Web scraped Data Science Interview Questions from Medium.com/ Glassdoor asked by FAANG/Top Product based companies in last 4-5 years (2022-2018)
Questions Category:
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EDA | Feature Engineering | Product Sense | A/B Testing | Architecture Design
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Statistics a. Accuracy Measurement b. Sampling Techniques c. Descriptive Statistics d. Probability & Probability Distribution e. Inferential Statistics
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Machine Learning a. Machine Learning Basics b. Regression | Linear Model c. Tree Based Modelling d. Bayes' Theorem e. KNN f. Clustering g. SVM h. Time-Series i. Regularization j. Dimension Reduction | PCA | tSNE k. Cross-Validation | Bias & Variance l. Hyperparameters Tuning m. Recommender System
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Deep Learning a. NLP Guide b. Word Embedding c. Topic Modelling d. Neural Network e. RNN f. LSTM g. CNN h. BERT i. Backward and Forward propagation j. Activation Functions k. Epoch, Batch, Iteration l. Optimization | Gradient Descent
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Behavioral/HR