Data Preprocessing Courses and Certifications

Data Mining Pipeline

71 ratings at Coursera

Explore key steps in data mining: understanding, preprocessing, warehousing, modeling, interpretation, and real-world applications. Gain practical skills for effective data analysis and decision-making.

• Coursera
• 21 hours 28 minutes
• On-Demand
• Free Online Course (Audit)

The Data Science Course: Complete Data Science Bootcamp 2024

146265 ratings at Udemy

Complete Data Science Training: Math, Statistics, Python, Advanced Statistics in Python, Machine and Deep Learning

• Udemy
• 1 day 7 hours 46 minutes
• On-Demand
• Paid Course

Machine Learning & Data Science A-Z: Hands-on Python 2024

1207 ratings at Udemy

Learn NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn, Scipy and develop Machine Learning Models in Python

• Udemy
• 14 hours 28 minutes
• On-Demand
• Paid Course

Machine Learning using Python

489 ratings at Udemy

Linear & Logistic Regression, Decision Trees, XGBoost, SVM & other ML models in Python

• Udemy
• 18 hours 49 minutes
• On-Demand
• Paid Course

The Data Analyst Course: Complete Data Analyst Bootcamp

18767 ratings at Udemy

Complete Data Analyst Training: Python, NumPy, Pandas, Data Collection, Preprocessing, Data Types, Data Visualization

• Udemy
• 20 hours 57 minutes
• On-Demand
• Paid Course

Artificial Neural Network for Regression

5806 ratings at Udemy

Build an ANN Regression model to predict the electrical energy output of a Combined Cycle Power Plant

• Udemy
• 1 hour 12 minutes
• On-Demand
• Free Online Course

Logistic Regression Practical Case Study

4835 ratings at Udemy

Detect breast cancer using logistic regression. Build a model to predict tumor malignancy based on 9 variables. Learn data preprocessing, model training, and evaluation using Google Colab.

• Udemy
• 1 hour 6 minutes
• On-Demand
• Free Online Course

Credit Risk Modeling in R

Apply statistical modeling in a real-life setting using logistic regression and decision trees to model credit risk.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Feature Engineering for Machine Learning

3332 ratings at Udemy

Learn imputation, variable encoding, discretization, feature extraction, how to work with datetime, outliers, and more.

• Udemy
• 13 hours 24 minutes
• On-Demand
• Paid Course

Feature Engineering for Machine Learning in Python

Create new features to improve the performance of your Machine Learning models.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Introduction to Time Series Analysis and Forecasting in R

2739 ratings at Udemy

Work with time series and all sorts of time related data in R - Forecasting, Time Series Analysis, Predictive Analytics

• Udemy
• 8 hours 33 minutes
• On-Demand
• Paid Course

Customer Segmentation in Python

Learn to segment customers using Python, from cohort analysis to k-means clustering. Apply real-world techniques on actual retail data to gain insights and create actionable customer segments.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Feature Engineering

1768 ratings at Coursera

Explore feature engineering techniques to enhance ML model accuracy using Vertex AI, BigQuery ML, Keras, and TensorFlow. Learn data preprocessing, feature creation, and advanced practices.

• Coursera
• 8 hours 15 minutes
• On-Demand
• Free Online Course (Audit)

Natural Language Processing (NLP) with BERT

1519 ratings at Udemy

Explore semantic analysis of movie reviews using BERT, covering data preprocessing, model building, and evaluation in Google Colab. Learn practical NLP skills with Python and Ktrain.

• Udemy
• 1 hour 1 minute
• On-Demand
• Free Online Course

Machine Learning in the Enterprise

1472 ratings at Coursera

Explore enterprise ML workflow, data management, and model building options using Google Cloud tools. Learn custom training, hyperparameter tuning, and best practices for ML development.

• Coursera
• 19 hours 17 minutes
• On-Demand
• Free Online Course (Audit)