Data Science Dojo Courses

How to Deploy an ML App on Azure App Service

Learn to develop and deploy an interactive machine learning app on Azure, covering UI creation, model development, and CI/CD configuration for seamless production deployment.

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

Writing Unit Tests for Data Science Code

Learn best practices for unit testing data science code, including handling data inputs, model training, and evaluation. Gain insights on bridging software engineering and data science for more robust ML applications.

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

Saving Lives Behind the Wheel - Artificial Intelligence and Computer Vision for Road Safety

Explore AI and computer vision's role in enhancing road safety through real-time edge-based deep learning systems, addressing challenges and leveraging technological trends to reduce traffic fatalities.

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

From Data to Dashboard - Make an Interactive Model

Learn to create an interactive dashboard from raw data using Python. Master data cleaning, exploration, modeling, and visualization techniques for real-world data science projects.

• YouTube
• 1 hour 28 minutes
• Self-Paced
• Free Video

Topology for Time Series

Explore topological algorithms for time series comparison using persistent homology. Learn implementation in R, understand caveats, and gain practical insights through live coding and dataset analysis.

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

How to Validate Your Model & Data and Easily Avoid Common ML Pitfalls

Explore common ML pitfalls and learn effective strategies for model and data validation. Gain practical insights on avoiding biases, data leakages, and performance instability through hands-on demonstrations and real-life examples.

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

Reliable and Reusable Python Script Sharing With KNIME

Learn to create reliable, reusable Python scripts in KNIME for efficient collaboration. Explore low-code approaches with components and full-code methods for writing KNIME nodes and extensions in Python to boost organizational productivity.

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

Natural Language Processing in Mental Health

Explore how natural language processing can extract mental health indicators from everyday language, aiding neuropsychiatry while considering potential risks and ethical implications.

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

Crash Course on Transfer Learning

Explore transfer learning in deep learning models, including its concept, applications, benefits, and methods. Learn how models leverage prior knowledge for improved performance and efficiency.

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

DataOps for the Modern Computer Vision Stack

Explore DataOps for computer vision, addressing key challenges and principles. Learn about pipeline implementation, data management, and future trends in modern CV stacks.

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

Introduction to Power Virtual Agents

Learn to create powerful chatbots without coding using Power Virtual Agents. Master topics, entities, knowledge bases, and deployment across channels for enhanced customer relations.

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

Crash Course in Predictive Analytics

Learn to leverage predictive analytics for proactive decision-making in a volatile world. Explore techniques to transform data into actionable insights, optimize operations, and gain a competitive edge.

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

The Seven Ingredients in Every Great Chart

Discover the essential ingredients for creating impactful charts. Learn to craft clear, informative visualizations that effectively communicate data and avoid common pitfalls in representation.

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

Putting MLOps into Practice

Streamline your machine learning lifecycle with MLOps best practices, from project initiation to model deployment and monitoring. Learn practical implementation strategies and reference architectures.

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

Power BI Crash Course for Beginners

Learn to import, analyze, and visualize data using Power BI Desktop. Master data cleaning, DAX, Power Query, and create insightful visualizations for effective business intelligence.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video