Machine Learning Certification Course for Beginners [Free Online Course] - TechCracked

Machine Learning Certification Course for Beginners

In this free machine learning certification course, you will learn Python, the basics of machine learning, how to build machine learning models, and feature engineering techniques to improve the performance of your machine learning models.

What will I learn from this course?

  • Python libraries like Numpy, Pandas, etc. to analyze your data efficiently.
  • Importance of Statistics and Exploratory Data Analysis (EDA) in the data science field.
  • Linear Regression, Logistic Regression, and Decision Trees for building machine learning models.
  • Understand how to solve Classification and Regression problems using machine learning
  • How to evaluate your machine learning models using the right evaluation metrics?
  • Improve and enhance your machine learning model’s accuracy through feature engineering

Tools Covered in this Course:

  • Python
  • Pandas
  • Numpy
  • Matplotlib
  • Scikit learn
  • Seaborn

Projects covered in this course

1. Customer Churn Prediction

A Bank wants to take care of customer retention for their product: savings accounts. The bank wants you to identify customers likely to churn balances below the minimum balance in the next quarter. You have the customers information such as age, gender, demographics along with their transactions with the bank. Your task as a data scientist would be to predict the propensity to churn for each customer.

2. NYC Taxi Trip Duration Prediction

Uber, Lyft, Ola and many more online ride hailing services are trying hard to use their extensive data to create data products such as pricing engines, driver allotment etc. To improve the efficiency of taxi dispatching systems for such services, it is important to be able to predict how long a driver will have his taxi occupied or in other words the trip duration. This project will cover techniques to extract important features and accurately predict trip duration for taxi trips in New York using data from TLC commission New York.

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