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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:Explodinggradients Ragas Test Data Generation
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Groq Groq python Chat Completion
Principles
- Principle:Confident ai Deepeval Task Completion Evaluation
- Principle:Haosulab ManiSkill Real Robot Deployment
- Principle:Isaac sim IsaacGymEnvs Automatic Domain Randomization
- Principle:Iterative Dvc Local Remote State Comparison
- Principle:Puppeteer Puppeteer Element Interaction
- Principle:Mlflow Mlflow Predict Function Definition
- Principle:Speechbrain Speechbrain LibriTTS Data Preparation
- Principle:PacktPublishing LLM Engineers Handbook LLM As Judge Evaluation
- Principle:OpenGVLab InternVL Streamlit Chat Interface
- Principle:Marker Inc Korea AutoRAG Node Line Evaluation
Implementations
- Implementation:Langfuse Langfuse ParsePromptDependencyTags
- Implementation:Vibrantlabsai Ragas AnswerRelevance
- Implementation:Open compass VLMEvalKit LENS Utils
- Implementation:Microsoft Onnxruntime CUDA FakeQuant
- Implementation:NVIDIA NeMo Curator Code Filters
- Implementation:CrewAIInc CrewAI Crew Test Method
- Implementation:NVIDIA DALI TF Runner CTL
- Implementation:Mbzuai oryx Awesome LLM Post training Get Paper Count
- Implementation:Intel Ipex llm Env Check Windows
- Implementation:Tensorflow Serving server request logger h
Heuristics
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Groq Groq python Error Handling Hierarchy
Environments
- Environment:Apache Druid Druid Cluster Api
- Environment:Kserve Kserve VLLM Runtime
- Environment:Sgl project Sglang OpenAI
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Unslothai Unsloth Llama Cpp
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node