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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 Airflow Core Release Process
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Pytorch Serve Large Model Inference
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
Principles
- Principle:FMInference FlexLLMGen Model Compression Configuration
- Principle:Google deepmind Dm control Observable Configuration
- Principle:Eventual Inc Daft Data Ingestion Parquet
- Principle:Kserve Kserve VLLM Health Monitoring
- Principle:Astronomer Astronomer cosmos Render Configuration
- Principle:Microsoft Playwright Capture Trace Data
- Principle:Ggml org Ggml Language Model Loading
- Principle:Microsoft Semantic kernel Vector Store Collection Setup
- Principle:DistrictDataLabs Yellowbrick Cross Validation Scoring
- Principle:Mlc ai Web llm Model Selection
Implementations
- Implementation:Helicone Helicone Unified Provider Registry
- Implementation:Cohere ai Cohere python ToolMessageV2 Model
- Implementation:Haosulab ManiSkill HumanoidStand
- Implementation:Spotify Luigi DropboxTarget
- Implementation:Microsoft Playwright Test Runner CLI
- Implementation:Heibaiying BigData Notes WordCountReducer Reduce
- Implementation:Tensorflow Tfjs CPU RaggedRange Impl
- Implementation:Langchain ai Langchain Anthropic Bash Middleware
- Implementation:Mlc ai Mlc llm Auto Config
- Implementation:Haosulab ManiSkill CartPole
Heuristics
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
Environments
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime