Data Preprocessing Courses and Certifications

Microcredential

Journey into Machine Learning with Sklearn and Tensorflow

Dive into machine learning fundamentals through advanced deep learning, mastering data preprocessing, model optimization, and neural networks using real-world datasets with Sklearn and Tensorflow frameworks.

• CodeSignal
• On-Demand
• Free Certificate
• 5 courses

Microcredential

Text Classification with Natural Language Processing

Master text classification techniques from data preparation to advanced modeling, including feature engineering, algorithm implementation, and deep learning optimization with TensorFlow.

• CodeSignal
• On-Demand
• Free Certificate
• 4 courses

Microcredential

Mastering Clustering in Machine Learning

Master clustering algorithms and validation techniques for unsupervised machine learning, from K-means and DBSCAN to hierarchical methods and performance metrics.

• CodeSignal
• On-Demand
• Free Certificate
• 4 courses

Microcredential

Introduction to Machine Learning with SciKit Learn

Master machine learning fundamentals using SciKit-learn, from data preprocessing through advanced model evaluation, including regression, classification, ensemble methods and hyperparameter tuning.

• CodeSignal
• On-Demand
• Free Certificate
• 7 courses

Microcredential

Practice Essential Data Science Skills With Diamonds Dataset

Master data science fundamentals through hands-on practice with diamonds data - from exploratory analysis and cleaning to feature engineering and regression modeling using Python tools.

• CodeSignal
• On-Demand
• Free Certificate
• 5 courses

Genomic Data Science and Clustering (Bioinformatics V)

91 ratings at Coursera

Explore genomic data clustering techniques for gene expression analysis and human migration patterns. Learn algorithms for data point grouping and dimensionality reduction using principal components analysis.

• Coursera
• 9-10 hours
• On-Demand
• Free Online Course (Audit)

Applied Machine Learning: Techniques and Applications

Master applied machine learning techniques for computer vision, data analysis, and model evaluation. Gain hands-on experience with image processing, supervised learning, and essential skills in data pre-processing and performance assessment.

• Coursera
• 19 hours 24 minutes
• On-Demand
• Free Online Course (Audit)

Data Mining Project

47 ratings at Coursera

Analyze Yelp restaurant reviews to discover insights on cuisines, popular dishes, and dining recommendations. Apply data mining techniques to visualize opinions and construct cuisine maps.

• Coursera
• 10 hours 43 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Data Mining Foundations and Practice

Discover patterns in large-scale datasets through key data mining concepts and techniques. Learn data preprocessing, modeling, frequent pattern analysis, classification, clustering, and gain hands-on project experience.

• Coursera
• 13 weeks, 7 hours a week
• On-Demand
• Paid Course
• 3 courses

Advanced Business Analytics Capstone

81 ratings at Coursera

Analyze financial loan data to guide investment decisions through data preprocessing, predictive analytics, prescriptive analytics, and result presentation for optimal portfolio allocation.

• Coursera
• 19 hours 29 minutes
• On-Demand
• Free Online Course (Audit)

Data Mining Pipeline

78 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 2025

149479 ratings at Udemy

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

• Udemy
• 1 day 7 hours 57 minutes
• On-Demand
• Paid Course

Machine Learning using Python

525 ratings at Udemy

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

• Udemy
• 18 hours 51 minutes
• On-Demand
• Paid Course

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

1216 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

The Data Analyst Course: Complete Data Analyst Bootcamp

20201 ratings at Udemy

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

• Udemy
• 21 hours 16 minutes
• On-Demand
• Paid Course