Round 1 Online Assessment is a 90-minute timed test evaluating fundamental technical and problem-solving abilities. It typically includes two medium coding problems focusing on core data structures like arrays, strings, and hash maps, alongside multiple-choice questions covering quantitative aptitude, logical reasoning, and computer science.

Discussion on NLP Project. • Explain Bias Variance Tradeoff in detail. How do you overcome. Regulizations techniques. • L1-L2 regularisation. What is the difference and derivations • Diff between one-hot, word-2-vec, bert etc. Adavantage and disadvantage of each. • Attention in NLP • If there is a neuron with ReLU activation, given certain input what is the update? • What is RNN? Could you have used RNN in your previous project? Exploding vanishing gradient. How does LSTM overcome.

Tips: Focus on fundamentals and depth