The BlackBox Brawl – Humans vs NoCodeML
Date: 19th February 2026 | Time: 1:00 PM
Event Overview
The BlackBox Brawl – Humans vs NoCodeML is a unique Machine Learning hackathon designed to test human
intelligence against automated AI model builders. Participants were challenged to build and optimize their own
machine learning models on a provided dataset and attempt to outperform the benchmark generated by an
AutoML system.
The Challenge
Participants analyze the dataset and develop machine learning models to achieve the highest possible prediction
accuracy. The primary objective is to outperform the automated benchmark score generated by the NoCodeML
AutoML system.
Competition Format
• Dataset and problem statement released at the start of the event.
• Participants build and optimize Machine Learning / Deep Learning models.
• NoCodeML generates an automated benchmark score.
• Participants who beat the benchmark qualify for the final round.
• Finalists present their solution and methodology.
Key Learning Outcomes
• Hands-on experience in machine learning model development
• Understanding AutoML vs manual ML approaches
• Practical exposure to feature engineering and model optimization
• Experience solving real-world AI problem solving🔹 Objective
The main objective of the event was to engage students in an interactive activity that enhances quick thinking, decision-making, and problem-solving skills in an enjoyable environment.
🔹 Event Description
The game involved participants popping balloons, each containing a specific task with different difficulty levels and points. Participants were allowed to walk in without prior registration, making the event flexible and accessible.
Participants played in batches of 5
Each batch was given 10 minutes
Players had to complete one task before choosing the next balloon
Tasks varied in difficulty, with higher difficulty offering more points
🔹 Participation
The event saw enthusiastic participation from students. The ₹20 entry fee made it affordable and encouraged a large number of participants to take part in the activity.
🔹 Competition & Rewards
A competitive environment was maintained through a scoring system.
🏆 Each batch winner received a ₹50 cash prize
📜 E-certificates were awarded to all participants
🔹 Outcome
The event was a great success, with participants showing high levels of enthusiasm and engagement. It helped in building confidence, teamwork, and a healthy competitive spirit among students.
🔹 Conclusion
The Balloon Blast Challenge proved to be an entertaining and well-organized event. Its unique concept and interactive format made it memorable for participants. Such activities contribute positively to student engagement and campus life.
Participants
The BlackBox Brawl – Humans vs NoCodeML activity witnessed enthusiastic participation from students across
the first and second year of the department. Participants actively engaged in the challenge by analyzing the dataset,
experimenting with different machine learning models, and attempting to outperform the benchmark generated by
the AutoML system.
The following students participated in the event:
| Email Address | Name | Year | Phone Number |
|---|---|---|---|
| [email protected] | Shimon Dhingra | 1 | 9811518095 |
| [email protected] | Kushagra Vishnu | 2 | 9234521598 |
| [email protected] | Manvi Bansal | 1 | 9310868660 |
| [email protected] | Hritik Sharma | 1 | 9319391991 |
| [email protected] | Shambhavi Singh | 1 | 9835463360 |
| [email protected] | Vanshika Sharma | 1 | 7827130766 |
| [email protected] | Tanish Narang | 1 | 9910774344 |
| [email protected] | Teena | 1 | 9718439886 |
| [email protected] | Aarush Dhall | 1 | 8287488138 |
| [email protected] | Rohit Kumar Yadav | 1 | 9818480868 |
| [email protected] | Deepak | 2 | 8287575795 |
| [email protected] | Tanya Garg | 1 | 9599258000 |
Their active involvement contributed to a competitive yet collaborative learning environment, making the event
both engaging and educational for all participants.
Winner & Result Declaration
After an intense round of model development and evaluation, participants who surpassed the benchmark score
generated by the NoCodeML AutoML system qualified for the final round and presented their solutions before the
judging panel.
Based on model performance, innovation, optimization, and clarity of methodology, the judges declared the
following participant as the winner of The BlackBox Brawl – Humans vs NoCodeML:
• Arnav Mudgal (B.Tech – AIDS, 2nd Year, 00715611924)
Their solution successfully outperformed the AutoML benchmark and demonstrated strong analytical and machine
learning capabilities.
Conclusion
The event provided students with valuable exposure to machine learning workflows while encouraging innovation
and analytical thinking. Competing against an automated AI system allowed participants to explore the balance
between human creativity and machine automation in solving real-world problems.
