Top Engineers only and not by IIT Madras Research Park or IIT Madras or Anna University.
*IIT Madras / IIT Madras Research Park is only a venue.
*Participants are informed not to contact IIT Madras Research Park or IIT Madras or Anna University and not to enquire about TOP ENGINEERS workshops.
*Certificates will be given only at the end of the workshop.
* Kindly bring your college id card or any ID proof along with a photocopy of your pay slip or ticket details in mobile.
* Seats are filled on "first come & first serve" basis. No on the spot payment is allowed.
*Session timings – 9.30 AM to 4.30 PM (Lunch Break -12.30 noon to 1.15 PM - Veg only).
* Laptops, pen drive and data card or mobile with net connection are compulsory and we request you to bring the laptop with full power backup. If you're coming in groups you can share laptops with your friends.

17.7.2025

INR 999/- PER PERSON (INDIA) (Including GST, NOTE PAD, PEN, CERTIFICATE, MORNING TEA AND LUNCH - ONLY VEG)
$100 USD ( FOR OTHER COUNTRIES)
GROUP DISCOUNT OFFER
Group of 5 & above will get 5% Discount
Group of 10 & above will get 10% Discount
HIGHLIGHTS
Students who attend any three TOP ENGINEERS workshop can attend the fourth workshop free of cost .
Hurry up and register yourself

IIT MADRAS RESEARCH PARK
No.32, Kanagam Rd, KanagamPeriyar Nagar, Taramani, Chennai, Tamil Nadu 600113.
(IITM Research park is only a venue and the event is organized by TOPENGINEERS only)

Google Map link: https://goo.gl/maps/aEvup6M9nE7W739A7

No Accommodation