Multi-task Learning (MTL) Courses and Certifications

Stanford CS330: Deep Multi-Task and Meta Learning

Stanford CS330: Multi-Task and Meta-Learning, 2019 | Student Presentation. Explore the fundamentals of Multi-Task and Meta-Learning through Lectures 1-12 and Student Presentations. Lectures cover topics such as Overview, Basics, Optimization-Based

• YouTube
• 18 hours
• On-Demand
• Free Online Course

Yannic Kilcher

Avoiding Catastrophe - Active Dendrites Enable Multi-Task Learning in Dynamic Environments

Explore how active dendrites in neural networks combat catastrophic forgetting in multi-task learning with Yannic Kilcher's 1-2 hour material.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Online Course

Creating Multi Task Models With Keras

73 ratings at Coursera

Learn to create and train multi-task, multi-output models with Keras in this 1-hour guided project by Coursera Project Network. Requires Python and Keras experience.

• Coursera
• 1 hour 35 minutes
• On-Demand
• Paid Course

Introduction to Service Mesh with Linkerd

Learn the basics of the service mesh and get hands-on practical experience with Linkerd, the open source, open governance, ultralight CNCF service mesh for Kubernetes, including transparent mTLS, golden metrics, traffic shifting, and multi-cluster commun…

• edX
• 10 weeks, 3-5 hours a week
• On-Demand
• Free Online Course (Audit)

Getting Started with Linkerd Service Mesh

10 ratings at Pluralsight

Microservices provide many benefits but come with new challenges. This course will teach you how to use the Linkerd service mesh to help you run your services hosted on Kubernetes reliably and securely.

• Pluralsight
• 1 hour 47 minutes
• On-Demand
• Free Trial Available

Yannic Kilcher

Towards Extreme Multi-Task Scaling for Transfer Learning

Explore the ExT5 model's extreme multi-task scaling for transfer learning in NLP, with a focus on pre-training on 107 different tasks, in this short study by Yannic Kilcher.

• YouTube
• 41 minutes
• On-Demand
• Free Online Course

Graham Neubig

Neural Nets for NLP - Multi-task, Multi-lingual Learning

Explore multi-task and multi-lingual learning in Neural Networks for NLP with Graham Neubig. Less than 1-hour workload, ideal for quick learning.

• YouTube
• 57 minutes
• On-Demand
• Free Online Course

Hussein Nasser

The Cloudflare MTLS Vulnerability - A Deep Dive Analysis

Dive into Cloudflare's mTLS vulnerability with Hussein Nasser's detailed analysis, covering certificate revocation, authentication, and problem-solving in under an hour.

• YouTube
• 42 minutes
• On-Demand
• Free Online Course

Devoxx

Life of a Packet Through Istio

Explore Istio's advanced networking features for Kubernetes in this deep-dive by Devoxx. Learn about intelligent routing, resiliency, and security in a 2-3 hour session.

• YouTube
• 2 hours 28 minutes
• On-Demand
• Conference Talk

Linux Plumbers Conference

Seamless Transparent Encryption with BPF and Cilium

Learn to implement seamless transparent encryption in dynamic environments like Kubernetes with Cilium and BPF, offered by Linux Plumbers Conference.

• YouTube
• 40 minutes
• On-Demand
• Conference Talk

CNCF [Cloud Native Computing Foundation]

Deep Dive - Linkerd

Explore multi-cluster mTLS functionality in Linkerd 2.8 with Zahari Dichev from Buoyant, Inc. Learn deployment best practices, trade-offs, and future roadmap. Offered by CNCF.

• YouTube
• 27 minutes
• On-Demand
• Conference Talk

Gopher Academy

PKI for Gophers

Learn about Go primitives for generating certificate hierarchies and instrumenting mTLS in less than an hour with Gopher Academy.

• YouTube
• 36 minutes
• On-Demand
• Conference Talk

CNCF [Cloud Native Computing Foundation]

Strategies for Multi-Cluster Routing

Learn to tackle networking problems in multi-cluster environments with CNCF's under 1-hour material, covering topics like load-balancers, route sharing, and repeatable config.

• YouTube
• 39 minutes
• On-Demand
• Conference Talk

Spring I/O

Securing the Service to Service Call Chain - Patterns and Protocols

Learn to secure service-to-service call chains with Spring I/O, exploring API Gateways, Service Mesh, SPIFFE, mTLS, JWT, and OpenID Connect. Includes a GitHub repo for practical application.

• YouTube
• 43 minutes
• On-Demand
• Conference Talk

GOTO Conferences

Effective Haskell

Learn Haskell's practical applications, focusing on Monad Transformers, Type Families, and building RESTful services with a 44-minute interview from GOTO Conferences.

• YouTube
• 44 minutes
• On-Demand
• Conference Talk