The problem LogDefend.AI solves

In today's online environment, keeping websites safe from cyber threats is more crucial than ever. Yet, understanding and responding to the vast amount of log data generated by websites can be overwhelming. Existing tools often fall short in quickly identifying and addressing security risks, leaving websites vulnerable to attacks. What's needed is a user-friendly log analysis system that can sift through website logs efficiently, spotting unusual activity, and alerting website owners to potential threats before they escalate. This solution aims to provide peace of mind for website owners by offering robust protection against cyber threats in a simple and accessible way.

Challenges we ran into

Challenges Faced by our Team -
1] Time Constraints: One of the most significant challenges in a 24-hour hackathon is the limited time available to complete the project.
2] Technical Challenges: Technical issues like while integrating various models , Accuracy factor , Performance optimization , fine tuning of the Lemma , we did face various issues like - gathering proper labeled data , integrating it with the models etc .
3] Fatigue and Burnout: Working for an extended period without sufficient rest lead to fatigue and burnout, affecting productivity and morale of the working enthusiasm .
4] Presentation Preparation: The final presentation is a critical part of the hackathon, but while preparing a compelling pitch and demonstration of the exact idea can be challenging .
5] Encryption : Securing the Users data

How did we overcome our challenges -
1] Time Constraints:
We prioritize our tasks in an effective manner , giving the highest priority to the most important feature and vice versa .
We used the Divide and Conquer approach , by distributing the project on the basis of expertise of each team member .
Time management played an important role throughout the hackathon .
2] Technical Challenges :
By thorough planning and perseverance we conducted detailed analysis of the project requirement .
We explored various experimental techniques , hit and trial method , and vast research on the models used , to ensure maximum accuracy is achieved .
Effective collaboration while integration of different tech in the project .
3] Fatigue and Burnout:
Taking proper breaks in the cycle and giving proper rest to the team members , we can achieve peace .
We had each others back and supported each others in any issues faced by any peer .
Using proper rotation of tasks to keep everyone enthused and lively in the project .
4] Presentation Preparation :
We have used various visual charts and graphs to explain our model in a better enhanced way .