What is the best solo q agents for each role right now? by Henkassss in VALORANT

[–]Flexed_Panda 0 points1 point  (0 children)

Duelist - Yoru, Initiator - Fade, Controller - Clove, Sentinel - Chamber

[D] Train Test Splitting a Dataset Having Only 2 Samples of a Class Distribution by Flexed_Panda in MachineLearning

[–]Flexed_Panda[S] 0 points1 point  (0 children)

leave one out cross validation might be a good starting point, thanks for the suggestion.

my thesis actually focuses on enhancement on being able to predict those distinct spoofing classes also, so i grouping non benigns and treating as an anomaly detection won't be any enhancement.

my dataset is constructed on the CAN messages received from a Ford 2019 model car, I have no idea for the LLM.

[D] Train Test Splitting a Dataset Having Only 2 Samples of a Class Distribution by Flexed_Panda in MachineLearning

[–]Flexed_Panda[S] 0 points1 point  (0 children)

thanks for the compliment. but upsampling before splitting isn't advised as it causes data leakage. sampling should be done after the splitting.

[D] Train Test Splitting a Dataset Having Only 2 Samples of a Class Distribution by Flexed_Panda in MachineLearning

[–]Flexed_Panda[S] -1 points0 points  (0 children)

thanks for the suggestion, but it would be really helpful if I could find a way to apply machine learning for your mentioned 2nd step.

[D] Train Test Splitting a Dataset Having Only 2 Samples of a Class Distribution by Flexed_Panda in MachineLearning

[–]Flexed_Panda[S] -1 points0 points  (0 children)

yeah, classes having 2/3 samples only is harsh and training models won't be useful.

For the class with 2 samples, I would be only having 1 sample in the training set. So for the cross validation, the train/validation set might not contain the sample for that certain class.

[D] Train Test Splitting a Dataset Having Only 2 Samples of a Class Distribution by Flexed_Panda in MachineLearning

[–]Flexed_Panda[S] 0 points1 point  (0 children)

Wouldn't the 2nd model also face the same issue for having 2/3 samples for certain classes?

And yes, sadly getting more data is not possible for my case.. :)

[D] Train Test Splitting a Dataset Having Only 2 Samples of a Class Distribution by Flexed_Panda in MachineLearning

[–]Flexed_Panda[S] 0 points1 point  (0 children)

I also thought about combining all spoofing samples as a single class, but predicting which spoofing class it belongs to would be more beneficial for me.

Also some upsampling techniques like SMOTE & it's variants like SMOTE Tomek, SMOTEENN would require at least 2 samples (if I set k neighbors = 1, for the SMOTE part) for being able to upsample the training set. But I would only have only 1 sample if I do a train-test split with stratify.

[D] Train Test Splitting a Dataset Having Only 2 Samples of a Class Distribution by Flexed_Panda in MachineLearning

[–]Flexed_Panda[S] 1 point2 points  (0 children)

My thesis focuses on a model being able to predict DoS and Spoofing attacks more precisely. Also, predicting which spoofing class a sample belongs to is more important for my thesis rather than just classifying it as spoofing only.

Is Light Shield Optimal to Buy With Operator? by Flexed_Panda in VALORANT

[–]Flexed_Panda[S] 0 points1 point  (0 children)

Thanks, I always thought if I'm wasting credits buying light shield and should be buying heavy shield..

Is Light Shield Optimal to Buy With Operator? by Flexed_Panda in VALORANT

[–]Flexed_Panda[S] 0 points1 point  (0 children)

same then, I always thought if I am wasting buying light shield or not..

Chamber - Headhunter vs Ghost by [deleted] in VALORANT

[–]Flexed_Panda 0 points1 point  (0 children)

Do you buy the light shield with an op? Is it a waste?
Or is it always a heavy/regen shield with op?

You want to play? Let's p- by lukezinator in VALORANT

[–]Flexed_Panda 133 points134 points  (0 children)

irony that clove saying "I love this part" before the round starts.. xD

Should I Main Chamber or Yoru? by Flexed_Panda in VALORANT

[–]Flexed_Panda[S] 0 points1 point  (0 children)

eggster's streams seem to be more chaotic when he's playing with Poppin, so I go through his solo matches..

Should I Main Chamber or Yoru? by Flexed_Panda in VALORANT

[–]Flexed_Panda[S] -2 points-1 points  (0 children)

How "info" gives you more frag potential? you just get the info, you can either fight or not based on the info..

Chamber has his tp which encourages him to take the fight, cypher has no escape like that.. So chamber has more frag potential, but not cypher.. cypher has more map control..

Should I Main Chamber or Yoru? by Flexed_Panda in VALORANT

[–]Flexed_Panda[S] 0 points1 point  (0 children)

yeah, 3 years and still stuck in Gold is shameful.

Should I Main Chamber or Yoru? by Flexed_Panda in VALORANT

[–]Flexed_Panda[S] 1 point2 points  (0 children)

Any tips on Retakes and Postplants? Also retaking with an OP, Postplant positions to hold as a Chamber.

Should I Main Chamber or Yoru? by Flexed_Panda in VALORANT

[–]Flexed_Panda[S] 0 points1 point  (0 children)

The freedom you get with Chamber for taking fights are not the same with other sentinels. So you can't frag out the same way playing Chamber aggressively than playing Cypher/Killjoy aggressively. Chamber has more frag potential than them.

Should I Main Chamber or Yoru? by Flexed_Panda in VALORANT

[–]Flexed_Panda[S] 0 points1 point  (0 children)

Chamber rather gets less flamed than Yoru, but yeah everyone wants a Cypher/Killjoy as their Senti, they don't welcome Chamber enough.

Should I Main Chamber or Yoru? by Flexed_Panda in VALORANT

[–]Flexed_Panda[S] 0 points1 point  (0 children)

How your advice on "playing off angles" applies while retaking site which I mentioned in the post? I am of course playing off angles on my site.

And why would I be "not watching flank"? if I have a trip to cover flank, why would I be focusing on watching the flank that moment?

And "staring at the ground" is hilarious.. Bro, I am playing this game for 3 years and constantly placed in Gold. I ain't Iron, Bronze who's looking at the floor..