This is a guided project on fine-tuning a Bidirectional Transformers for Language Understanding (BERT) model for text classification with TensorFlow. In this 2.5 hour long project, you will learn to preprocess and tokenize data for BERT classification, build TensorFlow input pipelines for text data with the tf.data API, and train and evaluate a fine-tuned BERT model for text … [Read more...] about Fine Tune BERT for Text Classification with TensorFlow
Data Science
Data Validation with Alteryx: Testing and Optimization Tools
Tired of spending hours looking for that one pesky bug that keeps messing up your results? This hands-on Alteryx course teaches you to audit and validate you data input and workflows, to get confidence in you output. You will learn to check input data files for potential errors, detect data loss when combining data streams, and maintain data integrity through joins and … [Read more...] about Data Validation with Alteryx: Testing and Optimization Tools
Using the Natural Language API from Google Docs
This is a Google Cloud Self-Paced Lab. In this hands-on lab, you will use Apps Script to call the Natural Language API from Google Docs to analyze the sentiment of selected text in the document. … [Read more...] about Using the Natural Language API from Google Docs
Transforming Exploratory Data Analysis with AI
Picture this: You’re a data scientist working for a non-profit organization responding to a natural disaster. You’ve been tasked with analyzing data from multiple sources—satellite imagery, social media posts, and relief agency reports—to identify the most affected areas and allocate resources efficiently. The problem? The data is massive, unstructured, and needs to be … [Read more...] about Transforming Exploratory Data Analysis with AI
TensorFlow for Beginners: Basic Binary Image Classification
The goal of this project is to introduce beginners to the basic concepts of machine learning using TensorFlow. The project will include, how to set up the tool and get started as well as understanding the fundamentals of machine learning/neural network model and its key concepts. Learning how to use TensorFlow for implementing machine learning algorithms, data preprocessing, … [Read more...] about TensorFlow for Beginners: Basic Binary Image Classification
