Data Science Dojo Courses

Building Robust Machine Learning Models from Noisy Labeled Data - Improving ML Model

Learn how noisy crowdsourced labels and annotator disagreement affect model training, then monitor for distribution bias in ML systems.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Unlock the Power of Embeddings with Vector Search - Future of Data & AI - Data Science Dojo

Build semantic text search and reverse image search with embeddings, then see how to put the applications into production with Milvus.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Deep Learning with KNIME - Future of Data & AI

Use KNIME’s Keras integration to build an LSTM text generator, create images with GANs, and apply neural styling to a profile picture.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

Leveraging Data Assets in Your Company and Monetizing Them Ethically - Monetization of Data Assets

Explores ethical ways to monetize company data, including direct sales, indirect monetization, and assessing data value.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Approaches to Fraud Detection - Autoencoder and Isolation Forest - Fraud Detection Using ML

Detect fraud in labeled and unlabeled data using KNIME, from random forests and autoencoders to statistical and outlier detection methods.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

Working with Virtual Machines and Marketplace Offers - Azure Marketplace

Explore Azure Marketplace offers, deploy applications to virtual machines with one click, and try tools running on a VM.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

The Power of Effective Data Storytelling - Basics for Data Analysis

Learn how purpose, audience, data visualizations, and narrative can make data analysis findings clearer and more influential in business decisions.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Quantum Generative Machine Learning Explained - Quantum Leap in the Generation of Computing

An introduction to the Quantum Circuit Born Machine, showing how quantum circuits can generate data and how their foundations differ from classical machine learning.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Translating Data into Effective Decisions - Data Driven Decision Making - Data-Backed Decisions

A systematic way to connect business metrics and actionable levers, using machine learning to make decisions under uncertainty.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

SQL Crash Course for Beginners

A beginner’s guide to finding data in databases with SQL, including how relational and NoSQL systems differ and how SQL fits alongside analysis tools.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Getting High-Quality Data for Your Computer Vision Models - Building Computer Vision Models

A data-centric approach to computer vision focuses on collecting and annotating representative, consistent image datasets and mitigating harmful bias.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Causal Behavioral Modeling Framework - Discrete Choice Modeling of Consumer Demand

See how individual differences in discrete choice models can be estimated from aggregate sales data through simulated consumers.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Search Query Expansion Using Natural Language Processing and Machine Learning

An unsupervised correlation service expands enterprise search queries by uncovering implicit relationships among terms in a content corpus.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Data Analysis Challenges in Cybersecurity

Explores why collecting security data is not the same as detecting threats, including the risks of over-collection.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Building Trustworthy AI Solutions

Applies the four cores of credibility—integrity, intent, capabilities, and results—to building trust between people and AI systems.

• YouTube
• 48 minutes
• Self-Paced
• Free Video