Practical Data Science and Machine learning
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Efficient way to learn Maths for Machine learning | How to learn the MATH for Machine Learning?
Out of Bag error/Out of Bag score (OOB Error/ OOB Score) |OOB Score/Error in Random Forest algorithm
Adaboost Classification | Adaboost classifier | complete math explained
Bagging Vs Boosting | Difference between Bagging and Boosting Machine learning Algorithms
Probability Vs Likelihood | What is the difference between probability and likelihood?
Understanding derivatives of activation functions in detail
Neural Network activation function Derivatives : Equations for derivatives of activation function
Implement Neural Network from scratch: Forward & backward pass in python | No keras, No Tensorflow
Equations of Gradients of a Neural network: Derivations of gradients/derivatives of a neural network
Probability Distributions - Part 1 : A Gentle introduction to Probability distributions
Machine learning Interview Questions: Why Multicollinearity is a problem in Machine learning?
Implement Custom Ensemble Machine learning model | Naive Bayes+Logistic regression + SVM
part 3 - Implement Forward pass of Neural Network from scratch in python
Part 2 - Implement single layer of a Neural Network from scratch in python
Part 1 - Implement single Neuron of a Neural Network from scratch in python
SVM: Support Vector Machine - Soft Margin | Complete math behind soft marging SVM
SVM: Support Vector Machine - Hard Margin | Complete math behind SVM hard margin classifier
Support Vector Machine (SVM) - Geometric intuition
ElasticNet Regression | Machine learning Linear regression
SVM Pre requisite: What is Hyperplane? | Hyperplane equation in N-Dimensional Space
Sklearn Pipelines in Machine learning | Column Transformers
Outliers detection using IQR and Z_Score | Machine learning | Data Science
Boosting in Machine learning - Intuition | Ensemble technique
Random Forest | Machine learning Ensemble | Bagging | Bootstrap aggregation
Ensemble Algorithms in Machine learning | Bagging | Boosting
Bagging in Machine learning | Explained in depth
Machine learning mini project: Twitter Bot classification | Machine learning project
Machine learning Interview Questions: What if parameters of logistic regression are set to zero
Machine learning Interview Questions: Why logistic regression is called regression?
Steps to follow in any Machine learning / Data Science project