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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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|---|---|---|
| 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:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Googleapis Python genai Context Caching
- Workflow:Lance format Lance Full Text Search
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Langgenius Dify Plugin Installation and Configuration
Principles
- Principle:LaurentMazare Tch rs Batch Evaluation
- Principle:Openai Openai python Structured Output Definition
- Principle:Huggingface Trl PEFT LoRA Configuration Reward
- Principle:Openai Openai python Realtime WebSocket Connection
- Principle:Facebookresearch Habitat lab HITL Application Configuration
- Principle:MaterializeInc Materialize Release Completion
- Principle:NVIDIA TransformerEngine FSDP Integration
- Principle:Pytorch Serve Environment Setup
- Principle:DataTalksClub Data engineering zoomcamp Kafka Streams Topology
- Principle:Langgenius Dify Database Migrations
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui SD3 Inferencer
- Implementation:Microsoft Onnxruntime InferenceSession Run
- Implementation:TobikoData Sqlmesh Api Hooks
- Implementation:Teamcapybara Capybara Firefox Node
- Implementation:Apache Airflow Configuration Parser
- Implementation:BerriAI Litellm Policy Templates Backup
- Implementation:Eventual Inc Daft Daft Func
- Implementation:Openai Openai node Zod Helpers
- Implementation:Mlc ai Mlc llm Dispatch KV Cache Creation
- Implementation:Fede1024 Rust rdkafka BorrowedMessage Detach
Heuristics
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
Environments
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Unslothai Unsloth Python Transformers
- Environment:BerriAI Litellm PostgreSQL Database