Case studies 1. You client is retailer store owner like DMart (offline online store) , the store's sales for softdrinks have done down 15% from last quarter. What can be possible reasons for this and steps to tackle each cause. 2. You are running amazon like platform. How will you choose your Top100 'gold' customers to whom you will give rewards like discounts and coupons etc.
Project work done in previous companies
Calculate the number of vehicles passing through a toll
Tell us about yourself Tell us about how you made a mistake once Tell us about your former two line managers Why us
ML: 1. Data Imbalance 2. Unsupervised Learning 3. Evaluation Metric 4. Detection 5. ResNet 6. Transformer ... Coding: 1. Alien Dictionary
Descrição de vários algoritmos de ML e 3 desafios de programação. Nada muito impossível mas com certeza não o básico.
Hypothesis testing and bayed theorem.
Coding, case study
Equations for: SGD, Momentum, L1 and L2 loss, linear regression etc. Statistics deep dive: maximum likelihood estimates, hypothesis testing, PDF etc. Deep Learning: number of parameters in a model, coding Conv, MaxPool and embedding layer etc
Designing solutions to data questions from marketers.
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