In this hands-on project, we will understand the fundamentals of data analysis in Python and we will leverage the power of two important python libraries known as Numpy and pandas. NumPy and Pandas are two of the most widely used python libraries in data science. They offer high-performance, easy to use structures and data analysis tools. Note: This course works best for … [Read more...] about Python for Data Analysis: Pandas & NumPy
Machine Learning
Machine Learning with PySpark: Customer Churn Analysis
This 90-minute guided-project, "Pyspark for Data Science: Customer Churn Prediction," is a comprehensive guided-project that teaches you how to use PySpark to build a machine learning model for predicting customer churn in a Telecommunications company. This guided-project covers a range of essential tasks, including data loading, exploratory data analysis, data preprocessing, … [Read more...] about Machine Learning with PySpark: Customer Churn Analysis
Handling Imbalanced Data Classification Problems
In this 2-hour long project-based course on handling imbalanced data classification problems, you will learn to understand the business problem related we are trying to solve and and understand the dataset. You will also learn how to select best evaluation metric for imbalanced datasets and data resampling techniques like undersampling, oversampling and SMOTE before we use them … [Read more...] about Handling Imbalanced Data Classification Problems
Build your first Machine Learning Pipeline using Dataiku
As part of this guided project, you shall build your first Machine Learning Pipeline using DataIku tool without writing a single line of code. You shall build a prediction model which inputs COVID daily count data across the world and predict COVID fatalities. DataIku tool is a low code no code platform which is gaining traction with citizen data scientist to quickly build … [Read more...] about Build your first Machine Learning Pipeline using Dataiku
Prompt Engineering for ChatGPT
ChatGPT and other large language models are going to be more important in your life and business than your smartphone, if you use them right. ChatGPT can tutor your child in math, generate a meal plan and recipes, write software applications for your business, help you improve your personal cybersecurity, and that is just in the first hour that you use it. This course will … [Read more...] about Prompt Engineering for ChatGPT