Machine Learning Coding Interview Questions

+ Welcome! 1 lecture

Prerequisites Locked

+ 01 (Prerequisite) Introduction to Machine Learning 9 lectures

00A What Is Machine Learning Locked

00B Types Of Machine Learning Models Locked

00C What Is Supervised Learning Locked

00D What Is Unsupervised Learning Locked

01 How Does A Machine Learning Agent Learn Locked

02 What Is Inductive Learning Locked

03 Performance Of A Machine Learning Algorithm Locked

04 Handle Noise In Data Locked

05 Powerful Tools With Machine Learning Libraries Locked

+ 02 (Prerequisite) Introduction to Python 1 lecture

Prerequisite Locked

+ Regression Prerequisites 4 lectures

00 Regression Introduction Locked

01 What Is Regression Locked

02 What Is The Random Forest Classifier Model Locked

03 What Is Gradient Boosting Locked

+ Evaluation Prerequisites 2 lectures

01 Performance Of A Machine Learning Algorithm Locked

02 What Is Error Locked

+ Neural network pre-requisites 4 lectures

01 What Is Deep Learning Locked

02 What Is A Neural Network Locked

03 What Is Cross Validation Locked

04 What Is The Adam Optimizer Locked

+ 07 Calculate Moving Average on Stock Price 4 lectures

00 Advanced Stock Prediction Data Science Question Overview Locked

01 Load And Visualize Stock Data Locked

02 Calculate Moving Average On Stock Price Locked

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+ 08 Evaluate Moving Average Trading Strategy Results 5 lectures

01 Visualize Moving Average Results Locked

02 What are crossovers in stock analysis Locked

03 Calculate stock trends with crossovers Locked

04 Compare smoothed data and original Locked

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+ 09 Analyze stock data with Relative Strength Index 3 lectures

00 What is Relative Strength Index Technical Indicator Locked

01 Analyze stock data with Relative Strength Index Locked

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+ 10 Analyze data with Moving Average Convergence Divergence 4 lectures

01 What is Moving Average Convergence Divergence Locked

02 Analyze data with Moving Average Convergence Divergence Locked

03 Visualize MACD results with Pyplot Locked

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+ 11 Time Series Data - 01 Build Binary Time Series on Stock Data 3 lectures

00 Time Series Data Science Interview Question Overview Locked

01 What are Binary Time Series Locked

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+ 11 - 02 Calculate Volume Shocks with Pandas 5 lectures

01 What Are Volume Shocks Locked

02 Calculate Volume Shocks With Pandas Locked

03 Calculate Volume Shock Direction With Python Locked

04 Visualize Volume Shocks With Pyplot Locked

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+ 11 - 03 Calculate Stock Price Shocks 4 lectures

01 What are Price Shocks Locked

02 Calculate Price Shocks with Python Locked

03 Visualize Price Shocks with Pyplot Locked

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+ 11 - 04 Calculate Pricing Black Swan Shocks 4 lectures

01 What are Pricing Black Swan Shocks Locked

02 Calculate Pricing Black Swan Shocks Locked

03 Visualize Pricing Black Swan Shocks Locked

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+ 11 - 05 Calculate Pricing Shock Without Volume Shock 4 lectures

01 What are Pricing Shocks Without Volume Shock Locked

02 Calculate Pricing Shock Without Volume Shock Locked

03 Visualize Pricing Shock Without Volume Shock Locked

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+ 12 Backtesting Data 4 lectures

00 Backtesting Data Science Interview Question Overview Locked

01 Simulate Moving Average Trading Strategy with Python Backtesting Locked

02 Perform Quantitative Analysis Locked

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+ 13 Data Generation and Manipulation - 01 Generate property data with Pandas 6 lectures

00 Data Generation and Manipulation Question Overview Locked

01 Generate property data with Pandas Locked

02 Generate data within range Locked

03 Generate property type with probabilities Locked

04 Generate number of rooms based on property type Locked

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+ 13 - 02 Generate and clean missing data 5 lectures

01 Simulate missing data with Python Locked

02 Clean dataset with Python Locked

03 Find incorrect data type values Locked

04 Change data type of column Locked

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+ 13 - 03 Manipulate data with Pandas 4 lectures

01 Optimize column names in Pandas Locked

02 Convert int column to bool Locked

03 Perform one hot encoding Locked

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+ 14 - Fix Corrupted Image Dataset Interview Question 4 lectures

00 Fix Corrupted Image Dataset Interview Question Overview Locked

01 Fix corrupted dataset Locked

02 Count number of values in array column Locked

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