Golgappa.net | Golgappa.org | BagIndia.net | BodyIndia.Com | CabIndia.net | CarsBikes.net | CarsBikes.org | CashIndia.net | ConsumerIndia.net | CookingIndia.net | DataIndia.net | DealIndia.net | EmailIndia.net | FirstTablet.com | FirstTourist.com | ForsaleIndia.net | IndiaBody.Com | IndiaCab.net | IndiaCash.net | IndiaModel.net | KidForum.net | OfficeIndia.net | PaysIndia.com | RestaurantIndia.net | RestaurantsIndia.net | SaleForum.net | SellForum.net | SoldIndia.com | StarIndia.net | TomatoCab.com | TomatoCabs.com | TownIndia.com
Interested to Buy Any Domain ? << Click Here >> for more details...


Explain the difference between bias and variance?



Explain the difference between bias and variance?..

Answer / Manorma Sharma

Bias and variance are two key concepts in machine learning that describe the error of a model. Bias refers to the systematic error caused by an overly simplistic or wrong assumption about the relationship between variables, leading to underfitting or overestimation of the training data. Variance, on the other hand, is the random error caused by sensitive dependence on the training set, leading to overfitting or underestimation of the test data. A good model has low bias and low variance, allowing it to generalize well to unseen data.

Is This Answer Correct ?    0 Yes 0 No

Post New Answer

More AI Machine Learning Interview Questions

What is symbolic processing?

1 Answers  


What’s the trade-off between bias and variance?

1 Answers  


What is machine learning artificial intelligence?

1 Answers  


Explain how do you ensure you're not overfitting with a model?

1 Answers  


What are some differences between a linked list and an array?

1 Answers  


Explain the importance of bayes theorem?

1 Answers  


You are given a data set. The data set has missing values which spread along 1 standard deviation from the median. What percentage of data would remain unaffected? Why ?

1 Answers  


What is symbolic reasoning?

1 Answers  


Explain the Algorithm of Nearest Neighbor in Machine Learning?

1 Answers  


What is conditional probability?

1 Answers  


What is the standard approach to supervised learning?

1 Answers  


Explain the Algorithm of Probabilistic networks in Machine Learning?

1 Answers  


Categories
  • AI Algorithms Interview Questions AI Algorithms (74)
  • AI Natural Language Processing Interview Questions AI Natural Language Processing (96)
  • AI Knowledge Representation Reasoning Interview Questions AI Knowledge Representation Reasoning (12)
  • AI Robotics Interview Questions AI Robotics (183)
  • AI Computer Vision Interview Questions AI Computer Vision (13)
  • AI Neural Networks Interview Questions AI Neural Networks (66)
  • AI Fuzzy Logic Interview Questions AI Fuzzy Logic (31)
  • AI Games Interview Questions AI Games (8)
  • AI Languages Interview Questions AI Languages (141)
  • AI Tools Interview Questions AI Tools (11)
  • AI Machine Learning Interview Questions AI Machine Learning (659)
  • Data Science Interview Questions Data Science (671)
  • Data Mining Interview Questions Data Mining (120)
  • AI Deep Learning Interview Questions AI Deep Learning (111)
  • Generative AI Interview Questions Generative AI (153)
  • AI Frameworks Libraries Interview Questions AI Frameworks Libraries (197)
  • AI Ethics Safety Interview Questions AI Ethics Safety (100)
  • AI Applications Interview Questions AI Applications (427)
  • AI General Interview Questions AI General (197)
  • AI AllOther Interview Questions AI AllOther (6)