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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:Interpretml Interpret EBM Model Export
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Fastai Fastbook Image Classification
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Openai Openai python Chat Completion
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Sgl project Sglang Structured Output Generation
Principles
- Principle:Facebookresearch Audiocraft Sound Dataset Augmented Loading
- Principle:SeldonIO Seldon core Production Traffic Monitoring
- Principle:Haifengl Smile SQL Database Connection
- Principle:Trailofbits Fickling PyTorch Model Wrapping
- Principle:EvolvingLMMs Lab Lmms eval MCP Tool Calling
- Principle:Apache Druid Schema Discovery
- Principle:Apache Paimon Snapshot Management
- Principle:Langgenius Dify Dynamic Import Pattern
- Principle:Scikit learn contrib Imbalanced learn Sampler Compatibility Checking
- Principle:Huggingface Datasets Download Management
Implementations
- Implementation:Mage ai Mage ai PowerBI Client
- Implementation:Open compass VLMEvalKit VQA Eval
- Implementation:Sgl project Sglang Json Output Parsing
- Implementation:Tencent Ncnn YOLOv3 Example
- Implementation:Huggingface Optimum Download Model From HF
- Implementation:Langchain ai Langchain PyPI Trusted Publishing Production
- Implementation:Online ml River Imblearn ChebyshevSampler
- Implementation:Neuml Txtai Embeddings Index
- Implementation:ClickHouse ClickHouse CMake Project Configuration
- Implementation:Arize ai Phoenix Legacy Templates
Heuristics
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Sail sg LongSpec Tree Shape Configuration
Environments
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Openai Whisper FFmpeg
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Vllm project Vllm CUDA