Text Classification Courses and Certifications

Microcredential

Text Classification with Natural Language Processing

23 ratings at CodeSignal

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

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

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
• 6 hours
• 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
• 6 hours
• On-Demand
• Free Certificate

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

Coding Train

Chaotic Bayesian Text Classification

Explore Bayesian text classification through creative coding with p5.js, combining machine learning concepts with chaotic visual elements for interactive data analysis.

• YouTube
• 3 hours 35 minutes
• On-Demand
• Free Video

Alan Turing Institute

Text Classification for Detecting Populist Speech in Tweets

Explore techniques for detecting populist speech in tweets using text classification methods, with insights from Dr Riza Batista-Navarro of the University of Manchester.

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

MLOps World: Machine Learning in Production

Developing a Data-Centric NLP Machine Learning Pipeline for Text Classification

Explore the development of a text classification pipeline using BERT, focusing on creating a robust training dataset and taxonomy for improved ML results in a real-time system.

• YouTube
• 32 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

Microcredential

Introduction to Natural Language Processing

22 ratings at CodeSignal

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
• 10 hours
• On-Demand
• Free Certificate
• 4 courses

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
• 3 hours
• 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
• 5 hours
• On-Demand
• Free Certificate

Feature Engineering for Text Classification

1 review

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
• 5 hours
• On-Demand
• Free Certificate

Coursera

Fine Tune BERT for Text Classification with TensorFlow

212 ratings at Coursera

Learn to fine-tune BERT for text classification using TensorFlow, covering data preprocessing, input pipelines, and model training. Gain hands-on experience with advanced NLP techniques.

• Coursera
• 2 hours 51 minutes
• 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
• 17 hours 48 minutes
• On-Demand
• Paid Course

Transformers: Text Classification for NLP Using BERT

456 ratings at LinkedIn Learning

Learn about transformers, the go-to architecture for NLP and computer vision tasks.

• LinkedIn Learning
• 55 minutes
• On-Demand
• Free Trial Available