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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:Microsoft BIPIA White Box Defense Finetuning
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Sgl project Sglang Structured Output Generation
Principles
- Principle:SeldonIO Seldon core Experiment Traffic Analysis
- Principle:ARISE Initiative Robomimic Observation Initialization
- Principle:Openai Openai agents python Bidirectional Handoffs
- Principle:Openai Openai node Job Progress Monitoring
- Principle:Alibaba MNN Compression Validation
- Principle:Treeverse LakeFS Tag Creation
- Principle:Pytorch Serve Generative Image Inference
- Principle:Treeverse LakeFS Documentation Site Configuration
- Principle:Openai Evals YAML Registry Configuration
- Principle:Vespa engine Vespa Version Preparation
Implementations
- Implementation:Promptfoo Promptfoo Root Package Lock
- Implementation:Ggml org Llama cpp Lookahead Decoding
- Implementation:Langchain ai Langchain PyPI Trusted Publishing Production
- Implementation:TobikoData Sqlmesh PlanBuilder Set Start End
- Implementation:Apache Druid ExecutionDetailsPane
- Implementation:BerriAI Litellm Dot Notation Indexing
- Implementation:Recommenders team Recommenders GeoIMC Algorithm
- Implementation:SeldonIO Seldon core Hodometer Collect
- Implementation:Mlc ai Web llm Web Worker MLC Engine Handler
- Implementation:Alibaba MNN OpenCL CL Platform Header
Heuristics
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
Environments
- Environment:DevExpress Testcafe Node Runtime
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements