Data Preprocessing Courses and Certifications

NPTEL;  IIT Kharagpur

Data Mining

25 reviews

Comprehensive exploration of data mining techniques, covering preprocessing, association rules, classification methods, and clustering algorithms for extracting valuable insights from datasets.

• YouTube
• 16 hours
• On-Demand
• Free Video

Aprendizaje automático (machine learning) y ciencia de datos

30 reviews

Aprende a valorizar y extraer conocimiento a partir de los datos, usando técnicas y herramientas de análisis de datos genéricas, y aprendizaje automático en particular.

• edX
• 5 weeks, 4-5 hours a week
• On-Demand
• Free Online Course (Audit)

Data Analysis and Visualization

This course will introduce students to the field by covering state­-of-­the-art modeling, analysis and visualization techniques.

• Udacity
• 16 weeks
• On-Demand
• Free Online Course

Master AI-based trading model development from ideation to optimization, covering preprocessing, backtesting, reinforcement learning, and momentum strategies for data-driven market analysis and trading decisions.

• Udacity
• 4 months 3 weeks 1 day 6 hours 48 minutes
• On-Demand
• Paid Course

Introduction to Machine Learning with caret

Master machine learning fundamentals using R's caret package, covering data preprocessing, model training, evaluation, and cross-validation through hands-on practice with real datasets like iris.

• CodeSignal
• On-Demand
• Free Certificate

Practical Machine Learning with the mtcars Dataset in R

Master practical machine learning in R through hands-on projects with mtcars dataset, covering preprocessing, model building, evaluation, visualization, and cross-validation techniques.

• CodeSignal
• On-Demand
• Free Certificate

Intro to Data Cleaning and Preprocessing with Diamonds

Master data cleaning techniques using the diamonds dataset, from handling missing values to standardizing features, with hands-on practice in categorical conversion, visualization, and outlier detection.

• CodeSignal
• On-Demand
• Free Certificate

Data Cleaning and Preprocessing with R

Master essential data cleaning techniques in R using tidyr, covering missing values handling, outlier detection, data normalization, and categorical encoding for effective analysis.

• CodeSignal
• On-Demand
• Free Certificate

Comprehensive Data Wrangling and Analysis with Pandas and Numpy

Master advanced data manipulation techniques using Pandas and NumPy, from complex grouping operations to sophisticated preprocessing, scaling, and analysis methods for extracting meaningful insights from datasets.

• CodeSignal
• On-Demand
• Free Certificate

Modeling the Iris Dataset with TensorFlow

Master TensorFlow fundamentals through hands-on practice with the Iris dataset, covering data preprocessing, model building, performance evaluation, early stopping implementation, and model deployment techniques.

• CodeSignal
• On-Demand
• Free Certificate

Modeling the Wine Dataset with PyTorch

Master PyTorch by building a wine classification model, from data preprocessing through model evaluation, visualization, and deployment - all using practical hands-on techniques.

• CodeSignal
• On-Demand
• Free Certificate

Preparing Financial Data for Machine Learning

Master essential techniques for preparing financial time series data through feature engineering, scaling, and proper train-test splitting to build effective machine learning models for stock price prediction.

• CodeSignal
• On-Demand
• Free Certificate

Intro to Data Cleaning and Preprocessing with Titanic

Master data cleaning and preprocessing techniques using Python with the Titanic dataset, covering missing data handling, feature engineering, scaling, outlier detection, and categorical data transformation.

• CodeSignal
• On-Demand
• Free Certificate

Data Cleaning and Preprocessing Techniques

Master essential data preprocessing techniques, from handling missing values and outliers to implementing normalization, encoding, and binning methods using Python and Pandas for effective data preparation and analysis.

• CodeSignal
• On-Demand
• Free Certificate

Advanced Preprocessing and Collecting Techniques

Master advanced data preprocessing techniques, from DataFrame merging and grouping to filtering and sorting operations in Pandas. Enhance your ability to handle complex datasets and prepare them effectively for analysis.

• CodeSignal
• On-Demand
• Free Certificate