Building Production ML Systems: MLOps Best Practices
Introduction
Machine learning in production is vastly different from notebooks …
Machine learning in production is vastly different from notebooks …
Fine-tuning large language models on custom data can be …
When building production LLM applications, developers face a …
Vector databases are the backbone of modern AI applications. They …
Rust is increasingly becoming the language of choice for building …
Rust’s ownership system is what makes it possible to …
Tokio is Rust’s de facto standard async runtime, enabling …
Unsafe Rust allows you to disable certain safety checks when …
AWS cost optimization is one of the most underutilized ways to …
Serverless is marketed as “pay-per-execution,” but many …
Containerization (Docker) and orchestration (Kubernetes) are …
Spot Instances are AWS’s ultra-discounted compute offering: …
Privacy concerns in machine learning have become paramount as …
Data science remains one of the most in-demand careers in tech. …
Natural Language Processing (NLP) enables computers to understand, …
Time series data is everywhere—from stock prices to sensor readings …
Cloud security requires …
Zero Trust replaces implicit trust …
JWT is only one …
The future of computing is distributed, and edge computing has …
The cloud computing landscape has evolved dramatically. …
APIs are the backbone of modern applications, enabling …
Compute resources represent a significant portion of cloud spending …
WebSockets enable bi-directional, real-time communication between …
Node.js is ideal for building RESTful APIs. Its event-driven, …
APIs are the connective tissue of modern software. From mobile apps …
Building an AI API is different from traditional APIs. You deal …
The era of cloud-dependent mobile AI is ending. Modern smartphones …
Users expect mobile apps to be instant, smooth, and efficient. In …
Mobile app privacy and security have become critical concerns in …
Mobile development offers multiple paths: native iOS, native …
Certificate revocation is a critical component of PKI security. …
Email remains one of the most critical communication channels for …
AMQP (Advanced Message Queuing Protocol) is an open-standard …
API gateways have become the cornerstone of modern microservices …
更为严格的iptables规则
MongoDB provides several ways to delete documents and collections. Choosing the right method depends on whether you need to remove one …
Indexes are the single most impactful performance optimization in MySQL. A well-indexed table can answer queries in microseconds; the …
Python官方的包管理工具:
# 安装包
pip install requests
# 从requirements.txt安装
pip install -r requirements.txt
# 升级包
pip install --upgrade requests
# 列 …Shell脚本中的字符串操作是日常运维和自动化必备技能。
# 使用 ${#VAR}
VAR="hello"
echo ${#VAR}
# 输出: 5
# 变量也可以直接
echo ${#"hello"}
# 输出: 5
The ss command is a powerful utility for analyzing network sockets in Linux systems. Short for “socket statistics,” ss …
Tomcat部署架构根据应用规模和需求不同,可以分为多种层级。
┌─────────────────────────┐
│ Client │
└───────────┬─────────────┘ …
#cat /etc/sysconfig/network-scripts/ifcfg-eth0
DEVICE="eth0"
BOOTPROTO=static
ONBOOT=yes
TYPE=Ethernet …The dig command (Domain Information Groper) is one of the most powerful and flexible tools for performing DNS queries in Linux and Unix …
Include is for adding methods to an instance of a class and extend is for adding class methods. Let’s take a look at a small example.
在教科书中,include增加方 …