Text Classification Courses and Certifications

Building and Evaluating Text Classifiers in Python

Master text classification techniques using Naive Bayes, logistic regression, and grid search optimization. Learn preprocessing, model training, cross-validation, and performance evaluation using Python and the SMS Spam dataset.

• CodeSignal
• On-Demand
• Free Certificate

Collecting and Preparing Textual Data for Classification

Master essential text data collection and preprocessing techniques for NLP, covering data cleaning, stop word removal, stemming, n-gram generation, and named entity recognition for effective classification projects.

• CodeSignal
• On-Demand
• Free Certificate

Introduction to Modeling Techniques for Text Classification

Master essential text classification techniques using Naive Bayes, SVM, Decision Trees, Random Forests, and Logistic Regression. Learn preprocessing, model tuning, and evaluation methods for effective NLP implementations.

• CodeSignal
• On-Demand
• Free Certificate

Advanced Modeling for Text Classification

Master advanced text classification using ensemble methods, deep learning, and neural networks with Python and TensorFlow. Build robust models using bagging, voting classifiers, gradient boosting, and RNNs for improved performance.

• CodeSignal
• On-Demand
• Free Certificate

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

Text Classification for Categorizing Data Records

12 ratings at Pluralsight

This course will teach you the essential techniques to categorize data records efficiently using cutting-edge NLP techniques.

• Pluralsight
• 1 hour 9 minutes
• On-Demand
• Free Trial Available

Discover AI

SetFit and SBERT: Zero-Shot Classification with Synthetic Data Sets - Part 47

Discover how to leverage SetFit and SBERT for zero-shot classification by creating and utilizing synthetic data, enhancing performance in both zero-shot and few-shot scenarios.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Data Science Conference

Optimizing Text Classification in Construction Data Using FastText and BERT Models

Discover how to optimize text classification for construction tenders using fasttext models and BERT, achieving improved accuracy through category merging and probability thresholds for product and supplier predictions.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Text Classification: AI Techniques and Real-World Applications

Discover AI-powered text classification techniques for spam detection, sentiment analysis, and topic categorization, exploring real-world business applications and best practices.

• YouTube
• 14 minutes
• On-Demand
• Free Video

Applied Text Mining in Python

3808 ratings at Coursera

Learn text mining and manipulation in Python, covering NLTK, regex, text cleaning, classification, and topic modeling for advanced document analysis.

• Coursera
• 1 day 1 hour 16 minutes
• On-Demand
• Free Online Course (Audit)

Feature Engineering for Text Classification

Master text classification techniques through hands-on practice with tokenization, Bag-of-Words, TF-IDF, sparse matrices, and dimensionality reduction for effective natural language processing applications.

• CodeSignal
• On-Demand
• Free Certificate

Microcredential

Introduction to Natural Language Processing

Dive into foundational NLP concepts, from text preprocessing to machine learning models, while mastering data exploration, vectorization techniques, and text classification using Python and real-world datasets.

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

Chatbots

Dive into chatbot technology, from design principles to practical implementation using Amazon Lex and AWS. Build and evaluate ML classifiers, create functional chatbots, and explore real-world applications.

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

Microcredential

Text Marketing Analytics

Explora métodos avanzados de análisis de marketing como clasificación de texto, modelado de temas y análisis de redes semánticas usando Python, ideal para profesionales en ciencia de datos.

• Coursera
• 17 weeks, 3 hours a week
• On-Demand
• Paid Course

Supervised Text Classification for Marketing Analytics

14 ratings at Coursera

Learn to use supervised deep learning for text classification in marketing analytics, covering machine learning workflows, neural networks, and practical implementation using Google Colab and Python.

• Coursera
• 12 hours 23 minutes
• On-Demand
• Free Online Course (Audit)