Machine Learning Courses and Certifications

Center for Language & Speech Processing(CLSP), JHU

Speaker Diarization - Lecture 1

Explore speaker diarization techniques and advancements with expert Herve Bredin in this comprehensive JSALT 2023 workshop session.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Multilingual and Code-Switching Speech Recognition

Explore advanced techniques for multilingual and code-switching speech recognition, focusing on Arabic, English, and low-resource languages. Develop practical LVCSR systems and novel evaluation methods.

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

Unify

Deep Dive: Ivy Frontends - Tutorial 16

Explore Ivy Frontends in-depth, learning key concepts and implementation techniques for this powerful framework.

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

Toronto Machine Learning Series (TMLS)

Optimizing Pinterest Shopping Recommendations for Purchases

Discover how Pinterest optimizes shopping recommendations across platforms to drive purchases using advanced AI techniques, item embeddings, and conversion models.

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

Toronto Machine Learning Series (TMLS)

Introduction to Graph Neural Networks and Their Application in Drug Discovery

Explore Graph Neural Networks in drug discovery, covering concepts, healthcare applications, and Python implementation. Build a GNN model for healthcare use.

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

Neurosymbolic Programming for Science

Data-Efficient Graph Grammar Learning for Molecular Generation

Explore data-efficient neurosymbolic generative models for molecular generation using learnable graph grammars, optimized for small datasets and physically synthesizable molecules.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Yannic Kilcher

NeurIPS 2023 Poster Session 1 - Adversarial Patches, Continual Learning, and Reinforcement Learning

Explore cutting-edge AI research from NeurIPS 2023, covering adversarial patches, continual learning, neural network inference, and offline reinforcement learning.

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

Yannic Kilcher

NeurIPS 2023 Research Highlights - Circuits, Collaborative Filtering, Clustering, and Privacy

Overview of NeurIPS 2023 poster presentations covering graph neural networks, collaborative filtering, semi-supervised learning, and privacy assessment in image reconstruction, with insights on cutting-edge machine learning research.

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

Yannic Kilcher

NeurIPS 2023 Research Highlights - Poster Session 2

Explore cutting-edge AI research from NeurIPS 2023, covering topics like RNN training, image editing, language models, transformers, geo-localization, and hardware resilience in image classifiers.

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

James Briggs

OpenAI Alternatives: Comparing Retrieval Models for RAG - Cohere Embed v3 and Open Source

Explore top retrieval models for RAG: OpenAI's text-embedding-ada-002, Cohere's Embed v3, and e5-base-v2. Compare performance, inference speeds, and results across various tests to enhance your AI applications.

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

1littlecoder

Alternatives to OpenAI APIs for Building AI SaaS

Explore alternative AI API solutions and open-source projects for hosting your own models, reducing reliance on OpenAI and building more reliable GPT wrappers for AI SaaS development.

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

Mervin Praison

Creating Synthetic Datasets for Instruction Finetuning with LLaMA and Nemotron

Learn to create synthetic datasets for AI instruction fine-tuning using LLaMA 3.1 and Nemotron 4. Master subtopic generation, question creation, response generation, quality filtering, and dataset uploading to Hugging Face.

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

Mervin Praison

The Game Changing Evolution of Synthetic Data Generation - Magpie

Explore Magpie's revolutionary synthetic data generation for AI, automating high-quality training data creation without manual input, enhancing model performance and efficiency.

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

Mervin Praison

NVIDIA AI Workbench: Scaling AI Application Development

Simplify AI application development with NVIDIA AI Workbench. Scale projects from local to cloud, automate setups, and leverage powerful GPUs for efficient model fine-tuning and seamless collaboration.

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

MITCBMM

Towards Understanding the Implicit Regularization Effect of SGD

Explore the implicit regularization effect of Stochastic Gradient Descent, uncovering its impact on optimization and generalization in machine learning models.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video