Social And Emotional Learning Courses

Open Data Science

Intelligent Services - Managing Machine Learning in Production

Explore strategies for managing machine learning models in production, including real-time learning, model competition, and versioning, to build responsive and intelligent services.

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

Open Data Science

Big Data Machine Learning & Data Products with Python and H2O

Explore big data machine learning with Python and H2O in this talk. Learn about H2O's distributed processing, integration with Python ecosystem, and fast production scoring for smart business applications.

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

Open Data Science

Using Your Powers for Good - Data Science in the Social Sector

Explore data science applications in the social sector, including disaster relief and education. Learn techniques like logistic regression and ensemble building for impactful machine learning projects.

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

Open Data Science

Gael Varoquaux at ODSC Boston 2015 - Scikit-Learn for Easy Machine Learning

Explore machine learning with scikit-learn: its popularity, capabilities, and future. Learn about easy predictive analysis, development process, and exciting new features in this data science ecosystem.

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

Open Data Science

Topological Data Analysis - New Perspectives on Machine Learning - by Jesse Johnson

Explore geometric patterns in data and how abstract geometry concepts enhance machine learning algorithms. Gain insights into data structure through higher-dimensional perspectives.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

AlphaZero from Scratch – Machine Learning Tutorial

Build AlphaZero from scratch, mastering AI techniques for superhuman game play. Learn MCTS, neural networks, and self-play training to create powerful game-playing algorithms.

• freeCodeCamp
• 4-5 hours
• Self-Paced
• Free Video

Academind

Laravel PHP Build a Social Network - Signup Controller & Model

Create a signup controller and model for a Laravel 5.2 social network, including database setup and form implementation for user registration.

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

ChariotSolutions

QA for AI: Testing Machine Learning Applications - The Reality of Developing an Artificial World

Explore challenges and strategies for testing AI applications, focusing on machine learning algorithms, ethical considerations, and ensuring quality in diverse, innovative technologies.

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

Valerio Velardo - The Sound of AI

Automatic Song Remixes With Audio Signal Processing and Simple Machine Learning

Explore Python-based Infinite Remixer for automatic song remixes using beat tracking and Nearest Neighbours search. Learn system design, usage, experiments, and potential improvements for innovative music creation.

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

Valerio Velardo - The Sound of AI

Preprocessing Audio Datasets for Machine Learning

Build an audio preprocessing pipeline for AI in Python, covering STFT, zero-padding, and min-max normalization. Learn to batch process audio files efficiently for machine learning applications.

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

Valerio Velardo - The Sound of AI

Sound Generation with Deep Learning - Approaches and Challenges

Explore deep learning approaches for sound generation, including raw audio and spectrogram methods. Learn about challenges, architectures, and inputs used in creating AI-generated audio.

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

Valerio Velardo - The Sound of AI

Types of Audio Features for Machine Learning

Explore audio feature types for ML: time, frequency, and time-frequency domains. Learn categorization based on abstraction, ML approach, and temporal scope for intelligent audio applications.

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

Valerio Velardo - The Sound of AI

Understanding Audio Signals for Machine Learning

Explore audio digital signals, analog-to-digital conversion, and key concepts like sampling, quantization, and aliasing for machine learning applications.

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

Valerio Velardo - The Sound of AI

Understanding Audio Data for Deep Learning

Explore fundamental audio processing concepts for deep learning, including waveforms, pitch, Fourier transform, and MFCCs, essential for AI applications in sound analysis.

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

Richard McElreath

Statistical Rethinking 2023 - Social Networks

Explore statistical approaches to social network analysis, covering generative and statistical models, wealth effects, and block models. Gain insights into complex social structures and their implications.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video