Data Science with Kunaal

This post list all the videos listed on my YouTube Channel.

Getting Started with Machine Learning Codes (5 Videos)

1. sklearn basic Logistic Regression
2. sklearn Logistic Regression with Hyperparameter Optimization
3. Build your first XGBoost Model
4. sklearn SVM classification Model
5. sklearn basic Random Forest Model

Kaggle Titanic Solution using Excel & Python (16 Videos)

1. Download Data & First Submission
2. Exploring Data/Missing Values
3. Treat Embarked Column
4. Treat Age & Fare
5. Treat Cabin & Recode Sex
6. Create new Features from SibSp & Parch
7. Create Title from Name Variable
8. Extract feature using Ticket Variable
9. Create Dummy or One Hot Code Variables
10. Create Train Test Validation split on Excel
11. Building Basic Logistic Model
12. Evaluating and Submitting Logistic Model
13. Basic Decision Tree Model
14. sklearn train test split
15. Decision Tree Grid Search
16. Decision Tree with SelectKBest to select best features

Data Tools Installation and Quick Start Tips (3 Videos)

1. Install Anaconda Python 3.7 on Windows 10 - New Version 2019
2. R and R Studion Installation on Windows 10
3. SqLite Browser 3.11.2 Installation

R Shiny Dashboard Series (3 Videos)

1. Server and UI Element
2. Adding Text and Drop Down Inputs
3. Display text from Select Input