17 November 2020

#Machine_Learning

#Machine_Learning
Define Precision and Recall?
What are Different Types of Machine Learning algorithms?
What is Supervised Learning?
What is Unsupervised Learning?
What is ?Naive? in a Naive Bayes?
What is PCA? When do you use it?
What are Support Vectors in SVM?
What are Different Kernels in SVM?
What is Cross-Validation?
What is Bias in Machine Learning?
What is F1 score? How would you use it?
What is a Neural Network?
What are Loss Function and Cost Functions? Explain the key Difference Between them?
What is Ensemble learning?
What is a Random Forest? How does it work?
What is Collaborative Filtering? And Content-Based Filtering?
What is Clustering?
What are Recommender Systems?
What is P-value?
What are Parametric and Non-Parametric Models?
What is Reinforcement Learning?
Explain SVM Algorithm in Detail
Explain the Difference Between Classification and Regression?
Explain Correlation and Covariance?
Why was Machine Learning Introduced?
How to Tackle Overfitting and Underfitting?
How do you make sure which Machine Learning Algorithm to use?
How to Handle Outlier Values?
How can you select K for K-means Clustering?
How do check the Normality of a dataset?
Can logistic regression use for more than 2 classes?
  • Machine Learning
  • Regression, Classification & Clustering
  • Dimensionality Reduction
  • Hyperparameter & Cross-validation
  • Regularization, Overfitting & Underfitting
  • Bagging & Boosting
  • Confusion Matrix, Precision, Recall and F1 score
  • ROC and AUC curve
  • Mean Squared Error (MSE) & Mean Absolute Error (MAE)
  • R-squared & Bias-Variance Tradeoff
  • When to use Which ML Algorithm?
Question Option A Option B Option C Option D
Identify the kind of learning algorithm for ?facial identities for facial expressions?. Prediction Generating patterns Recognition Patterns Recognizing anomalies
Machine Learning has various function representation, which of the following is not numerical functions? Case-based Neural Network Linear Regression Support Vector Machines
The prior goal of unsupervised learning model is to determine the ________ Discuss Regression task Data patterns Classification task

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