Ankit BK

[Ankit BK @ankitbk69]

Day 34
Today I learned about the multi class classification using Knn algorithm and also about multilabel output classification and completed chapter 3 of Hands on Machine Learning. Lets Enjoy together. #300daysoflearning
#MLisfun

[Ankit BK @ankitbk69]

Day 33:
Today I learned about the trade off between precision and recall. We can obtain any precision or recall using precision and recall vs threshold graph in scikit learn.
Book: Hands on Machine Learning, Scikit learn
#300daysoflearning
#MLisfun

[Ankit BK @ankitbk69]

Day 32
Today I implemented the dataset in stochastic gradient descent call using sk-learn and learned accuracy is not everything but a small part of a information and also how we can extract more info using confusion matrix.
#60DaysOfLearning2023
#LearningWithLeapfrog
#LSPPD32

[Ankit BK @ankitbk69]

Day 31
Today I learned about the digit dataset in sklearn hich was quite amazing as how array of numbers can be represented into a diagram of data using matplotlib for classification task in Chapter 3 of Hands On ML.

#60DaysOfLearning2023 #LearningWithLeapfrog #LSPPD31

[Ankit BK @ankitbk69]

Day 30
Today I learned about hyperparameters and choosing the best value of hyperparameters using grid search and randomized search and also on how to launch, monitor and maintain your ml project. I have completed chapter 2🙌
#60DaysOfLearning2023
#LearningWithLeapfrog
#LSPPD30

[Ankit BK @ankitbk69]

@Amgain_Samman_ Learn Javascript!!!

[Ankit BK @ankitbk69]

Day 29
Today I learned about automation of the data cleaning by using transformer pipeline from which it transforms training data set and also about feature scaling, selecting the model.
PS: I missed day 28 :(
#60DaysOfLearning2023
#LearningWithLeapfrog
#LSPPD29

[Ankit BK @ankitbk69]

Day 27:
Today I learned about transformers in data cleaning from which we can automate the data preparation part and also about handling text and categorical attributes.
Data is fun!!!
Books: Hands on Machine Learning.

#60DaysOfLearning2023
#LearningWithLeapfrog
#LSPPD27

[Ankit BK @ankitbk69]

Day 26
Today, I learned more about data cleaning my replacing empty fields in columns of dataset with respective columns medina using SimpleImputer and transformed the dataset.
Book : Hand on Machine Learning
#MLisfun
#60DaysOfLearning2023
#LearningWithLeapfrog
#LSPPD26

[Ankit BK @ankitbk69]

Day 25:
Today I revised the construction and implementation of Decision Tree and Random forest. Nothing Much!

#60DaysOfLearning2023 #LearningWithLeapfrog #LSPPD25

[Ankit BK @ankitbk69]

Day 24:
Today I learned about Knn algorithm and its implementation using sci-kit and revised the gradient descent and cross validation.
#60DaysOfLearning2023 #LearningWithLeapfrog #LSPPD24

[Ankit BK @ankitbk69]

Day 23:
Today, I revised the data preparation, understanding the data and its pattern by visualizing it using Matplotlib library and motivated by seeing how good data can be.
Book: Hands on Machine Learning
#60DaysOfLearning2023
#LearningWithLeapfrog
#LSPPD23

[Ankit BK @ankitbk69]

Day 22:
Today I learned how to visualize the dataset after cleaning it finding the necessary correlation within the features and performed visualization using matplotlib library. It was fun!!!
Book: Hands on Machine learning
#60DaysOfLearning2023 #LearningWithLeapfrog #LSPPD22

[Ankit BK @ankitbk69]

@NgawangSopha Congrats ngawang you have become a better man I can see this from the tweet.
Peace

[Ankit BK @ankitbk69]

Day 21:
Today I learned about preparing dataset and how to clean the dataset so the our algorithm does not learn any quirky patterns which throw us off in our prediction task.
BOOK: Hands On Machine Learning
#60DaysOfLearning2023
#LearningWithLeapfrog
#LSPPD21

[Ankit BK @ankitbk69]

Day 20:
Today I learned about how to make our data avoid the sampling bias, how to make a feature more stratified.
#60DaysOfLearning2023 #LearningWithLeapfrog #LSPPD20

[Ankit BK @ankitbk69]

@Amgain_Samman_ eh bhai zindagi aaru kura no cha project proposal rw slide bhanda

[Ankit BK @ankitbk69]

np.random.seed(42)
People usually refer to seed number 42. The number has no other special property than to be The Answer to The Ultimate Question of Life,The Universe and The Everything including your crush heart.

[Ankit BK @ankitbk69]

Day 19:
Today I started chapter 2 of Hands-On Machine Learnig with Scikit-Learn and TensorFlow. I learned how to work with Real Data , Frame a problem, select RMSE or MAE, check the assumptions.
#60DaysOfLearning2023 #LearningWithLeapfrog #LSPPD19

[Ankit BK @ankitbk69]

Day 18:
Today I learned about Overfitting,Underfitting, Testing and Validation. I got some revision as well. I also have done a simple implementation of linear regression and K-nearest Neighbors from the book.
#60DaysOfLearning2023
#LearningWithLeapfrog
#LSPPD18