Ai Cheat Sheet
Ai Cheat Sheet
Ai Cheat Sheet
Ai Cheat Sheet
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Statistics ↓↑
Types of Measure
Population and Sample
Outliers
Variance
Standard Deviation
Skewness
Percentiles
Deciles
Quartiles
Box and Whisker Plots
Correlation and Covariance
Hypothesis Test
P Value
Statistical Significance
Bootstrapping
Confidence Interval
Central Limit Theorem
F1 Score (F Measure)
ROC and AUC
Random Variable
Expected Value
Central Limit Theorem
Probability ↓↑
What is Probability
Joint Probability
Marginal Probability
Conditional Probability
Bayesian Statistics
Naive Bayes
Data Science ↓↑
Probability Distribution
Bernoulli Distribution
Uniform Distribution
Binomial Distribution
Poisson Distribution
Normal Distribution
T-SNE
Data Engineering ↓↑
Data Science vs Data Engineering
Data Cleaning
Vector and Matrix
Vector
Matrix
Machine Learning ↓↑
L1 and L2 Loss Function
Linear Regression
Logistic Regression
Naive Bayes Classifier
Resources
Deep Learning ↓↑
Machine Learning vs Deep Learning
Bias
Activation Function
Softmax
Cross Entropy
Natural Language Processing ↓↑
Linguistics and NLP
Text Augmentation
CNN for NLP
Transformers
Computer Vision ↓↑
Object Localization
Object Detection
Bounding Box Prediction
Evaluating Object Localization
Anchor Boxes
YOLO Algorithm
R-CNN
Face Recognition
Time Series
Resources
Reinforcement Learning
Reinforcement Learning
System Design
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Interview Questions ↓↑
Questions by Shared Experience
Contact
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Questions by Shared Experience
NLP Interview Questions
Questions asked for NLP roles
towardsdatascience.com
Data Engineer Interview Questions With Python – Real Python
This tutorial will prepare you for some common questions you'll encounter during your data engineer interview. You'll learn how to answer questions about databases, ETL pipelines, and big data workflows. You'll also take a look at SQL, NoSQL, and Redis use cases and query examples.
realpython.com
Ace your Data Analytics Interviews
My experience Interview as a Data Analyst/ Scientist at Google, Visa and many more
towardsdatascience.com
Machine Learning & Data Science Interview Guide
Complete machine learning and data science interview guide for data science and machine learning interviews. Learn how to prepare and behave in interviews.
www.analyticsvidhya.com
Data Science Interview Guide
Data Science is quite a large and diverse field. As a result, it is really difficult to be a jack of all trades. Traditionally, Data…
towardsdatascience.com
Microsoft Data Science Interview Questions and Answers!
A walkthrough of some data science questions from a Microsoft Interview
towardsdatascience.com
https://towardsdatascience.com/the-netflix-data-scientist-interview-35093d4c20aa
towardsdatascience.com
160+ Data Science Interview Questions | Hacker Noon
A typical interview process for a data science position includes multiple rounds. Often, one of such rounds covers theoretical concepts, where the goal is to determine if the candidate knows the fundamentals of machine learning.
hackernoon.com
Amazon’s Data Scientist Interview Practice Problems
A walkthrough of some of Amazon’s interview questions!
towardsdatascience.com
Test Your Skills: 26 Data Science Interview Questions & Answers
Can you answer them all?
towardsdatascience.com
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