Cranes at CVR - Data Science

Revision Notes

• Revision 1

Deployment

• IPL model dump App.py
• IRIS prediction Streamlit - github IRIS prediction Streamlit - app

Class Notes

• Student Performance & Behavior Dataset
• Identifying Missing Data
• Data Filtering & Sorting
• Data Importing & Exporting Download CSV File Download Excel File
• Basics
• Plots
• Grouping
• Pivot Tables
• Joining DataFrames
• ML intro
• ML Simple Workflow housing_data.csv
• ML in IPL data
• Linear and Logistic Regression
• Naïve Bayes Classifier
• Decision Trees hiring.csv
• KNN
• MNIST EDA MNIST predict
• SKL Digit Dataset EDA SKL Digit Dataset KNN
• Unsupervised Learning Mall_Customers.csv
• Neural Netwrok
• CNN
• Open CV images
• NLP Wiki API
• Regex
• Vectorization reviews.csv Sentiment Analysis - Tweets
• RNN & LSTM
• Overfitting and Underfitting