{"id":121365,"date":"2025-06-17T17:43:33","date_gmt":"2025-06-17T17:43:33","guid":{"rendered":"https:\/\/business-staging.udemy.com\/?post_type=learning-path&#038;p=121365"},"modified":"2025-06-17T17:43:33","modified_gmt":"2025-06-17T17:43:33","slug":"llm-performance-optimization","status":"publish","type":"learning-path","link":"https:\/\/business-staging.udemy.com\/learning-path\/llm-performance-optimization\/","title":{"rendered":"LLM Performance Optimization"},"featured_media":0,"template":"","meta":{"_acf_changed":false,"_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","jv_blocks_editor_width":"","_genesis_block_theme_hide_title":false},"class_list":["post-121365","learning-path","type-learning-path","status-publish","hentry","post","without-featured-image"],"acf":{"category":"Technical Professionals","title":"LLM Performance Optimization","heading_paragraph":"<p>This starter learning path explores advanced LLM performance optimization, covering fine-tuning (OpenAI, Hugging Face), model compression (quantization, pruning, distillation), parallelization strategies (data\/model\/hybrid\/tensor\/pipeline), and the latest techniques in efficient LLM deployment. Learners gain hands-on experience with tools like PyTorch, DeepSpeed, Megatron-LM, and practical workflows for scalable, accurate, and efficient GenAI model training and inference.<\/p>\n","description_paragraph":"<h3>Learning objectives:<\/h3>\n<ul>\n<li>Apply Fine-Tuning Techniques: Learn to fine-tune LLMs using OpenAI and Hugging Face Transformers for various NLP and vision tasks, including sentiment analysis, NER, summarization, and custom data adaptation.<\/li>\n<li>Implement Model Compression: Master quantization, pruning, and knowledge distillation to reduce model size and improve inference speed while maintaining accuracy.<\/li>\n<li>Leverage Parallelization Strategies: Understand and apply data, model, hybrid, pipeline, and tensor parallelism to train and deploy LLMs efficiently on multi-GPU and distributed systems.<\/li>\n<li>Utilize Advanced Optimization Methods: Explore domain adaptation, data augmentation, PEFT, LoRA, QLoRA, and the latest fine-tuning updates to further enhance LLM performance and scalability.<\/li>\n<li>Benchmark and Evaluate Optimized Models: Develop skills in evaluating, benchmarking, and comparing base versus optimized models to ensure robust, scalable, and accurate GenAI solutions.<\/li>\n<\/ul>\n<h3>Target audience:<\/h3>\n<p>This path is designed for machine learning engineers, data scientists, and AI practitioners seeking to optimize LLM performance for production-scale applications. 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