DecryptingAi

[DecryptingAi @decryptingai]

Scikit-learn or sklearn, is a must if you want to go into Data Science. It is one stop, easy to use, well-documented, and open source library for Machine learning, Preprocessing, validation and Visualisation algorithms.

#Scikitlearn #MachineLearning #Python #DataScience

[DecryptingAi @decryptingai]

GridSearchCV is preferred when you either have time and resources or small param grid.
If not RandomizedSearchCV is used as it selects random sets instead of exhausting the search space.

#MachineLearning #Hyperparametertuning #ArtificialIntelligence

[DecryptingAi @decryptingai]

One thing you learn after trying out various AI projects is that Hyperparameter tuning only works when you understand clearly what hyperparameters suits you data, model, use case the best.

#MachineLearning #Hyperparametertuning
#ArtificialIntelligence

img src:AnalyticsVidya

[DecryptingAi @decryptingai]

When you were attending a class out of curiosity but ended up making your first AI model for detecting social distance violations. And here you are 4 years later still obsessing over learning every nook and cranny of AI.

#Journey #ArtificialIntelligence #ComputerVision

[DecryptingAi @decryptingai]

If you take a tree then another tree and then another one and so on you make a forest where each tree contributes to the sustaining the whole ecosystem. Now I understand why Random Forest is called Random Forest.

#MachineLearning #DecisionTrees #RandomForest

[DecryptingAi @decryptingai]

"Thoughts create words, for words are the vehicles of ideas. "

#ThePowerOfPositiveThinking

[DecryptingAi @decryptingai]

To understand decision trees imagine a flow chart where each level has a "if conditions" which increase with incease in depth. And we make the flow chart till we obtain values that satisfy all the encountered conditions.

#DecisionTrees #MachineLearning

[DecryptingAi @decryptingai]

"When life gives you non-linear data try to curve your approach a bit."-Me😂

#LinearRegression #PolynomialRegression
#MachineLearning

[DecryptingAi @decryptingai]

I was today years old when I learned LassoCV, RidgeCV and ElasticNetCV perform hyperparameter by automatically selecting the optimal regularizations parameter using cross-validation.

#MachineLearning #Regression #Regularisation #Lasso #Ridge #ElasticNet

[DecryptingAi @decryptingai]

“There’ s much to know and life is short, and a life without knowledge is not a life. It’s a singular skill effortlessly to learn much from many, gaining knowledge from all.”
-BALTASAR GRACIÁN