Machine Learning Courses and Certifications

EuroPython Conference

Audio Classification with Machine Learning

Learn to build practical machine learning models for audio classification using spectrograms, CNNs, and techniques like transfer learning and data augmentation with Keras and TensorFlow.

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

EuroPython Conference

Industrial Machine Learning Pipelines with Python & Airflow

Learn to build scalable, distributed machine learning data pipelines using Airflow with Celery backend. Gain insights on industry challenges, comparisons with other technologies, and practical knowledge for implementation.

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

EuroPython Conference

Explaining Behavior of Machine Learning Models with ELI5 Library

Explore techniques for interpreting and debugging ML models using eli5 library. Learn to explain linear models, decision trees, ensembles, and classifiers, improving trust and quality in ML solutions.

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

EuroPython Conference

Machine Learning - Power of Ensembles

Explore ensemble methods in machine learning, combining diverse models for improved accuracy. Learn bagging, boosting, and stacking techniques with real-world examples and practical insights.

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

EuroPython Conference

Machine Learning for Dummies with Python

Beginner-friendly introduction to machine learning using Python and open-source libraries. Learn to implement basic ML concepts without advanced math skills.

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

EuroPython Conference

Plone 5 and How to Use Machine Learning With It

Explore integrating machine learning with Plone 5 CMS using sklearn for content classification and clustering, featuring real-world use cases and enhanced frontend development.

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

PyCon US

Nonsense Verse with Python and Machine Learning

Explore phonetic analysis and word generation using Python and machine learning. Learn to create nonsense verse and analyze word sounds with the Pincelate library.

• YouTube
• 3 hours 22 minutes
• Self-Paced
• Conference Talk

PyCon US

Machine Learning on Encrypted Data with CrypTen

Learn to develop machine learning models on encrypted data using CrypTen, a PyTorch-based framework for secure computing. Explore feature aggregation, data labeling, dataset augmentation, and model hiding techniques.

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

EuroPython Conference

Classifying LEGO Bricks with Machine Learning

Explore the journey of creating a LEGO brick recognition application using Python, covering dataset creation, machine learning approaches, and practical insights for implementation.

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

Krish Naik

MLOps - Machine Learning Production Grade Deployment Techniques - One-Shot Tutorial

Learn MLOps techniques for production-grade machine learning deployment across AWS and Azure platforms, including Elastic Beanstalk, EC2, Web Apps, and Docker with GitHub Actions.

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

ng-conf

A Journey into the World of Machine Learning with TensorFlow.js

Explore machine learning with TensorFlow.js through hands-on projects: build a digit classifier, develop a self-driving car using reinforcement learning, and create an image classifier for Angular applications.

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

ng-conf

The Future of Machine Learning and Javascript

Explore AI possibilities for JavaScript developers using TensorFlow.js and AI-powered APIs. Discover exciting demos and learn how to build AI-powered apps without extensive math knowledge.

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

ng-conf

Build a Look Alike Engine with Machine Learning and Angular

Learn to create a look-alike engine using machine learning techniques and Angular framework, combining cutting-edge technologies for advanced web development.

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

MLCon | Machine Learning Conference

Kotlin for Machine Learning

Explore Kotlin's potential in machine learning projects, from data cleaning to model deployment. Learn about Kotlin tools for data science, including Jupyter notebooks, visualizations, and dataframes.

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

try! Swift Conference

Swift for TensorFlow - Machine Learning with No Boundaries

Explore Swift for TensorFlow's latest features, future plans, and unique advantages for machine learning projects. Learn about cross-platform capabilities, performance improvements, and developer tools in this cutting-edge framework.

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