Machine Learning Interview Questions and Answers | ML Interview Questions and Answers

In this video, Faisal Nadeem shared 10 most important machine learning interview questions and answers or machine learning job interview questions and answers or ml interview questions and answers or machine learning interview questions for freshers or machine learning engineer interview questions and answers completely explained by @Knowledge Topper with suitable examples.

Q1) What is Machine Learning?
Answer: It is a method where you train a model to learn from data and make predictions without being programmed.

Q2) Difference between AI and Machine Learning?
Answer: AI is the broader concept of building smart systems. Machine Learning is a subset that learns from data.

Q3) Types of Machine Learning?
Answer:
• Supervised • Unsupervised • Reinforcement

Q4) What is supervised learning?
Answer: Learning from labeled data. You already know the correct output.

Q5) What is unsupervised learning?
Answer: Learning from unlabeled data. The model discovers patterns on its own.

Q6) What is overfitting?
Answer: When your model learns noise in the training data and performs poorly on new data.

Q7) How do you prevent overfitting?
Answer:
• Use more data • Apply regularization • Use cross validation

Q8) What is bias variance tradeoff?
Answer: You balance low bias and low variance to avoid underfitting and overfitting.

Q9) What is a confusion matrix?
Answer: A table showing model performance using true positive, false positive, true negative, and false negative.

Q10) What is accuracy
Answer: The percentage of correct predictions out of all predictions.
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Видео Machine Learning Interview Questions and Answers | ML Interview Questions and Answers канала Knowledge Topper