Huawei Technologies Researcher Interview Questions and Answers

Q1. What is your experience with parallelizing transformers, and how do you approach splitting them across multiple devices to minimize latency?
Ans. 
I have experience parallelizing transformers by splitting them across multiple devices to minimize latency.
• I have utilized frameworks like TensorFlow and PyTorch to parallelize transformers.

• I approach splitting transformers by dividing the input data into chunks and distributing them across devices.

• I optimize communication overhead by minimizing data transfer between devices.

• I leverage techniques like data parallelism ...read more
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Q1. Machine learning/deep related questions, question about past project
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Easy leetcode dfs, dynamic programming question

Q1. What do you know about optimization
Ans. 
Optimization is the process of finding the best solution to a problem within given constraints.
• Optimization involves maximizing or minimizing a certain objective function.

• It often involves finding the optimal values for variables in a mathematical model.

• Common optimization techniques include linear programming, genetic algorithms, and gradient descent.

• Examples include optimizing production schedules to minimize costs o...read more
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Q1. Would you come to Paris
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