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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:CarperAI Trlx ILQL Offline Training
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Wandb Weave Evaluation Pipeline
Principles
- Principle:Duckdb Duckdb Approximate Distinct Counting
- Principle:Kserve Kserve Data Transformation
- Principle:Princeton nlp Tree of thought llm Prompt Engineering
- Principle:Farama Foundation Gymnasium Vector Episode Statistics
- Principle:Intel Ipex llm Pipeline Parallel Init
- Principle:Kornia Kornia Dense Feature Matching
- Principle:Sgl project Sglang Schema Constrained Decoding
- Principle:Langgenius Dify Volume Initialization
- Principle:Heibaiying BigData Notes Hive Table Definition
- Principle:Ollama Ollama GGUF Model Conversion Bert
Implementations
- Implementation:Scikit learn Scikit learn TestingUtils
- Implementation:Interpretml Interpret Tensor Hpp
- Implementation:DistrictDataLabs Yellowbrick KElbowVisualizer
- Implementation:Mlflow Mlflow Search Traces
- Implementation:ARISE Initiative Robosuite LightingModder
- Implementation:Alibaba MNN RapidJSON Encodings
- Implementation:Openclaw Openclaw RunDaemonRestart
- Implementation:FlowiseAI Flowise GenerateAgentflow
- Implementation:SeldonIO Seldon core Seldon Pipeline Load
- Implementation:DataExpert io Data engineer handbook GetLocation UDF
Heuristics
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
Environments
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability