PYTHON FOR MACHINE LEARNING WORKSHOP 2025

Python for Machine Learning - Agenda
1. Introduction & Motivation
Why Python is the most popular language for ML.
Overview of today’s roadmap.
2. Python Refresher – ML Context
Variables, data types (int, float, string, list, tuple, dict).
Loops & conditionals.
Functions (with arguments & return values).
Importing libraries (import, from ... import).
3. NumPy – Numerical Computing
What is NumPy and why it’s used in ML.
Creating arrays (np.array, np.zeros, np.ones, np.arange, np.linspace).
Indexing, slicing, reshaping.
Array operations (sum, mean, dot product).
Broadcasting.

4. Pandas – Data Handling
What is a DataFrame and Series.
Reading CSV/Excel files (pd.read_csv).
Inspecting data (.head(), .info(), .describe()).
Selecting rows & columns (loc, iloc).
Filtering and conditional selection.
Adding, renaming, dropping columns.
Handling missing data (fillna, dropna).
5. Pandas – Data Aggregation & Grouping
Grouping (groupby) and aggregation (sum, mean).
Sorting data.
Merging & joining datasets.
Exporting cleaned data to CSV.
6. Matplotlib – Basic Visualization
Line plots, bar charts, scatter plots, histograms.
Adding titles, labels, legends.
Changing colors, styles, and markers.
7. Seaborn – Statistical Visualization
Why Seaborn is useful.
Common plots:
countplot (categorical count)
histplot (distribution)
boxplot (outliers)
heatmap (correlation)
8. Putting It All Together – Mini Data Analysis Project
Dataset: Iris or Student Scores dataset.
9. Wrap-up & Q&A
Recap of NumPy, Pandas, Matplotlib, Seaborn.
Show how these same skills are used in real ML projects.

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

This Workshop is strictly for 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 .
*IIT MADRAS RESEARCH PARK is only a venue.
*Participants are informed not to contact IIT MADRAS RESEARCH PARK or IIT MADRAS and not to enquire about TOP ENGINEERS workshops.
*All Certificates will be issued only by TOP ENGINEERS. Certificates will be given only at the end of the workshop.
*Workshops will be delivered by officials of TOP ENGINEERS & and its Associates.
* Workshop is Open to all Engineering disciplines, Arts and Science and Interested.
* Only those candidates who have paid their registration fee for workshop or who had received a valid confirmation mail to join the workshop is only allowed to attend the workshop. Parents/Relatives/Friends and others will not be allowed to sit inside the workshop.
* Kindly bring your college id card 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 1.00 PM).
* 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 your coming in groups you can share laptops with your friends.

24.10.2025

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