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The Neural Hack Logo

An ACM-W Initiative

About 
The Neural Hack

The Neural Hack is a 36-hour, data-centric AI and Machine Learning hackathon organized by the ACM-W Student Chapter. The hackathon challenges participants to go beyond model-building and explore data understanding, cleaning, pipeline design, and real-world problem solving.

Aligned with ACM-W's mission, the event actively promotes women's participation in STEM by mandating female team members while remaining inclusive of all genders, fostering collaboration and community support. A dedicated all-female team prize further recognizes excellence among women participants.

Conducted over two days, the event includes continuous hacking, multiple review rounds, eliminations, and final pitches. The Neural Hack provides hands-on technical upskilling, builds a strong foundation for research and future projects, and serves as a catalyst for innovation, leadership, and diversity on campus.

About 
Speaker
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Krishnasuri Narayanam

Senior Research Engineer and Manager, IBM Research

Krishnasuri Narayanam is a Senior Research Engineer and Manager (Data-Centric AI) at IBM Research India. An IBM Master Inventor with 45+ US patents, IEEE/ACM published researcher, and ACM India Eminent Speaker, he brings 17+ years of experience in AI and distributed systems.

About 
ACM

Established in 2009, ACM-VIT is one of the most reputed student-run technical chapters at VIT Vellore. Guided by a strong vision to advancing computing as a science & profession, the chapter has consistently worked toward fostering innovation, research, and technical excellence.

Affiliated with the Association for Computing Machinery International, the world’s largest and oldest computing society, ACM-VIT brings global computing standards and inspiration to the campus community. ACM unites researchers, developers, and designers across 190 countries.

At VIT Vellore, ACM-VIT transforms this global legacy into impactful local initiatives. By blending technology, research, design, management, and competitive programming, the chapter creates a collaborative ecosystem for learning and growth.

Through workshops, hackathons, research tracks, and tool-building initiatives, ACM-VIT provides students with opportunities to explore, innovate, and build meaningful solutions, while nurturing a strong, inclusive technical community.

About 
ACM-W

Our women-centric division, ACM-W, is dedicated to bridging the gender gap in technology while advancing our core mission of making technology accessible to all. ACM-W fosters an inclusive ecosystem through mentorship, skill-building workshops, leadership opportunities, and community-driven initiatives that empower women to excel in computing.

Our efforts have been recognized at the ACM India Chapter Summit, where we were honored with the Best Emerging Chapter Award - a testament to our commitment and the impact of our initiatives.

InspiHER showcases the journeys of accomplished women in STEM through engaging and insightful sessions that inspire aspiring technologists. Code2Create (C2C), our flagship 48-hour hackathon, brings together interdisciplinary teams to solve real-world challenges and has evolved into a nationwide platform with over 2,500 participants.

Through ACM-W, we continue to shape a future where inclusivity drives progress and innovation knows no bounds.

FAQs

Is there a registration fee?

No, The Neural Hack is absolutely free!

How many members can I have in my team?

Teams must consist of 3 members in total, with at least one woman per team member required.

Can i change my team?

No, the teams should remain the same throughout the duration of the event.

Can I use online resources during the hackathon?

Tutorials, documentation and open-source tools are all welcome. Learning on the go is part of the process.

How do I register?

You can register for The Neural Hack through our official website by filling out the registration form.

Rules

Teams must consist of exactly three participants, with at least one female member.
An official dataset will be provided and must be used as the primary data source.
Pre-trained models may be used if they are meaningfully adapted to the problem.
Projects will be evaluated on fine-tuning, integration, and system design.
All submissions must be original; plagiarism is strictly prohibited.
Teams must clearly document data usage, model choices, and decisions.
Participants must follow all hackathon rules and the code of conduct.
Judges’ and organizers’ decisions are final and binding.
Judgement Criteria
Accuracy: Correctness of predictions on the evaluation dataset
Precision, Recall, and F1-Score: Balance between false positives, false negatives, and overall reliability
Solution Size: Model and pipeline efficiency
Inference Time: Speed and scalability of predictions
Novelty and Uniqueness: Originality in problem interpretation and solution design
Implementation Strategy: Clarity of approach, effective data-centric techniques, and well-designed pipelines
Coding Practices: Clean code structure, documentation, reproductability and maintainability
Use of Pre-trained Models: Effectiveness of adaptation, fine-tuning, and integration
Use of LLMs or Proprietary APIs: Meaningful contribution beyond simple API calls, with demonstrated originality
Round-wise Improvement: Continuous refinement, learning from feedback, and measurable progress across evaluation rounds

Timeline

Day 1
08:00 AM
Arrival at Shakespeare Gallery, TT
12:00 PM
to
12:15 PM
Dataset Release
01:00 PM
to
02:00 PM
Lunch Break
05:00 PM
Review 0
07:00 PM
to
09:00 PM
Dinner
Day 2
12:00 AM
Review 1
09:00 AM
Participants Return Back to the Venue
01:00 PM
to
02:00 PM
Lunch Break
04:00 PM
to
05:00 PM
Review 2 (Eliminatory Round)
05:00 PM
to
08:00 PM
Final Pitches & Closing Ceremony
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Timeline

REVIEW 0

5 PM [ DAY 1 ]

REVIEW 1

12 AM [ DAY 2 ]

REVIEW 2

4 PM [ DAY 2 ]

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