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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Apache Kafka Docker Image Release
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Pola rs Polars Lazy Query Pipeline
- Workflow:Openai Openai agents python Guardrails Secured Agent
Principles
- Principle:PacktPublishing LLM Engineers Handbook SageMaker Evaluation Orchestration
- Principle:Ollama Ollama GGUF Model Conversion Glm4MoeLite
- Principle:Helicone Helicone Analytics Storage
- Principle:Turboderp org Exllamav2 Sampling Configuration
- Principle:Datahub project Datahub Java SDK Dependency Setup
- Principle:Danijar Dreamerv3 Distributed Learner Training
- Principle:Cypress io Cypress CI Environment Configuration
- Principle:Groq Groq python Audio Translation Request
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork dataset preparation
- Principle:Mbzuai oryx Awesome LLM Post training Recursive Paper Fetching
Implementations
- Implementation:Rapidsai Cuml Cluster Predict
- Implementation:Risingwavelabs Risingwave Fragment Graph Page
- Implementation:Speechbrain Speechbrain Whisper ASR Compute Forward
- Implementation:Huggingface Optimum Get Transformed Nodes
- Implementation:Tensorflow Serving Retrier
- Implementation:Mlflow Mlflow Sidebars GenAI
- Implementation:Open compass VLMEvalKit MMHelix Numbrix Eval
- Implementation:SeleniumHQ Selenium Closure UI ControlRenderer
- Implementation:Groq Groq python TranslationCreateParams
- Implementation:Sail sg LongSpec Throughput Calculator
Heuristics
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
Environments
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Huggingface Datasets Search Dependencies
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Predibase Lorax Model Source Credentials
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination