Building Production ML Systems: MLOps Best Practices
Introduction
Machine learning in production is vastly different from notebooks โฆ
Machine learning in production is vastly different from notebooks โฆ
Fine-tuning large language models on custom data can be โฆ
When building production LLM applications, developers face a โฆ
Vector databases are the backbone of modern AI applications. They โฆ
Rust is increasingly becoming the language of choice for building โฆ
Rust’s ownership system is what makes it possible to โฆ
Tokio is Rust’s de facto standard async runtime, enabling โฆ
Unsafe Rust allows you to disable certain safety checks when โฆ
AWS cost optimization is one of the most underutilized ways to โฆ
Serverless is marketed as “pay-per-execution,” but many โฆ
Containerization (Docker) and orchestration (Kubernetes) are โฆ
Spot Instances are AWS’s ultra-discounted compute offering: โฆ
Privacy concerns in machine learning have become paramount as โฆ
Data science remains one of the most in-demand careers in tech. โฆ
Natural Language Processing (NLP) enables computers to understand, โฆ
Time series data is everywhereโfrom stock prices to sensor readings โฆ
Cloud security requires โฆ
Zero Trust replaces implicit trust โฆ
JWT is only one โฆ
The future of computing is distributed, and edge computing has โฆ
The cloud computing landscape has evolved dramatically. โฆ
APIs are the backbone of modern applications, enabling โฆ
Compute resources represent a significant portion of cloud spending โฆ
WebSockets enable bi-directional, real-time communication between โฆ
Node.js is ideal for building RESTful APIs. Its event-driven, โฆ
APIs are the connective tissue of modern software. From mobile apps โฆ
Building an AI API is different from traditional APIs. You deal โฆ
The era of cloud-dependent mobile AI is ending. Modern smartphones โฆ
Users expect mobile apps to be instant, smooth, and efficient. In โฆ
Mobile app privacy and security have become critical concerns in โฆ
Mobile development offers multiple paths: native iOS, native โฆ
Certificate revocation is a critical component of PKI security. โฆ
Email remains one of the most critical communication channels for โฆ
AMQP (Advanced Message Queuing Protocol) is an open-standard โฆ
API gateways have become the cornerstone of modern microservices โฆ
CSS has evolved dramatically, with new layout systems and features that transform how we build web interfaces. Understanding modern CSS โฆ
The JavaScript build tooling landscape has transformed dramatically. Where webpack once dominated, a new generation of tools built on โฆ
Prometheus collects fana visualizes them. Together they give you dashboards, alerts, and the data to answer “is my system โฆ
Open source is the foundation of modern software development. Every developer uses open source daily. Contributing back isn’t just โฆ
Performance testing answers questions your unit tests can’t: “How many concurrent users can my API handle?” and โฆ
In a world where technical skills are increasingly commoditized, your personal brand is what distinguishes you from thousands of other โฆ
Your portfolio website is often the first impression you make on potential employers. In a competitive job market, a well-crafted โฆ
Probability theory forms the backbone of modern software development, from machine learning algorithms to distributed systems reliability โฆ
Progressive Web Apps (PWAs) combine the best of web and native apps, offering offline support, push notifications, and home screen โฆ
Quantum computing represents a paradigm shift in computation. While practical quantum computers are still emerging, developers should โฆ