Multi-task Learning (MTL) Courses and Certifications

Coursera

Creating Multi Task Models With Keras

78 ratings at Coursera

Learn to build multi-task, multi-output models using Keras' functional API. Create a model with shared layers and ResNet-style skip connections for complex tasks like object detection.

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

Stanford CS330: Deep Multi-Task and Meta Learning

Explore advanced machine learning techniques for efficient learning across multiple tasks, including optimization-based meta-learning, Bayesian approaches, and reinforcement learning applications.

• 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 mitigate catastrophic forgetting, enabling multi-task learning and adaptation in dynamic environments through context-sensitive gating and sparse representations.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

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)

Devoxx

Life of a Packet Through Istio

Explore Istio's architecture and advanced networking features for Kubernetes, following a packet's journey through components like Pilot, Mixer, and Envoy for intelligent routing and security.

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

Yannic Kilcher

Towards Extreme Multi-Task Scaling for Transfer Learning

Explores ExT5, an advanced NLP model pre-trained on 107 diverse tasks. Analyzes multi-task scaling benefits, task co-training effects, and demonstrates ExT5's superior performance across various NLP benchmarks.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Gopher Academy

PKI for Gophers

Explore Go primitives for PKI, including certificate hierarchies, mTLS, hardware-backed keys, and public infrastructure. Dive into automated issuance, revocation, and custom PKI implementation.

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

Hussein Nasser

The Cloudflare MTLS Vulnerability - A Deep Dive Analysis

Detailed analysis of Cloudflare's mTLS vulnerability, exploring client certificate revocation, session resumption, and the impact on security. Includes technical insights and Cloudflare's mitigation strategies.

• YouTube
• 42 minutes
• On-Demand
• Free Video

Device Tree in Zephyr Project - Simplifying System Configuration

Explore device tree integration in Zephyr for simplified board configuration and device initialization. Learn about changes, impacts, and future improvements in system configuration for constrained devices.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Spring I/O

Securing the Service to Service Call Chain - Patterns and Protocols

Explore key patterns and technologies for securing service-to-service communication, including API Gateways, Service Mesh, SPIFFE, mTLS, JWT, and OpenID Connect, with Spring-based demos and practical implementations.

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

TechWorld with Nana

Consul Service Mesh Tutorial for Beginners - Crash Course

Comprehensive tutorial on Consul service mesh, covering architecture, secure networking, and multi-cluster deployment. Includes hands-on demo for setting up Consul in Kubernetes across multiple cloud platforms.

• YouTube
• 1 hour 48 minutes
• On-Demand
• Free Video

DEFCONConference

mTLS: When Certificate Authentication Goes Wrong - Security Implementation Vulnerabilities

Dive into novel attacks on mTLS authentication systems, exploring implementation vulnerabilities, exploitation techniques, and secure coding practices for certificate-based authentication.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Rawkode Academy

Introduction to Linkerd - Service Mesh for Kubernetes

Explore Linkerd, a Kubernetes service mesh for enhanced debugging, observability, reliability, and security. Learn installation, features, and practical applications through live demonstrations.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Debunking the Istio Is Complex Meme - Iterative Adoption and Real-World Stories

Explore Istio's power in connecting and securing applications, learn iterative adoption strategies, and discover real-world success stories to simplify your journey with this powerful networking technology.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Graham Neubig

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

Explore multi-task and multi-lingual learning in NLP, covering feature extraction, pre-training encoders, parameter adaptation, and structured prediction across languages.

• YouTube
• 57 minutes
• On-Demand
• Free Video