Optimize LLM Costs & Streamline Processes is an intermediate course for machine learning practitioners and AI professionals looking to bridge the gap between technical execution and operational excellence. You will learn two critical, in-demand skills: cost optimization for Large Language Models (LLMs) and process streamlining for ML workflows. First, you will dive into the financial side of MLOps, learning to dissect compute-spend reports, pinpoint the models driving up costs, and propose concrete technical optimizations like INT8 quantization to make a measurable financial impact. Next, you will master the principles of lean management by applying Value-Stream Mapping (VSM) to complex ML pipelines. Through hands-on labs using tools like Miro and spreadsheets, you will learn to visualize workflows, identify hidden waste like manual bottlenecks and wait times, and design streamlined, automated future-state processes. By the end of this course, you will be equipped to not only build powerful models but also to deploy and manage them in a way that is cost-efficient, fast, and aligned with business goals.
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Optimize LLM Costs & Streamline Processes
本课程是 LLM Optimization & Evaluation 专项课程 的一部分
位教师：LearningMate
包含在 中
您将学到什么
Optimize LLM costs by analyzing spend reports and streamline ML pipelines using value-stream mapping to boost efficiency and reduce cycle times.
您将获得的技能
要了解的详细信息
了解顶级公司的员工如何掌握热门技能
积累特定领域的专业知识
- 向行业专家学习新概念
- 获得对主题或工具的基础理解
- 通过实践项目培养工作相关技能
- 获得可共享的职业证书
该课程共有2个模块
In this module, you will learn to translate financial data from compute-spend reports into actionable technical strategies. You will dissect these reports to pinpoint high-cost models, explore optimization techniques like quantization, and learn to propose solutions that directly impact the bottom line.
涵盖的内容
2个视频1篇阅读材料2个作业
This module introduces lean management principles through Value-Stream Mapping (VSM). You will learn to visualize an end-to-end ML pipeline, systematically identify and classify waste, and design a streamlined future-state process that leverages automation to shorten cycle times and increase efficiency.
涵盖的内容
2个视频1篇阅读材料2个作业
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