Performance Tuning Courses and Certifications

Amazon Web Services;  Amazon

Performance Tuning on Amazon DocumentDB (Japanese) 日本語吹き替え版

Amazon DocumentDBのパフォーマンス最適化手法を学ぶ。クラスター設計、メトリクス監視、トラブルシューティングなど、効率的なデータベース運用に必要な知識とスキルを習得できる。

• AWS Skill Builder
• 1 hour
• On-Demand
• Free Certificate

Coursera

Unify, Reconcile, and Tune Data Systems

Master advanced data synchronization by applying SQL MERGE for upserts, designing field-level reconciliation rules, and optimizing enterprise integration performance for reliable, high-performing pipelines.

• Coursera
• 2 hours 40 minutes
• On-Demand
• Paid Course

Amazon Web Services;  Amazon

Performance Tuning on Amazon DocumentDB (Korean)

Amazon DocumentDB 클러스터의 성능 최적화 기법과 모범 사례를 소개. 주요 지표 모니터링, 문제 해결, 데이터베이스 설계 방법을 통해 효율성 향상과 비용 절감 방안 제시.

• AWS Skill Builder
• 1 hour
• On-Demand
• Free Certificate

Amazon Web Services;  Amazon

Performance Tuning on Amazon DocumentDB (Japanese)

Amazon DocumentDBクラスターのパフォーマンス最適化手法を学ぶ。主要メトリクスの監視、一般的な問題のトラブルシューティング、設計のベストプラクティスを通じて、効率性と費用対効果を向上させる方法を習得。

• AWS Skill Builder
• 1 hour
• On-Demand
• Free Certificate

Trelis Research

The Best Tiny Language Models - Performance, Fine-tuning, and Function-calling

Explore the benefits, performance, and fine-tuning of small language models. Learn about function-calling with quantized models and discover the best tiny LLMs for various applications.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Discover AI

Optimizing LLM Fine-Tuning with PEFT and LoRA Adapter-Tuning for GPU Performance

Master efficient fine-tuning of large language models using PEFT and LoRA techniques, optimizing GPU memory usage through INT8 quantization and adapter-tuning for cost-effective model development.

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

Databricks

Fine-Tuning and Enhancing Performance of Apache Spark Jobs

Explore best practices for optimizing Apache Spark jobs, including resource allocation, parameter tuning, and performance enhancement techniques. Learn to identify bottlenecks and implement solutions for improved efficiency.

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

Devoxx

Secrets of Performance Tuning Java on Kubernetes

Explore JVM ergonomics, CPU throttling, and Garbage Collectors to optimize Java performance on Kubernetes. Learn to balance vertical and horizontal scaling for improved efficiency and cost reduction in cloud environments.

• YouTube
• 2 hours 34 minutes
• On-Demand
• Conference Talk

Java

G1GC Concepts and Performance Tuning for Java Applications

Explore G1GC performance tuning techniques using GC logs and JFR recordings to optimize Java application performance and understand G1 ergonomics.

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

Code Sync

Why Is My LiveView Slow and What Can I Do About It - Performance Tuning for LiveView

Discover tools and techniques to diagnose and optimize LiveView performance, enhancing your Elixir web applications for improved speed and responsiveness.

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

GAIA

P-Tuning: A Parameter Efficient Tuning to Boost LLM Performance

Explore p-tuning, a prompt-learning method for adapting LLMs to low-resource languages. Learn to enhance NLP task performance using NVIDIA NeMo's continuous multitask learning of virtual prompts.

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

Discover AI

Chain of Thought and Instruction Fine-Tuning for Enhanced Language Model Performance

Explore how Chain of Thought and instruction fine-tuning techniques enhance language models' performance, from basic reasoning tasks to simulating human behavior and decision-making processes.

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

Discover AI

NEFTune - Improving LLM Performance Through Noisy Embeddings Fine-Tuning

Discover how NEFTune's innovative instruction fine-tuning method enhances LLM performance through noisy embeddings, with practical implementation in HuggingFace TRL.

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

Discover AI

ChatGPT vs Flan-T5: Comparing Proprietary and Free LLMs with Performance Tuning

Explore the differences between ChatGPT and Flan-T5 LLM models, comparing their capabilities, accessibility, and performance optimization through practical demonstrations and hyperparameter tuning techniques.

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

Red Hat

Performance Analysis and Tuning of Red Hat Enterprise Linux

Optimize Red Hat Enterprise Linux performance through memory tuning, NUMA configuration, and advanced tools. Learn to analyze and resolve bottlenecks for enhanced system efficiency.

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