Index For Interviews Preparation For AI Engineer and-or Data Scientist Role

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To Test Your Python Skills

From the book "Fluent Python" by Luciano Ramalho>

1. Interview Questions on "The Python Data Model" - Ch 1 - Fluent Python
2. Interview Questions on "Arrays" - Ch 2 - Fluent Python

For ML Engineer

From the book "The Hundred-Page Machine Learning Book" by Andriy Burkov (2019)

1. Ch.1 - 20 Interview Questions - From the 'Hundred-Page Machine Learning Book'
2. Ch.2 - 20 Interview Questions - From the 'Hundred-Page Machine Learning Book'

For AI Engineer

From the book "AI Engineering" by Chip Huyen

1. Ch.1 - 30 Interview Questions from "Introduction to Building AI Applications with Foundation Models"

For Data Scientist Role

Theoretical Questions On Data Science

1. What is Data Science Lifecycle?
2. What are the Data Science Roles?
3. What all fields and subfields are closely related to Data Science?

Questions From Interviews (Data Scientist)

1. Interview at Nagarro for Data Scientist Role (Jul 27, 2024)
2. Interview at Capgemini For Data Scientist Role (May 28, 2024)
3. Interview for Data Scientist Role at Cognizant (Questions With Answers From Gemini - 18 Apr 2024)
4. Coding Round in Interview for Data Scientist Role at National Australia Bank (17 Nov 2023)
5. Data Structures, Algorithms and Coding Round For Data Scientist at Agoda (26 Sep 2023)
6. Interview for Data Engineering and Machine Learning Profile (20 Sep 2023) - For the position of Infosys Digital Specialist
7. Interview for Natural Language Processing, and Machine Learning Profile (2 Sep 2023) - For Data Scientist Role at Accenture

Questions For 'Natural Language Processing' Posed By ChatGPT / Gemini

1. Day 1: NLP Interview Preparation - Seeking help from ChatGPT on Technical Aspects

Questions For 'Generative AI' and 'Large Language Models'

1. Interview Preparation For Wipro - Questions on Large Language Models and Generative AI (Jul 2024)
2. 13 Questions on Large Language Models and Generative AI (Jul 2024)

Questions For 'Machine Learning' Posed By ChatGPT / Gemini

1. Day 1: Preparing Machine Learning Topics for Data Scientist Interview by The Help of Gemini
2. Day 2: Some complex interview questions for the use case of Master Data Management for Tyson Foods (US) from my resume
3. Day 2: Some complex questions on Bot Dectection Project on Twitter Data For Infosys Digital Marketing Team
4. Day 3 of Interview Preparation For Data Scientist Role: Some MCQs and Scenario Based Questions on The Topic of Regression
5. Day 4 of Interview Preparation For Data Scientist Role: Questions on Classification
6. Day 5: Complex Scenario Based Questions For Anomaly Detection Project (May 2024)
7. Day 6: MCQs and Scenario Based Complex Questions on The Topic of "Binary and Multiclass Classification"
8. Day 7: MCQs and Scenario Based Questions on 'Bayes Search For Hyperparameter Tuning'
9. Day 8: Scenario Based Questions on Normalization and Standardization
10. Day 9: MCQs and Scenario Based Questions on 'Support Vector Machines'
11. Day 10: Questions on Principal Component Analysis (PCA) (Ch 6 from 'Applied ML and AI for Engineers')

MCQs and Complex Scenario Based Questions For Various Machine Learning Models

1. Four Practice Problems on Linear Regression (Taken From Interviews For Data Scientist Role)
2. For kMeans Clustering Algorithm (via Gemini)
3. On kNN Machine Learning Model (via Gemini)
4. On Logistic Regression Classifier (via Gemini)
5. On Decision Tree Regressor (via Gemini)

Questions For Graph Databases Like Neo4j And Apache Gremlin

1. Round (1) - 10 Interview Questions on Cypher Queries and Knowledge Graph Using Neo4j (For Data Scientist Role) - Jun 2024
2. Round (2) - 18 Interview Questions on Cypher Queries and Knowledge Graph Using Neo4j (For Data Scientist Role) - Jul 2024

Questions For Statistics From Khan Academy

1. Interview for Statistics and Data Science Profile (Part 1) - 26 Sep 2023
2. Questions on The Concept of Random Variables From Statistics and Probability (From Khan Academy)
3. Data Science Interview Questions on The Empirical Rule For Normal Distribution

Explain Your Last Project

1. Master Data Management (MDM) Project With Tyson Foods (2023)
2. Bot Detection on Twitter (Jul 2022)

Miscellaneous / Others

1. Interview Questions For Big Data Engineer (2 Years of Experience)

Tags: Interview Preparation,Generative AI,Technology,Natural Language Processing,Database,Machine Learning,Large Language Models,Agentic AI,Artificial Intelligence,