machine-learning
38
model-hyperparameter-tuning
Optimize hyperparameters using grid search, random search, Bayesian optimization, and automated ML frameworks like Optuna and Hyperopt
aj-geddes
data-ai
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machine-learning
38
recommendation-engine
Build recommendation systems using collaborative filtering, content-based filtering, matrix factorization, and neural network approaches
aj-geddes
data-ai
machine-learning
38
model-deployment
Deploy machine learning models to production using Flask, FastAPI, Docker, cloud platforms (AWS, GCP, Azure), and model serving frameworks
aj-geddes
data-ai
machine-learning
38
feature-engineering
Create and transform features using encoding, scaling, polynomial features, and domain-specific transformations for improved model performance and interpretability
aj-geddes
data-ai
architecture-patterns
38
css-architecture
Organize CSS using BEM, SMACSS, and CSS-in-JS patterns. Use when building scalable, maintainable styling systems with proper naming conventions.
aj-geddes
development
system-admin
38
stress-testing
Test system behavior under extreme load conditions to identify breaking points, capacity limits, and failure modes. Use for stress test, capacity testing, breaking point analysis, spike test, and system limits validation.
aj-geddes
tools
architecture-patterns
38
rate-limiting-implementation
Implement rate limiting, throttling, API quotas, and backpressure mechanisms to protect services from abuse and ensure fair resource usage. Use when building APIs, preventing DOS attacks, or managing system load.
aj-geddes
development
architecture-patterns
38
design-patterns-implementation
Apply appropriate design patterns (Singleton, Factory, Observer, Strategy, etc.) to solve architectural problems. Use when refactoring code architecture, implementing extensible systems, or following SOLID principles.
aj-geddes
development
architecture-patterns
38
backup-disaster-recovery
Implement backup strategies, disaster recovery plans, and data restoration procedures for protecting critical infrastructure and data.
aj-geddes
development
architecture-patterns
38
idempotency-handling
Implement idempotency keys and handling to ensure operations can be safely retried without duplicate effects. Use when building payment systems, APIs with retries, or distributed transactions.
aj-geddes
development
architecture-patterns
38
concurrency-patterns
Implement thread-safe code, mutexes, semaphores, async/await patterns, and concurrent data structures. Use when handling parallel operations, race conditions, or building high-performance concurrent systems.
aj-geddes
development
architecture-patterns
38
data-encryption
Implement strong encryption using AES, RSA, TLS, and proper key management. Use when securing data at rest, in transit, or implementing end-to-end encryption.
aj-geddes
development
architecture-patterns
38
universalist
Algebra-Driven Design (ADD): model domains via minimal algebra + laws; encode in types; test laws.
tkersey
development
architecture-patterns
38
api-response-optimization
Optimize API response times through caching, compression, and efficient payloads. Improve backend performance and reduce network traffic.
aj-geddes
development
architecture-patterns
38
reactive-programming
Implement reactive programming patterns using RxJS, streams, observables, and backpressure handling. Use when building event-driven UIs, handling async data streams, or managing complex data flows.
aj-geddes
development
architecture-patterns
38
grpc-service-development
Build high-performance gRPC services with Protocol Buffers, bidirectional streaming, and microservice communication. Use when building gRPC servers, defining service contracts, or implementing inter-service communication.
aj-geddes
development
architecture-patterns
38
spring-boot-application
Build enterprise Spring Boot applications with annotations, dependency injection, data persistence, REST controllers, and security. Use when developing Spring applications, managing beans, implementing services, and configuring Spring Boot projects.
aj-geddes
development
architecture-patterns
38
graceful-shutdown
Implement graceful shutdown procedures to handle SIGTERM signals, drain connections, complete in-flight requests, and clean up resources properly. Use when deploying containerized applications, handling server restarts, or ensuring zero-downtime deployments.
aj-geddes
development
architecture-patterns
38
microservices-architecture
Design and implement microservices architecture including service boundaries, communication patterns, API gateways, service mesh, service discovery, and distributed system patterns. Use when building microservices, distributed systems, or service-oriented architectures.
aj-geddes
development
architecture-patterns
38
database-backup-restore
Implement backup and restore strategies for disaster recovery. Use when creating backup plans, testing restore procedures, or setting up automated backups.
aj-geddes
development