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1,118
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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Browse by Category
| 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:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
Principles
- Principle:TobikoData Sqlmesh Backfill Strategy Selection
- Principle:Apache Airflow Callback Event Notification
- Principle:Hiyouga LLaMA Factory Kahneman Tversky Optimization
- Principle:Treeverse LakeFS Hook Result Review
- Principle:Togethercomputer Together python Result Integration
- Principle:Facebookresearch Audiocraft Environment Setup
- Principle:Microsoft Onnxruntime Source Framework Training
- Principle:Treeverse LakeFS Hook Triggered Commit
- Principle:TA Lib Ta lib python Version Compatibility
- Principle:Haosulab ManiSkill Task Space Control
Implementations
- Implementation:Apache Dolphinscheduler Workflow Task Entity Pattern
- Implementation:Ggml org Llama cpp TTS Outetts
- Implementation:CARLA simulator Carla RawData
- Implementation:Mlc ai Mlc llm Attach Spec Decode Aux
- Implementation:Apache Spark Stop All
- Implementation:Zai org CogVideo MoVQ 2D Modules
- Implementation:Microsoft Onnxruntime MapInfo
- Implementation:Guardrails ai Guardrails Guard Use
- Implementation:SeldonIO Seldon core Seldon Model Status
- Implementation:Alibaba MNN OpenCL CL2 HPP Header
Heuristics
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
Environments
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Neuml Txtai Python Core Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Marker Inc Korea AutoRAG Vector Database Backends