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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:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
Principles
- Principle:Elevenlabs Elevenlabs python Text to Speech Conversion
- Principle:PacktPublishing LLM Engineers Handbook Feature Store Query
- Principle:ClickHouse ClickHouse Build Hygiene Tools
- Principle:Huggingface Diffusers Selective Test Execution
- Principle:FMInference FlexLLMGen Distributed Process Launching
- Principle:Huggingface Datatrove PII Removal
- Principle:CrewAIInc CrewAI Built In Tool Selection
- Principle:Cohere ai Cohere python Training Monitoring
- Principle:Huggingface Datatrove Ray Distributed Execution
- Principle:LaurentMazare Tch rs Crate Organization
Implementations
- Implementation:FlowiseAI Flowise Input
- Implementation:Mlc ai Web llm Tool Choice Request
- Implementation:Hiyouga LLaMA Factory V1 NPU RMSNorm
- Implementation:Heibaiying BigData Notes CustomPartitioner GetPartition
- Implementation:Pytorch Serve IpexLLMHandler
- Implementation:Microsoft Agent framework Run All Samples Script
- Implementation:FlowiseAI Flowise ExpandRichInputDialog
- Implementation:Google deepmind Mujoco Engine Core Constraint
- Implementation:SeleniumHQ Selenium Closure Style
- Implementation:Ggml org Ggml Cpu arm repack
Heuristics
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
Environments
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Trailofbits Fickling PyTorch
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Deepspeedai DeepSpeed CPU Environment