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
Greedy algorithms make locally optimal choices in hopes of finding a global optimum. They’re often simpler than dynamic programming and work โฆ
gRPC is a high-performance, open-source framework for inter-service communication. It uses HTTP/2 for transport and Protocol Buffers as the interface โฆ
For decades, HTTP has evolved from a simple request-response protocol to the backbone of the modern web. HTTP/1.0 gave us the foundation, HTTP/1.1 โฆ
JSON Web Tokens (JWT) are the standard for stateless authentication in modern applications. But improper JWT implementation leads to security โฆ
Linked lists are fundamental data structures that form the building blocks for many more complex data structures and algorithms. Unlike arrays, linked โฆ
Load balancing distributes traffic across multiple servers for availability, scalability, and performance. This guide covers algorithms, types, and โฆ
Message queues are the backbone of modern distributed systems. They enable asynchronous communication between services, decouple producers from โฆ
Microservices must communicate to fulfill user requests. This guide covers synchronous and asynchronous communication patterns, their use cases, and โฆ
NewSQL databases combine the ACID guarantees of traditional databases with the horizontal scaling of NoSQL. This guide covers NewSQL concepts and โฆ
OAuth 2.0 and OpenID Connect (OIDC) are the backbone of modern authentication and authorization. Whether you’re building a web app, mobile app, โฆ