ai ml
Data science is a multi-disciplinary approach to finding, extracting, and surfacing patterns in data through a fusion of analytical methods, domain expertise, and technology, including fields such as data mining, machine learning, predictive analytics, and statistics.
Batch & Streaming Data
Data Sets
Education
3 FREE Resources to learn MLOps ️ :
1. MLOps with Github: https://lnkd.in/gsWuCjg6
2. Made with ML: https://madewithml.com/
3. MLOps Specialization: https://lnkd.in/g822-xJu
H20
H20 3 Doc Installation Download H2O - AWS
java -Xmx4g -jar h2o.jar
Demos - H2O in Python - H20 in R
Steps
Imports Data Files
Parse Data
Build Model
Algorithm e.g. Deep Learning
Activation function e.g. tanh
Results
Chart of variable importance, Scoring history, Confusion matrix, Output , Training & Validation metrics, POJO
Steps
Import Data Sets
Visualize the Data Set - Plots (Outliers)
Experiment - Predict - Train Test Set - Target Column
Experiment Runtime - Variable Importance
Results
Final Best Model, Download Prediction for Training & Testing , Scoring Pipeline in Python and Java, Experience Summaries and Logs
Interpret the model
Original Features, Transform Feature
