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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:Lucidrains X transformers DPO Preference Alignment
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
Principles
- Principle:Protectai Llm guard Topic Filtering
- Principle:OpenGVLab InternVL DPO Data Collation
- Principle:Google deepmind Mujoco Parallel Constraint Solving
- Principle:Zai org CogVideo SAT Prompt Input
- Principle:Vibrantlabsai Ragas Evaluation Dataset Preparation
- Principle:Iterative Dvc Vega Lite Conversion
- Principle:Speechbrain Speechbrain LibriTTS Data Preparation
- Principle:Langgenius Dify Authentication Flow
- Principle:Ggml org Ggml Prompt Guided Mask Decoding
- Principle:ARISE Initiative Robosuite Domain Randomization Wrapping
Implementations
- Implementation:Google deepmind Dm control Suite Wrappers
- Implementation:Microsoft Autogen MagenticOne Prompts
- Implementation:OpenRLHF OpenRLHF DeepspeedStrategy setup distributed
- Implementation:Online ml River Bandit Datasets Base
- Implementation:Alibaba ROLL Patcher
- Implementation:CARLA simulator Carla Pugixml Interface
- Implementation:DataTalksClub Data engineering zoomcamp Spark Write Parquet
- Implementation:Hiyouga LLaMA Factory API App
- Implementation:CARLA simulator Carla ThreadPool
- Implementation:Online ml River Metrics Precision
Heuristics
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
Environments
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Vllm project Vllm Distributed
- Environment:Apache Airflow Database Backend Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Ray project Ray Python Runtime Environment
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:TobikoData Sqlmesh Dbt Compatibility