Machine Learning Courses and Certifications

PASS Data Community Summit

Data for Good - Machine Learning to Improve Water Access in Developing Nations

Leveraging machine learning to analyze global water point data, providing insights for governments to improve water access in developing nations through an accessible web-based tool.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Conference Talk

PASS Data Community Summit

Azure Machine Learning 101

Explore Azure ML's no-code approach to machine learning, from data preparation to model deployment, suitable for both beginners and experienced data scientists.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Conference Talk

PASS Data Community Summit

Improving Data Analytics with Azure Machine Learning

Explore Azure Machine Learning for data analytics, from data classification to model selection, integration, and deployment in Data Factory pipelines, enhancing decision-making and insights.

• YouTube
• 55 minutes
• Self-Paced
• Conference Talk

EuroPython Conference

The State of Production Machine Learning in 2023

Explore challenges and solutions in production machine learning, focusing on reliability and scalability. Learn key concepts and recommended tools to tackle the increasing complexity of ML pipelines.

• YouTube
• 45 minutes
• Self-Paced
• Conference Talk

EuroPython Conference

Responding to Earthquakes Using Machine Learning and Racing Through Time

Explore how machine learning and Python tools were used to extract and process social media data for earthquake response, creating afetharita.com to aid survivors in Turkey.

• YouTube
• 31 minutes
• Self-Paced
• Conference Talk

EuroPython Conference

Applying Machine Learning Capabilities to Wearable IoT Devices for Boxing Technique Management

Explore how machine learning algorithms on IoT devices can enhance boxing training using motion sensor data, from problem analysis to algorithm deployment on Arduino.

• YouTube
• 30 minutes
• Self-Paced
• Conference Talk

Flawed ML Security: Mitigating Security Vulnerabilities in Data and Machine Learning Infrastructure with MLSecOps

Explore security vulnerabilities in machine learning infrastructure and learn practical strategies for mitigating risks using MLSecOps. Gain insights on RBAC, encryption, and best practices for robust ML systems.

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

Managing Thousands of Automatic Machine Learning Experiments with Argo and Katib

Explore best practices for managing large-scale AutoML experiments using Argo and Katib in cloud-native environments, focusing on hyperparameter tuning and workflow orchestration.

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

Leveraging Argo Workflows and Argo Events for Cloud Agnostic Enterprise Machine Learning Deployments

Explore implementing Argo Workflows and Events for efficient MLOps, including continuous deployment, model retraining, and best practices for cloud-agnostic machine learning pipelines.

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

Machine Learning at Scale Using KubeFlow on AWS

Explore scalable machine learning architecture using Kubeflow on AWS, featuring hands-on demos of distributed storage and Kubernetes-based ML toolkit implementation.

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

JSWORLD Conference

Build Your Machine Learning Model on Edge with React Native

Explore building machine learning models in JavaScript using React Native, leveraging libraries like Onnx.js and Tensorflow.js for edge computing applications.

• YouTube
• 26 minutes
• Self-Paced
• Conference Talk

JSWORLD Conference

Machine Learning with Javascript

Exploring JavaScript's potential for machine learning, discussing frameworks, benefits, and drawbacks compared to Python. Challenges misconceptions about JS in ML and highlights recent advancements.

• YouTube
• 18 minutes
• Self-Paced
• Conference Talk

JavaScript Conferences by GitNation

Predictive Testing in JavaScript with Machine Learning

Applying machine learning to JavaScript testing for efficient test selection, reducing unnecessary runs and improving overall testing effectiveness.

• YouTube
• 18 minutes
• Self-Paced
• Conference Talk

Alan Turing Institute

Introduction to AI and Machine Learning

Explore fundamental concepts of AI and machine learning with expert Nathan Simpson, covering key principles and applications in this comprehensive overview.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Alan Turing Institute

Machine Learning in Public Services: Opportunities and Challenges - Session 3

Explore machine learning's potential and challenges in UK public services, featuring experts discussing opportunities, implementation, and ethical considerations in government AI adoption.

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