Machine Learning Frameworks Courses and Certifications

Discover AI

Why JAX - Comparing Speed and Scalability of Machine Learning Frameworks in 2023

Discover how JAX revolutionizes machine learning with 100x GPU acceleration, superior scalability, and cost-effective cloud infrastructure compared to TensorFlow and PyTorch.

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

GOTO Conferences

Using Kubernetes for Machine Learning Frameworks

Explore Kubernetes for machine learning frameworks, covering setup, training, and inference phases. Learn to deploy TensorFlow, Apache MXNet, and PyTorch on Kubernetes clusters for efficient ML model production.

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

Machine Learning : A Beginner's Basic Introduction

359 ratings at Udemy

Learn Machine Learning Basics with a Practical Example

• Udemy
• 1 hour 50 minutes
• Self-Paced
• Paid Course

USENIX Enigma Conference

Trustworthy Machine Learning: Challenges and Frameworks

Exploring the security challenges in machine learning, this talk discusses strategies for building trustworthy AI systems by analyzing data influence, addressing vulnerabilities, and enhancing interpretability.

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

Devoxx

Using Kubernetes for Machine Learning Frameworks

Learn to leverage Kubernetes for training and deploying machine learning models using TensorFlow, Apache MXNet, and PyTorch. Explore isolation, auto-scaling, and GPU support for efficient ML workflows.

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

Open Compute Project

Machine Learning Software Ecosystems: Frameworks, Compilers, and Models - Part 1

Explore the landscape of ML frameworks, compilers, and models while understanding performance considerations for various hardware platforms and edge computing requirements.

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

OpenFabrics Alliance

Designing Networking Stacks for Machine Learning Frameworks

Dive into networking stack design for machine learning frameworks, exploring challenges, solutions, and real-world applications through NCCL case studies and prototype implementations.

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

Cambridge Materials

Order-Disorder Transitions in Zeolitic Frameworks Using Molecular Dynamics and Machine Learning

Explore the molecular mechanisms of ordered-disordered phase transitions in zeolitic frameworks through a combination of molecular dynamics simulations, machine learning, and data science approaches.

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

Centre de recherches mathématiques - CRM

Statistical Frameworks for Trustworthy Machine Learning - Privacy, Uncertainty, and Online Inference

Discover advanced statistical frameworks for trustworthy ML, covering Gaussian differential privacy on manifolds and online quantile regression with uncertainty quantification.

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

AI Infrastructure: Cloud GPUs

Discover how CPUs, GPUs, and TPUs power AI workloads and learn to select optimal compute resources for your projects through Google's performance-focused training.

• Google Skills
• 1 hour
• Self-Paced
• Free Online Course

Stanford Seminar - Deep Learning for Medical Diagnoses

Explore deep learning's impact on medical diagnoses, from arrhythmia detection to chest X-ray interpretation, and its potential to revolutionize diagnostic access and decision support in healthcare.

• YouTube
• 57 minutes
• Self-Paced
• Free Online Course

Abhishek Thakur

Applied Machine Learning Framework

Master building a comprehensive ML framework from cross-validation to categorical features, binary classification metrics, and entity embeddings for real-world applications.

• YouTube
• 5 hours 22 minutes
• Self-Paced
• Free Video

Tech with Tim

How to Build AI Agents in Python

Discover how to build autonomous AI agents in Python with memory, goals, and real-world actions. Explore frameworks, tools, patterns, and stack selection for creating intelligent systems beyond chatbots.

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

Discover AI

JAX and FLAX for Neural Networks - Transformers

Master JAX and FLAX for building transformer models including LLMs through functional programming, comparing frameworks, and optimizing cloud infrastructure.

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

Sam Witteveen

LangChain Reaches 1.0 - What's New?

Discover LangChain's milestone 1.0 release, $125M funding round, and new LangGraph framework for building advanced LLM agents and applications.

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