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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:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Openai CLIP Zero shot image classification
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
Principles
- Principle:Haosulab ManiSkill Parallel Trajectory Generation
- Principle:CarperAI Trlx Offline RL Training
- Principle:Ggml org Llama cpp Memory Management
- Principle:SeleniumHQ Selenium Bazel Build Verification
- Principle:FlowiseAI Flowise Chatflow Security Configuration
- Principle:Langchain ai Langchain Document Preparation
- Principle:SqueezeAILab ETS Answer Normalization And Grading
- Principle:Huggingface Datasets Dataset From Dict Construction
- Principle:Ggml org Ggml ZDNN Accelerated Computation
- Principle:Anthropics Anthropic sdk python Final Message Retrieval
Implementations
- Implementation:Pyro ppl Pyro SVGD
- Implementation:Lance format Lance DecoderBench
- Implementation:Pytorch Serve vLLM Engine Config
- Implementation:EvolvingLMMs Lab Lmms eval Get Model
- Implementation:Apache Druid SqlInput
- Implementation:Online ml River Anomaly GaussianScorer
- Implementation:FlowiseAI Flowise AgentflowStickyNote
- Implementation:Trailofbits Fickling Create Polyglot
- Implementation:Wandb Weave Weave Op
- Implementation:Huggingface Datasets TenBin
Heuristics
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
Environments
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Huggingface Datasets Search Dependencies
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:FlowiseAI Flowise Database Environment
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Allenai Open instruct Ray Distributed