[FEAT]: Creation of ML model regarding win prediction of our GC cricket tournament.

[geekofycoder]

So the idea is that we have seen the win probability of google during the IPL and international matches. How about we create a same system but its for our own college and GC!

[zakhaev26]

Nice idea.Have you thought anything about the implementation?
Or we can roll about it here
CC: @majorbruteforce @punitkr03

[geekofycoder]

Yes absolutely.The implementation would be using the ML algos but I was asking GPT and it suggested Kafka for streaming services.Can you brief or explain how Kafka helps in real time analysis

[geekofycoder]

For ML algo Random Forest is something that is coming to my mind and also suggests by GPT and some videos. Suggestions for optimisation?

[zakhaev26]

Suggestions for optimisation?

Currently the ones who are working on this project ain't having any idea on ML :p

I would recommend to bring Anshuman (Sophomore,IT) to include in this thread/anyone from PSoc/ML to discuss on this as they have greater knowledge on ML stuff.

[punitkr03]

Look for a way to implement random forest ML algorithm. It fiits our use-case well. Also it is less prone to overfitting which will be more accurate in less amount of training data. @geekofycoder

[zakhaev26]

Yes absolutely.The implementation would be using the ML algos but I was asking GPT and it suggested Kafka for streaming services.Can you brief or explain how Kafka helps in real time analysis

Kafka is a very complex thing at large scale,for eg if you have a huge amount of data to be processed by your backend servers/ML models/any resource intensive worker,Handling data at scales of Millions/sec would be hard,for eg,your db would be massacred due to insertion of so much throughputs of data in such a short time.
Kafka helps by managing this through using a Queue / DLQ based Publication-Subscription model that helps in distributing the workload and allowing things to work without going down as a response to so much data ingestion at once.

This is a very small idea on Kafka,but I would suggest to watch this video that have a real world example of Kafka use + Tutorials on understanding kafka better

• Piyush Garg/Kafka : Youtube Link ( No need to watch the implementation for now as it requires knowledge of backend in js,but the idea he tells is 🔥

[zakhaev26]

@punitkr03 bhaisahab aap ML me kab ghus gaye?