Parallelization Courses and Certifications

Coursera

Master Java Build Tools for ML Projects

Explore Maven and Gradle to streamline Java ML builds with caching, parallelization, and automation techniques for faster development cycles.

• Coursera
• 3 hours 44 minutes
• Self-Paced
• Paid Course

Selenium WebDriver Coding Exercises for Interviews

156 ratings at Udemy

This course contains a list of 16 Selenium Webdriver coding exercises that will help you ace your java interview.

• Udemy
• 1 hour 58 minutes
• Self-Paced
• Free Online Course

USENIX

TopoOpt - Co-optimizing Network Topology and Parallelization Strategy for Distributed Training Jobs

Novel direct-connect fabric optimizing distributed DNN training across computation, communication, and network topology. Reduces training time by up to 3.4x compared to similar-cost Fat-Tree interconnects.

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

USENIX

nnScaler: Constraint-Guided Parallelization Plan Generation for Deep Learning Training

Innovative framework for efficient deep learning training parallelization, using primitives and constraints to generate optimized execution plans, outperforming existing solutions for popular DNN models.

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

USENIX

OPER: Optimality-Guided Embedding Table Parallelization for Large-scale Recommendation Models

Optimality-guided embedding table parallelization for efficient large-scale recommendation model training and inference, achieving significant speedups over existing frameworks.

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

MIT HAN Lab

Distributed Training Methods and Parallelization Techniques - Lecture 19

Explore advanced distributed training concepts, from data parallelism and communication primitives to pipeline, tensor, and sequence parallelism methods for efficient machine learning systems.

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

ACM SIGPLAN

The Best Multicore-Parallelization Refactoring You've Never Heard Of

Discover a powerful, lesser-known refactoring technique for optimizing multicore parallelization in software development.

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

Agentic Workflows

3 ratings at Udacity

Master intelligent system architecture by building AI agent teams that reason, plan, and collaborate using Python patterns like Prompt Chaining, Routing, and Parallelization.

• Udacity
• 14 hours
• Self-Paced
• Paid Course

Spark Fundamentals II

Expand knowledge on RDDs, Spark architecture, data distribution, and task parallelization. Learn advanced API operations and optimize data for joins using memory caching.

• Cognitive Class
• 5 hours
• Self-Paced
• Free Online Course

Agentic AI Workflows with Microsoft Azure

Master advanced AI workflows using Azure's Semantic Kernel to build multi-agent systems with routing, parallelization, and orchestrator-workers patterns for complex automation tasks.

• Udacity
• 15 hours
• Self-Paced
• Paid Course

Agentic Workflows for Life Sciences Research

Discover how to build dynamic AI workflows for life sciences research using Python, covering prompt chaining, routing, parallelization, and orchestrator-worker patterns through hands-on drug repositioning projects.

• Udacity
• 13 hours
• Self-Paced
• Paid Course

Agentic Workflows with Google ADK

Master intelligent automation by building sophisticated AI agents using Google's Agent Development Kit and Vertex AI Gemini through hands-on workflow patterns and real-world projects.

• Udacity
• 15 hours
• Self-Paced
• Paid Course

Amazon Web Services;  Amazon

Amazon Simple Storage Service (Amazon S3) Performance Optimization

Optimize Amazon S3 performance through prefixes, parallelization, and acceleration techniques. Learn to implement timeouts, retries, and use tools like S3 Select, CloudFront, and CloudWatch for efficient data management and delivery.

• AWS Skill Builder
• 1 hour
• Self-Paced
• Free Certificate

Stanford Seminar - Algorithmic Extremism- Examining YouTube's Rabbit Hole of Radicalization

Examination of YouTube's recommendation algorithm, challenging claims of far-right radicalization. Data analysis reveals a preference for mainstream media over fringe content, with implications for online political discourse.

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

GOTO Conferences

Functional Programming for Pragmatists

Explore practical benefits of functional programming for building high-quality software efficiently. Learn about performance optimization, easier testing, debugging, and ecosystem advantages.

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