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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:Shiyu coder Kronos Qlib Finetuning
- Workflow:Ray project Ray Serve Deployment
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:PeterL1n BackgroundMattingV2 Model export
Principles
- Principle:Wandb Weave Session Finalization
- Principle:Guardrails ai Guardrails ValidatorEcosystem
- Principle:Norrrrrrr lyn WAInjectBench JSONL Text Dataset Format
- Principle:Sail sg LongSpec Draft Checkpoint Extraction
- Principle:FlagOpen FlagEmbedding Evaluation Configuration
- Principle:OpenGVLab InternVL Distributed Evaluation
- Principle:Spotify Luigi Documentation Build
- Principle:Farama Foundation Gymnasium Action Transformation
- Principle:Microsoft Semantic kernel Prompt With Function Calling
- Principle:Axolotl ai cloud Axolotl Configuration Validation
Implementations
- Implementation:Risingwavelabs Risingwave RelationGraph Component
- Implementation:Ucbepic Docetl WebSocket Run Pipeline
- Implementation:Predibase Lorax GPTQ Utils Custom Autotune
- Implementation:Huggingface Datasets Sharding Utils
- Implementation:Togethercomputer Together python ChatCompletions Create
- Implementation:Anthropics Anthropic sdk python BetaWebSearchTool 20250305
- Implementation:Online ml River Cluster DenStream
- Implementation:Sgl project Sglang GEMM With Epilogue Visitor
- Implementation:Microsoft Onnxruntime Convert Sklearn
- Implementation:Pyro ppl Pyro CoalescentTimes
Heuristics
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
Environments
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Tencent Ncnn Build Environment
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Obss Sahi Python Image Processing
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment